{"schemaVersion":"agentstaffer.role-family.v1","generatedAt":"2026-10-28T09:50:00.320Z","canonicalUrl":"https://agentstaffer.com/role-families/data.json?page=232","htmlUrl":"https://agentstaffer.com/role-families/data?page=232","surfaceContract":{"surface":"role-families","primaryQuestion":"What team job or business role does the user need filled?","primaryAction":"Start from a plain-language department or occupational family, then open related technical categories or job-matcher prompts.","useFor":["department or team-role discovery","plain-language job briefs","business outcome shortlists","non-technical browsing"],"doNotUseFor":["protocol-specific filtering","assuming every related technical category is required","production approval without profile, trust, install, and trial evidence"],"nextResources":["/role-families.json","/roles.json","/job-matcher.json","/teams.json"]},"sitemapDiscovery":{"indexUrl":"https://agentstaffer.com/sitemap.xml","staticSitemapUrl":"https://agentstaffer.com/sitemap-static.xml","profileShardPattern":"https://agentstaffer.com/sitemap-agents-{page}.xml","profileShardExample":"https://agentstaffer.com/sitemap-agents-1.xml","profileShardPageSize":200,"profileUrlRule":"Profile HTML and profile.json URLs live in sitemap-agents-{page}.xml shards, not in the sitemap index itself.","staticUrlRule":"Static docs, GEO exposure, agent visibility packets, resources, taxonomy, playbook, team, trust, and queue URLs live in sitemap-static.xml.","retrievalRule":"Fetch /sitemap.xml first, then crawl each listed sitemap URL; use /geo.json and /agent-visibility.json for current high-signal routes, crawler-specific packets, and /resources.json for route meaning and recommended fetch order."},"uiDataContract":{"principle":"Human HTML can be simplified, but machine-readable JSON, Markdown, sitemap, llms.txt, canonical links, alternate links, and profile resource contracts must remain stable and discoverable.","requiredProfileResources":["profile.json","score.json","evidence.json","trust.json","trial.json","install.json","history.json","similar.json","dossier.md"],"recommendedProfileFetchOrder":["profile.json","score.json","evidence.json","trust.json","trial.json","install.json","history.json","similar.json","dossier.md"],"regressionCommand":{"local":"npm run ai:readability","production":"npm run ai:readability:prod","baseUrlEnv":"AGENTSTAFFER_BASE_URL"},"regressionChecks":[{"id":"status-canonical","label":"Status and canonical pages","humanSurface":"Home, market, resources, docs, and profile HTML return 200 and keep canonical links.","machineSurface":"Canonical and alternate links still point to structured JSON, Markdown, sitemap, and llms.txt resources."},{"id":"global-entrypoints","label":"Global data entrypoints","humanSurface":"Navigation stays simple and does not need to repeat every endpoint.","machineSurface":"/llms.txt, /resources.json, /agents.json, /sitemap.xml, /sitemap-agents-1.xml, and /openapi.json remain fetchable."},{"id":"profile-package","label":"Profile resources","humanSurface":"Profile pages show a compact decision, evidence, install, trial, and resource section.","machineSurface":"/agents/{slug}/profile.json, /agents/{slug}/score.json, /agents/{slug}/evidence.json, /agents/{slug}/trust.json, /agents/{slug}/trial.json, /agents/{slug}/install.json, /agents/{slug}/history.json, /agents/{slug}/similar.json, /agents/{slug}/dossier.md"},{"id":"embedded-contracts","label":"Embedded structured contracts","humanSurface":"HTML can hide or compress secondary rows on small screens.","machineSurface":"JSON-LD and application/json script contracts remain present where the page declares them."},{"id":"pagination-sitemaps","label":"Pagination and sitemap discovery","humanSurface":"List pages can paginate and keep cards lightweight.","machineSurface":"JSON pagination, sitemap index, static sitemap, and agent sitemap shards remain explicit."},{"id":"no-data-loss-ui","label":"No data loss from UI polish","humanSurface":"Visual density, mobile folds, and redundant modules can be reduced.","machineSurface":"Data removed from HTML presentation must remain in JSON or Markdown resources referenced by the page."}]},"regressionCommand":{"local":"npm run ai:readability","production":"npm run ai:readability:prod","baseUrlEnv":"AGENTSTAFFER_BASE_URL"},"visibleRetrievalSpine":[{"step":"01","label":"llms.txt","href":"/llms.txt","note":"Site context and first-hop guidance"},{"step":"02","label":"role-family.json","href":"/role-families/data.json?page=232","note":"Complete page contract and data surface map"},{"step":"03","label":"agents.json","href":"/agents.json","note":"Paginated candidate discovery"},{"step":"04","label":"profile package","href":"/resources.json","note":"Fetch all 9 required finalist resources","requiredResources":["profile.json","score.json","evidence.json","trust.json","trial.json","install.json","history.json","similar.json","dossier.md"]}],"profileResourceContract":{"schemaVersion":"agentstaffer.profile-resource-contract.v1","requiredResources":["profile.json","score.json","evidence.json","trust.json","trial.json","install.json","history.json","similar.json","dossier.md"],"recommendedFetchOrder":["profile.json","score.json","evidence.json","trust.json","trial.json","install.json","history.json","similar.json","dossier.md"],"retrievalRule":"Use this role-family JSON for paginated occupational candidates, then fetch the full profile package for every finalist before install, hire, promotion, credential access, or production use."},"family":{"id":"data","label":"Data","description":"Connect APIs, databases, warehouses, spreadsheets, analytics, and ETL workflows.","count":4771,"filteredCount":4771,"relatedFunctions":[{"id":"data-integrations","label":"Data & Integrations","description":"Agents and tools for data pipelines, APIs, databases, spreadsheets, webhooks, ETL, and analytics.","htmlUrl":"https://agentstaffer.com/roles/data-integrations","jsonUrl":"https://agentstaffer.com/roles/data-integrations.json"},{"id":"research-knowledge","label":"Research & Knowledge","description":"Agents for research, retrieval, memory, knowledge bases, RAG, GraphRAG, and long-context synthesis.","htmlUrl":"https://agentstaffer.com/roles/research-knowledge","jsonUrl":"https://agentstaffer.com/roles/research-knowledge.json"}],"exampleBriefs":["Connect a dataset or API to a reusable analysis workflow.","Evaluate extraction, transformation, and retrieval candidates."],"recommendedPlaybooks":[{"id":"repo-audit-team","name":"Repository Audit Team","outcome":"Review a codebase before trusting an agent in production","description":"A due-diligence bundle for source review, quality signals, security posture, and integration readiness.","playbookUrl":"https://agentstaffer.com/playbooks/repo-audit-team","playbookJsonUrl":"https://agentstaffer.com/playbooks/repo-audit-team.json","teamUrl":"https://agentstaffer.com/teams/repo-audit-team","teamJsonUrl":"https://agentstaffer.com/teams/repo-audit-team.json"},{"id":"research-brief-team","name":"Research Brief Team","outcome":"Produce a sourced research memo with reusable context","description":"A team for gathering sources, synthesizing findings, and storing a traceable research outcome.","playbookUrl":"https://agentstaffer.com/playbooks/research-brief-team","playbookJsonUrl":"https://agentstaffer.com/playbooks/research-brief-team.json","teamUrl":"https://agentstaffer.com/teams/research-brief-team","teamJsonUrl":"https://agentstaffer.com/teams/research-brief-team.json"},{"id":"sales-ops-team","name":"Sales Ops Team","outcome":"Automate a repeatable business workflow safely","description":"A bundle for customer, CRM, finance, support, and operations workflows that need tool access and audit notes.","playbookUrl":"https://agentstaffer.com/playbooks/sales-ops-team","playbookJsonUrl":"https://agentstaffer.com/playbooks/sales-ops-team.json","teamUrl":"https://agentstaffer.com/teams/sales-ops-team","teamJsonUrl":"https://agentstaffer.com/teams/sales-ops-team.json"},{"id":"docs-refresh-team","name":"Docs Refresh Team","outcome":"Refresh docs, examples, and install instructions","description":"A team for keeping agent profiles, README guidance, install manifests, and structured review docs aligned.","playbookUrl":"https://agentstaffer.com/playbooks/docs-refresh-team","playbookJsonUrl":"https://agentstaffer.com/playbooks/docs-refresh-team.json","teamUrl":"https://agentstaffer.com/teams/docs-refresh-team","teamJsonUrl":"https://agentstaffer.com/teams/docs-refresh-team.json"}]},"data":[{"id":"explainx:agents-chatarena","slug":"explainx-chatarena","name":"ChatArena","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/chatarena","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/explainx-chatarena/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-chatarena/visibility-report.json"},"profileUrl":"https://agentstaffer.com/mcp/explainx-chatarena","canonicalProfileUrl":"https://agentstaffer.com/agents/explainx-chatarena","summary":"ChatArena is an AI agent in the DIY/Build Your Own category.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["agents","diy/build your own","ai agent","ai agents directory","explainx.ai","autonomous agents","chatarena","chatarena ▌"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-08T20:09:55.136Z","relevanceScore":132,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"ChatArena is an AI agent in the DIY/Build Your Own category.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/mcp/explainx-chatarena/profile.json","installJson":"https://agentstaffer.com/mcp/explainx-chatarena/install.json","trustJson":"https://agentstaffer.com/mcp/explainx-chatarena/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chatarena/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatarena"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/mcp/explainx-chatarena/profile.json","scoreJson":"https://agentstaffer.com/mcp/explainx-chatarena/score.json","evidenceJson":"https://agentstaffer.com/mcp/explainx-chatarena/evidence.json","trustJson":"https://agentstaffer.com/mcp/explainx-chatarena/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chatarena/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-chatarena/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatarena"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["explainx-chatarena"],"htmlUrl":"https://agentstaffer.com/compare?ids=explainx-chatarena","jsonUrl":"https://agentstaffer.com/compare.json?ids=explainx-chatarena"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/mcp/explainx-chatarena","canonicalProfile":"https://agentstaffer.com/agents/explainx-chatarena","typedProfile":"https://agentstaffer.com/mcp/explainx-chatarena","profileJson":"https://agentstaffer.com/mcp/explainx-chatarena/profile.json","scoreJson":"https://agentstaffer.com/mcp/explainx-chatarena/score.json","evidenceJson":"https://agentstaffer.com/mcp/explainx-chatarena/evidence.json","trustJson":"https://agentstaffer.com/mcp/explainx-chatarena/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chatarena/trial.json","historyJson":"https://agentstaffer.com/mcp/explainx-chatarena/history.json","installJson":"https://agentstaffer.com/mcp/explainx-chatarena/install.json","similarJson":"https://agentstaffer.com/mcp/explainx-chatarena/similar.json","summaryMarkdown":"https://agentstaffer.com/mcp/explainx-chatarena/summary.md","dossierMarkdown":"https://agentstaffer.com/mcp/explainx-chatarena/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-chatarena/visibility-report.json","mcpJson":"https://agentstaffer.com/mcp/explainx-chatarena/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/explainx-chatarena/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=explainx-chatarena","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatarena","source":"https://explainx.ai/agents/chatarena"}},{"id":"explainx:agents-chatdev","slug":"explainx-chatdev","name":"ChatDev","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/chatdev","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/explainx-chatdev/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-chatdev/visibility-report.json"},"profileUrl":"https://agentstaffer.com/mcp/explainx-chatdev","canonicalProfileUrl":"https://agentstaffer.com/agents/explainx-chatdev","summary":"ChatDev is an AI agent in the AI Agents Frameworks category.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["agents","ai agents frameworks","ai agent","ai agents directory","explainx.ai","autonomous agents","chatdev","chatdev ▌"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-08T20:06:09.546Z","relevanceScore":132,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"ChatDev is an AI agent in the AI Agents Frameworks category.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/mcp/explainx-chatdev/profile.json","installJson":"https://agentstaffer.com/mcp/explainx-chatdev/install.json","trustJson":"https://agentstaffer.com/mcp/explainx-chatdev/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chatdev/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatdev"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/mcp/explainx-chatdev/profile.json","scoreJson":"https://agentstaffer.com/mcp/explainx-chatdev/score.json","evidenceJson":"https://agentstaffer.com/mcp/explainx-chatdev/evidence.json","trustJson":"https://agentstaffer.com/mcp/explainx-chatdev/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chatdev/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-chatdev/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatdev"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["explainx-chatdev"],"htmlUrl":"https://agentstaffer.com/compare?ids=explainx-chatdev","jsonUrl":"https://agentstaffer.com/compare.json?ids=explainx-chatdev"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/mcp/explainx-chatdev","canonicalProfile":"https://agentstaffer.com/agents/explainx-chatdev","typedProfile":"https://agentstaffer.com/mcp/explainx-chatdev","profileJson":"https://agentstaffer.com/mcp/explainx-chatdev/profile.json","scoreJson":"https://agentstaffer.com/mcp/explainx-chatdev/score.json","evidenceJson":"https://agentstaffer.com/mcp/explainx-chatdev/evidence.json","trustJson":"https://agentstaffer.com/mcp/explainx-chatdev/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chatdev/trial.json","historyJson":"https://agentstaffer.com/mcp/explainx-chatdev/history.json","installJson":"https://agentstaffer.com/mcp/explainx-chatdev/install.json","similarJson":"https://agentstaffer.com/mcp/explainx-chatdev/similar.json","summaryMarkdown":"https://agentstaffer.com/mcp/explainx-chatdev/summary.md","dossierMarkdown":"https://agentstaffer.com/mcp/explainx-chatdev/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-chatdev/visibility-report.json","mcpJson":"https://agentstaffer.com/mcp/explainx-chatdev/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/explainx-chatdev/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=explainx-chatdev","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatdev","source":"https://explainx.ai/agents/chatdev"}},{"id":"aiagentsdirectory:agent-chatdev","slug":"aiagentsdirectory-chatdev","name":"ChatDev","type":"agent","source":"aiagentsdirectory","sourceUrl":"https://aiagentsdirectory.com/agent/chatdev","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/aiagentsdirectory-chatdev/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/aiagentsdirectory-chatdev/visibility-report.json"},"profileUrl":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev","canonicalProfileUrl":"https://agentstaffer.com/agents/aiagentsdirectory-chatdev","summary":"Virtual software company that operates through various intelligent agents holding different roles","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Multi-agent orchestration","Chat interface","Workflow automation","RAG","Coding assistance","Design assistance"],"tags":["agent","ai agents frameworks","chatdev","chatdev ai","chatdev review","chatdev alternatives","technology","ai tools 2026"],"protocolSupport":["http","mcp","sdk"],"trustLevel":"Needs review","riskTier":{"id":"high","label":"High risk","description":"Source activity appears stale."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2024-07-26T02:51:24.960Z","relevanceScore":132,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"Virtual software company that operates through various intelligent agents holding different roles","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Source activity appears stale."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/profile.json","installJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/install.json","trustJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/trust.json","trialJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=aiagentsdirectory-chatdev"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/profile.json","scoreJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/score.json","evidenceJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/evidence.json","trustJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/trust.json","trialJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/trial.json","installJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=aiagentsdirectory-chatdev"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["aiagentsdirectory-chatdev"],"htmlUrl":"https://agentstaffer.com/compare?ids=aiagentsdirectory-chatdev","jsonUrl":"https://agentstaffer.com/compare.json?ids=aiagentsdirectory-chatdev"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev","canonicalProfile":"https://agentstaffer.com/agents/aiagentsdirectory-chatdev","typedProfile":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev","profileJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/profile.json","scoreJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/score.json","evidenceJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/evidence.json","trustJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/trust.json","trialJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/trial.json","historyJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/history.json","installJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/install.json","similarJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/similar.json","summaryMarkdown":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/summary.md","dossierMarkdown":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/aiagentsdirectory-chatdev/visibility-report.json","mcpJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/aiagentsdirectory-chatdev/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=aiagentsdirectory-chatdev","compareJson":"https://agentstaffer.com/compare.json?ids=aiagentsdirectory-chatdev","source":"https://aiagentsdirectory.com/agent/chatdev"}},{"id":"explainx:agents-chatgpt","slug":"explainx-chatgpt","name":"ChatGPT","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/chatgpt","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/explainx-chatgpt/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-chatgpt/visibility-report.json"},"profileUrl":"https://agentstaffer.com/mcp/explainx-chatgpt","canonicalProfileUrl":"https://agentstaffer.com/agents/explainx-chatgpt","summary":"ChatGPT is an AI agent in the Personal Assistant category.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["agents","personal assistant","ai agent","ai agents directory","explainx.ai","autonomous agents","chatgpt","chatgpt ▌"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-08T20:11:24.718Z","relevanceScore":140,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"ChatGPT is an AI agent in the Personal Assistant category.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/mcp/explainx-chatgpt/profile.json","installJson":"https://agentstaffer.com/mcp/explainx-chatgpt/install.json","trustJson":"https://agentstaffer.com/mcp/explainx-chatgpt/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chatgpt/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatgpt"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/mcp/explainx-chatgpt/profile.json","scoreJson":"https://agentstaffer.com/mcp/explainx-chatgpt/score.json","evidenceJson":"https://agentstaffer.com/mcp/explainx-chatgpt/evidence.json","trustJson":"https://agentstaffer.com/mcp/explainx-chatgpt/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chatgpt/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-chatgpt/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatgpt"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["explainx-chatgpt"],"htmlUrl":"https://agentstaffer.com/compare?ids=explainx-chatgpt","jsonUrl":"https://agentstaffer.com/compare.json?ids=explainx-chatgpt"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/mcp/explainx-chatgpt","canonicalProfile":"https://agentstaffer.com/agents/explainx-chatgpt","typedProfile":"https://agentstaffer.com/mcp/explainx-chatgpt","profileJson":"https://agentstaffer.com/mcp/explainx-chatgpt/profile.json","scoreJson":"https://agentstaffer.com/mcp/explainx-chatgpt/score.json","evidenceJson":"https://agentstaffer.com/mcp/explainx-chatgpt/evidence.json","trustJson":"https://agentstaffer.com/mcp/explainx-chatgpt/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chatgpt/trial.json","historyJson":"https://agentstaffer.com/mcp/explainx-chatgpt/history.json","installJson":"https://agentstaffer.com/mcp/explainx-chatgpt/install.json","similarJson":"https://agentstaffer.com/mcp/explainx-chatgpt/similar.json","summaryMarkdown":"https://agentstaffer.com/mcp/explainx-chatgpt/summary.md","dossierMarkdown":"https://agentstaffer.com/mcp/explainx-chatgpt/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-chatgpt/visibility-report.json","mcpJson":"https://agentstaffer.com/mcp/explainx-chatgpt/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/explainx-chatgpt/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=explainx-chatgpt","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatgpt","source":"https://explainx.ai/agents/chatgpt"}},{"id":"explainx:agents-chathelp-ai","slug":"explainx-chathelp-ai","name":"ChatHelp.ai","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/chathelp-ai","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/explainx-chathelp-ai/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-chathelp-ai/visibility-report.json"},"profileUrl":"https://agentstaffer.com/mcp/explainx-chathelp-ai","canonicalProfileUrl":"https://agentstaffer.com/agents/explainx-chathelp-ai","summary":"AI-powered Business, Work, Study Assistant, 100+ AI Tools & Website Chat Widget","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["agents","business intelligence","ai agent","ai agents directory","explainx.ai","autonomous agents","chathelp.ai","chathelp.ai ▌"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-08T20:07:35.257Z","relevanceScore":140,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"AI-powered Business, Work, Study Assistant, 100+ AI Tools & Website Chat Widget","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/profile.json","installJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/install.json","trustJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chathelp-ai"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/profile.json","scoreJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/score.json","evidenceJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/evidence.json","trustJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chathelp-ai"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["explainx-chathelp-ai"],"htmlUrl":"https://agentstaffer.com/compare?ids=explainx-chathelp-ai","jsonUrl":"https://agentstaffer.com/compare.json?ids=explainx-chathelp-ai"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/mcp/explainx-chathelp-ai","canonicalProfile":"https://agentstaffer.com/agents/explainx-chathelp-ai","typedProfile":"https://agentstaffer.com/mcp/explainx-chathelp-ai","profileJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/profile.json","scoreJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/score.json","evidenceJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/evidence.json","trustJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/trial.json","historyJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/history.json","installJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/install.json","similarJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/similar.json","summaryMarkdown":"https://agentstaffer.com/mcp/explainx-chathelp-ai/summary.md","dossierMarkdown":"https://agentstaffer.com/mcp/explainx-chathelp-ai/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-chathelp-ai/visibility-report.json","mcpJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/explainx-chathelp-ai/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=explainx-chathelp-ai","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chathelp-ai","source":"https://explainx.ai/agents/chathelp-ai"}},{"id":"mcpservers:servers-cafferychen777-chatspatial","slug":"mcpservers-chatspatial-mcp-server","name":"ChatSpatial MCP Server","type":"tool","source":"mcpservers","sourceUrl":"https://mcpservers.org/servers/cafferychen777/chatspatial","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/mcpservers-chatspatial-mcp-server/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/mcpservers-chatspatial-mcp-server/visibility-report.json"},"profileUrl":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server","canonicalProfileUrl":"https://agentstaffer.com/agents/mcpservers-chatspatial-mcp-server","summary":"MCP server for spatial transcriptomics analysis with 60+ integrated methods Browse ChatSpatial MCP Server for Claude, Cursor, VS Code, and other AI agents.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package"],"tags":["servers","cafferychen777","mcp","server","chatspatial mcp server","documentation","chatspatial","start here"],"protocolSupport":["mcp","cli","sdk"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-15T15:22:04.293Z","relevanceScore":132,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"MCP server for spatial transcriptomics analysis with 60+ integrated methods Browse ChatSpatial MCP Server for Claude, Cursor, VS Code, and other AI agents.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/profile.json","installJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/install.json","trustJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=mcpservers-chatspatial-mcp-server"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/profile.json","scoreJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/score.json","evidenceJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/evidence.json","trustJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/trial.json","installJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=mcpservers-chatspatial-mcp-server"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["mcpservers-chatspatial-mcp-server"],"htmlUrl":"https://agentstaffer.com/compare?ids=mcpservers-chatspatial-mcp-server","jsonUrl":"https://agentstaffer.com/compare.json?ids=mcpservers-chatspatial-mcp-server"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server","canonicalProfile":"https://agentstaffer.com/agents/mcpservers-chatspatial-mcp-server","typedProfile":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server","profileJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/profile.json","scoreJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/score.json","evidenceJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/evidence.json","trustJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/trial.json","historyJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/history.json","installJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/install.json","similarJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/similar.json","summaryMarkdown":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/summary.md","dossierMarkdown":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/mcpservers-chatspatial-mcp-server/visibility-report.json","mcpJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/mcpservers-chatspatial-mcp-server/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=mcpservers-chatspatial-mcp-server","compareJson":"https://agentstaffer.com/compare.json?ids=mcpservers-chatspatial-mcp-server","source":"https://mcpservers.org/servers/cafferychen777/chatspatial"}},{"id":"playbooks:skills-nekuda-ai-checkout-directory-checkout-directory","slug":"playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory","name":"checkout-directory skill by nekuda-ai/checkout-directory","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/nekuda-ai/checkout-directory/checkout-directory","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory","canonicalProfileUrl":"https://agentstaffer.com/agents/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory","summary":"This skill helps you discover and evaluate merchants supporting agentic checkout protocols, enabling category-based searches and programmatic checkout","roleFamily":"Workflow Automation","roleFamilies":["Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration","Research & Knowledge"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","MCP integration","Reusable skill package","Design assistance"],"tags":["skills","checkout-directory skill","overview","how this skill works","when to use it","best practices","example use cases","faq"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-09T15:41:23.415Z","relevanceScore":136,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"This skill helps you discover and evaluate merchants supporting agentic checkout protocols, enabling category-based searches and programmatic checkout","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Builders comparing multi-agent orchestration patterns"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/install.json","trustJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory"],"htmlUrl":"https://agentstaffer.com/compare?ids=playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory","jsonUrl":"https://agentstaffer.com/compare.json?ids=playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory","canonicalProfile":"https://agentstaffer.com/agents/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory","typedProfile":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory","profileJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/trial.json","historyJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/history.json","installJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/install.json","similarJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory","source":"https://playbooks.com/skills/nekuda-ai/checkout-directory/checkout-directory"}},{"id":"mcpservers:servers-vespo92-chromadblocal-mcp-server","slug":"mcpservers-chromadb-mcp-server","name":"ChromaDB MCP Server","type":"tool","source":"mcpservers","sourceUrl":"https://mcpservers.org/servers/vespo92/chromadblocal-mcp-server","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/mcpservers-chromadb-mcp-server/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/mcpservers-chromadb-mcp-server/visibility-report.json"},"profileUrl":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server","canonicalProfileUrl":"https://agentstaffer.com/agents/mcpservers-chromadb-mcp-server","summary":"Provides AI assistants with persistent memory using ChromaDB vector storage. Browse ChromaDB MCP Server for Claude, Cursor, VS Code, and other AI agents.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["servers","vespo92","mcp","server","chromadb mcp server","documentation","chromadb mcp server 🧠","✨ features"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-15T15:21:54.468Z","relevanceScore":132,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"Provides AI assistants with persistent memory using ChromaDB vector storage. Browse ChromaDB MCP Server for Claude, Cursor, VS Code, and other AI agents.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/profile.json","installJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/install.json","trustJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=mcpservers-chromadb-mcp-server"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/profile.json","scoreJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/score.json","evidenceJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/evidence.json","trustJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/trial.json","installJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=mcpservers-chromadb-mcp-server"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["mcpservers-chromadb-mcp-server"],"htmlUrl":"https://agentstaffer.com/compare?ids=mcpservers-chromadb-mcp-server","jsonUrl":"https://agentstaffer.com/compare.json?ids=mcpservers-chromadb-mcp-server"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server","canonicalProfile":"https://agentstaffer.com/agents/mcpservers-chromadb-mcp-server","typedProfile":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server","profileJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/profile.json","scoreJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/score.json","evidenceJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/evidence.json","trustJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/trial.json","historyJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/history.json","installJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/install.json","similarJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/similar.json","summaryMarkdown":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/summary.md","dossierMarkdown":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/mcpservers-chromadb-mcp-server/visibility-report.json","mcpJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/mcpservers-chromadb-mcp-server/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=mcpservers-chromadb-mcp-server","compareJson":"https://agentstaffer.com/compare.json?ids=mcpservers-chromadb-mcp-server","source":"https://mcpservers.org/servers/vespo92/chromadblocal-mcp-server"}},{"id":"playbooks:skills-proffesor-for-testing-agentic-qe-cicd-pipeline-qe-orchestrator","slug":"playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe","name":"cicd-pipeline-qe-orchestrator skill by proffesor-for-testing/agentic-qe","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/proffesor-for-testing/agentic-qe/cicd-pipeline-qe-orchestrator","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe","canonicalProfileUrl":"https://agentstaffer.com/agents/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe","summary":"This skill orchestrates QE across CI/CD phases, selecting agents, configuring gates, and adapting strategies to balance risk and quality.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package"],"tags":["skills","cicd-pipeline-qe-orchestrator skill","overview","how this skill works","when to use it","best practices","example use cases","faq"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-09T16:09:04.589Z","relevanceScore":144,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"This skill orchestrates QE across CI/CD phases, selecting agents, configuring gates, and adapting strategies to balance risk and quality.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/install.json","trustJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe"],"htmlUrl":"https://agentstaffer.com/compare?ids=playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe","jsonUrl":"https://agentstaffer.com/compare.json?ids=playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe","canonicalProfile":"https://agentstaffer.com/agents/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe","typedProfile":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe","profileJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/trial.json","historyJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/history.json","installJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/install.json","similarJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe","source":"https://playbooks.com/skills/proffesor-for-testing/agentic-qe/cicd-pipeline-qe-orchestrator"}},{"id":"mcpregistry:servers-io-github-nttylock-2fcitedy-seo-agent","slug":"mcpregistry-citedy-seo-agent","name":"Citedy SEO Agent","type":"tool","source":"mcpregistry","sourceUrl":"https://registry.modelcontextprotocol.io/servers/io.github.nttylock%2Fcitedy-seo-agent","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/mcpregistry-citedy-seo-agent/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/mcpregistry-citedy-seo-agent/visibility-report.json"},"profileUrl":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent","canonicalProfileUrl":"https://agentstaffer.com/agents/mcpregistry-citedy-seo-agent","summary":"AI marketing: SEO articles, trend scouting, competitor analysis, social media, lead magnets","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["MCP integration","Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction"],"tags":["servers","citedy","mcp","server","official-registry","github","streamable-http","http"],"protocolSupport":["mcp","http","sdk"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-03-03T01:33:45.199029Z","relevanceScore":132,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"AI marketing: SEO articles, trend scouting, competitor analysis, social media, lead magnets","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/profile.json","installJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/install.json","trustJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=mcpregistry-citedy-seo-agent"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/profile.json","scoreJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/score.json","evidenceJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/evidence.json","trustJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/trial.json","installJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=mcpregistry-citedy-seo-agent"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["mcpregistry-citedy-seo-agent"],"htmlUrl":"https://agentstaffer.com/compare?ids=mcpregistry-citedy-seo-agent","jsonUrl":"https://agentstaffer.com/compare.json?ids=mcpregistry-citedy-seo-agent"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent","canonicalProfile":"https://agentstaffer.com/agents/mcpregistry-citedy-seo-agent","typedProfile":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent","profileJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/profile.json","scoreJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/score.json","evidenceJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/evidence.json","trustJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/trial.json","historyJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/history.json","installJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/install.json","similarJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/similar.json","summaryMarkdown":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/summary.md","dossierMarkdown":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/mcpregistry-citedy-seo-agent/visibility-report.json","mcpJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/mcpregistry-citedy-seo-agent/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=mcpregistry-citedy-seo-agent","compareJson":"https://agentstaffer.com/compare.json?ids=mcpregistry-citedy-seo-agent","source":"https://registry.modelcontextprotocol.io/servers/io.github.nttylock%2Fcitedy-seo-agent"}},{"id":"playbooks:skills-openclaw-skills-citrineos-assistant","slug":"playbooks-citrineos-assistant-skill-by-openclaw-skills","name":"citrineos-assistant skill by openclaw/skills","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/citrineos-assistant","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/playbooks-citrineos-assistant-skill-by-openclaw-skills/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-citrineos-assistant-skill-by-openclaw-skills/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills","canonicalProfileUrl":"https://agentstaffer.com/agents/playbooks-citrineos-assistant-skill-by-openclaw-skills","summary":"This skill guides you to install, configure, and manage CitrineOS for EV charging, using Docker, cloud hosting, and API operations.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","MCP integration","Chat interface","Reusable skill package"],"tags":["skills","citrineos-assistant skill","overview","how this skill works","when to use it","best practices","example use cases","faq"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-09T15:46:55.175Z","relevanceScore":136,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"This skill guides you to install, configure, and manage CitrineOS for EV charging, using Docker, cloud hosting, and API operations.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Builders comparing multi-agent orchestration patterns"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/install.json","trustJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-citrineos-assistant-skill-by-openclaw-skills"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-citrineos-assistant-skill-by-openclaw-skills"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["playbooks-citrineos-assistant-skill-by-openclaw-skills"],"htmlUrl":"https://agentstaffer.com/compare?ids=playbooks-citrineos-assistant-skill-by-openclaw-skills","jsonUrl":"https://agentstaffer.com/compare.json?ids=playbooks-citrineos-assistant-skill-by-openclaw-skills"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills","canonicalProfile":"https://agentstaffer.com/agents/playbooks-citrineos-assistant-skill-by-openclaw-skills","typedProfile":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills","profileJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/trial.json","historyJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/history.json","installJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/install.json","similarJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-citrineos-assistant-skill-by-openclaw-skills/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/playbooks-citrineos-assistant-skill-by-openclaw-skills/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=playbooks-citrineos-assistant-skill-by-openclaw-skills","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-citrineos-assistant-skill-by-openclaw-skills","source":"https://playbooks.com/skills/openclaw/skills/citrineos-assistant"}},{"id":"playbooks:skills-openclaw-skills-clankedin","slug":"playbooks-clankedin-skill-by-openclaw-skills","name":"clankedin skill by openclaw/skills","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/clankedin","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/playbooks-clankedin-skill-by-openclaw-skills/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-clankedin-skill-by-openclaw-skills/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills","canonicalProfileUrl":"https://agentstaffer.com/agents/playbooks-clankedin-skill-by-openclaw-skills","summary":"This skill helps you integrate with the ClankedIn API to register agents, post updates, and manage jobs and skills.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package"],"tags":["skills","clankedin skill","overview","how this skill works","when to use it","best practices","example use cases","faq"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-09T15:46:50.232Z","relevanceScore":136,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"This skill helps you integrate with the ClankedIn API to register agents, post updates, and manage jobs and skills.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/install.json","trustJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-clankedin-skill-by-openclaw-skills"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-clankedin-skill-by-openclaw-skills"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["playbooks-clankedin-skill-by-openclaw-skills"],"htmlUrl":"https://agentstaffer.com/compare?ids=playbooks-clankedin-skill-by-openclaw-skills","jsonUrl":"https://agentstaffer.com/compare.json?ids=playbooks-clankedin-skill-by-openclaw-skills"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills","canonicalProfile":"https://agentstaffer.com/agents/playbooks-clankedin-skill-by-openclaw-skills","typedProfile":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills","profileJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/trial.json","historyJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/history.json","installJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/install.json","similarJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-clankedin-skill-by-openclaw-skills/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/playbooks-clankedin-skill-by-openclaw-skills/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=playbooks-clankedin-skill-by-openclaw-skills","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-clankedin-skill-by-openclaw-skills","source":"https://playbooks.com/skills/openclaw/skills/clankedin"}}],"agents":[{"id":"explainx:agents-chatarena","slug":"explainx-chatarena","name":"ChatArena","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/chatarena","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/explainx-chatarena/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-chatarena/visibility-report.json"},"profileUrl":"https://agentstaffer.com/mcp/explainx-chatarena","canonicalProfileUrl":"https://agentstaffer.com/agents/explainx-chatarena","summary":"ChatArena is an AI agent in the DIY/Build Your Own category.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["agents","diy/build your own","ai agent","ai agents directory","explainx.ai","autonomous agents","chatarena","chatarena ▌"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-08T20:09:55.136Z","relevanceScore":132,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"ChatArena is an AI agent in the DIY/Build Your Own category.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/mcp/explainx-chatarena/profile.json","installJson":"https://agentstaffer.com/mcp/explainx-chatarena/install.json","trustJson":"https://agentstaffer.com/mcp/explainx-chatarena/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chatarena/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatarena"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/mcp/explainx-chatarena/profile.json","scoreJson":"https://agentstaffer.com/mcp/explainx-chatarena/score.json","evidenceJson":"https://agentstaffer.com/mcp/explainx-chatarena/evidence.json","trustJson":"https://agentstaffer.com/mcp/explainx-chatarena/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chatarena/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-chatarena/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatarena"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["explainx-chatarena"],"htmlUrl":"https://agentstaffer.com/compare?ids=explainx-chatarena","jsonUrl":"https://agentstaffer.com/compare.json?ids=explainx-chatarena"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/mcp/explainx-chatarena","canonicalProfile":"https://agentstaffer.com/agents/explainx-chatarena","typedProfile":"https://agentstaffer.com/mcp/explainx-chatarena","profileJson":"https://agentstaffer.com/mcp/explainx-chatarena/profile.json","scoreJson":"https://agentstaffer.com/mcp/explainx-chatarena/score.json","evidenceJson":"https://agentstaffer.com/mcp/explainx-chatarena/evidence.json","trustJson":"https://agentstaffer.com/mcp/explainx-chatarena/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chatarena/trial.json","historyJson":"https://agentstaffer.com/mcp/explainx-chatarena/history.json","installJson":"https://agentstaffer.com/mcp/explainx-chatarena/install.json","similarJson":"https://agentstaffer.com/mcp/explainx-chatarena/similar.json","summaryMarkdown":"https://agentstaffer.com/mcp/explainx-chatarena/summary.md","dossierMarkdown":"https://agentstaffer.com/mcp/explainx-chatarena/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-chatarena/visibility-report.json","mcpJson":"https://agentstaffer.com/mcp/explainx-chatarena/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/explainx-chatarena/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=explainx-chatarena","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatarena","source":"https://explainx.ai/agents/chatarena"}},{"id":"explainx:agents-chatdev","slug":"explainx-chatdev","name":"ChatDev","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/chatdev","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/explainx-chatdev/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-chatdev/visibility-report.json"},"profileUrl":"https://agentstaffer.com/mcp/explainx-chatdev","canonicalProfileUrl":"https://agentstaffer.com/agents/explainx-chatdev","summary":"ChatDev is an AI agent in the AI Agents Frameworks category.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["agents","ai agents frameworks","ai agent","ai agents directory","explainx.ai","autonomous agents","chatdev","chatdev ▌"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-08T20:06:09.546Z","relevanceScore":132,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"ChatDev is an AI agent in the AI Agents Frameworks category.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/mcp/explainx-chatdev/profile.json","installJson":"https://agentstaffer.com/mcp/explainx-chatdev/install.json","trustJson":"https://agentstaffer.com/mcp/explainx-chatdev/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chatdev/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatdev"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/mcp/explainx-chatdev/profile.json","scoreJson":"https://agentstaffer.com/mcp/explainx-chatdev/score.json","evidenceJson":"https://agentstaffer.com/mcp/explainx-chatdev/evidence.json","trustJson":"https://agentstaffer.com/mcp/explainx-chatdev/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chatdev/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-chatdev/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatdev"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["explainx-chatdev"],"htmlUrl":"https://agentstaffer.com/compare?ids=explainx-chatdev","jsonUrl":"https://agentstaffer.com/compare.json?ids=explainx-chatdev"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/mcp/explainx-chatdev","canonicalProfile":"https://agentstaffer.com/agents/explainx-chatdev","typedProfile":"https://agentstaffer.com/mcp/explainx-chatdev","profileJson":"https://agentstaffer.com/mcp/explainx-chatdev/profile.json","scoreJson":"https://agentstaffer.com/mcp/explainx-chatdev/score.json","evidenceJson":"https://agentstaffer.com/mcp/explainx-chatdev/evidence.json","trustJson":"https://agentstaffer.com/mcp/explainx-chatdev/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chatdev/trial.json","historyJson":"https://agentstaffer.com/mcp/explainx-chatdev/history.json","installJson":"https://agentstaffer.com/mcp/explainx-chatdev/install.json","similarJson":"https://agentstaffer.com/mcp/explainx-chatdev/similar.json","summaryMarkdown":"https://agentstaffer.com/mcp/explainx-chatdev/summary.md","dossierMarkdown":"https://agentstaffer.com/mcp/explainx-chatdev/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-chatdev/visibility-report.json","mcpJson":"https://agentstaffer.com/mcp/explainx-chatdev/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/explainx-chatdev/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=explainx-chatdev","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatdev","source":"https://explainx.ai/agents/chatdev"}},{"id":"aiagentsdirectory:agent-chatdev","slug":"aiagentsdirectory-chatdev","name":"ChatDev","type":"agent","source":"aiagentsdirectory","sourceUrl":"https://aiagentsdirectory.com/agent/chatdev","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/aiagentsdirectory-chatdev/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/aiagentsdirectory-chatdev/visibility-report.json"},"profileUrl":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev","canonicalProfileUrl":"https://agentstaffer.com/agents/aiagentsdirectory-chatdev","summary":"Virtual software company that operates through various intelligent agents holding different roles","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Multi-agent orchestration","Chat interface","Workflow automation","RAG","Coding assistance","Design assistance"],"tags":["agent","ai agents frameworks","chatdev","chatdev ai","chatdev review","chatdev alternatives","technology","ai tools 2026"],"protocolSupport":["http","mcp","sdk"],"trustLevel":"Needs review","riskTier":{"id":"high","label":"High risk","description":"Source activity appears stale."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2024-07-26T02:51:24.960Z","relevanceScore":132,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"Virtual software company that operates through various intelligent agents holding different roles","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Source activity appears stale."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/profile.json","installJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/install.json","trustJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/trust.json","trialJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=aiagentsdirectory-chatdev"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/profile.json","scoreJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/score.json","evidenceJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/evidence.json","trustJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/trust.json","trialJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/trial.json","installJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=aiagentsdirectory-chatdev"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["aiagentsdirectory-chatdev"],"htmlUrl":"https://agentstaffer.com/compare?ids=aiagentsdirectory-chatdev","jsonUrl":"https://agentstaffer.com/compare.json?ids=aiagentsdirectory-chatdev"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev","canonicalProfile":"https://agentstaffer.com/agents/aiagentsdirectory-chatdev","typedProfile":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev","profileJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/profile.json","scoreJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/score.json","evidenceJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/evidence.json","trustJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/trust.json","trialJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/trial.json","historyJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/history.json","installJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/install.json","similarJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/similar.json","summaryMarkdown":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/summary.md","dossierMarkdown":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/aiagentsdirectory-chatdev/visibility-report.json","mcpJson":"https://agentstaffer.com/mcp/aiagentsdirectory-chatdev/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/aiagentsdirectory-chatdev/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=aiagentsdirectory-chatdev","compareJson":"https://agentstaffer.com/compare.json?ids=aiagentsdirectory-chatdev","source":"https://aiagentsdirectory.com/agent/chatdev"}},{"id":"explainx:agents-chatgpt","slug":"explainx-chatgpt","name":"ChatGPT","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/chatgpt","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/explainx-chatgpt/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-chatgpt/visibility-report.json"},"profileUrl":"https://agentstaffer.com/mcp/explainx-chatgpt","canonicalProfileUrl":"https://agentstaffer.com/agents/explainx-chatgpt","summary":"ChatGPT is an AI agent in the Personal Assistant category.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["agents","personal assistant","ai agent","ai agents directory","explainx.ai","autonomous agents","chatgpt","chatgpt ▌"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-08T20:11:24.718Z","relevanceScore":140,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"ChatGPT is an AI agent in the Personal Assistant category.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/mcp/explainx-chatgpt/profile.json","installJson":"https://agentstaffer.com/mcp/explainx-chatgpt/install.json","trustJson":"https://agentstaffer.com/mcp/explainx-chatgpt/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chatgpt/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatgpt"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/mcp/explainx-chatgpt/profile.json","scoreJson":"https://agentstaffer.com/mcp/explainx-chatgpt/score.json","evidenceJson":"https://agentstaffer.com/mcp/explainx-chatgpt/evidence.json","trustJson":"https://agentstaffer.com/mcp/explainx-chatgpt/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chatgpt/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-chatgpt/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatgpt"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["explainx-chatgpt"],"htmlUrl":"https://agentstaffer.com/compare?ids=explainx-chatgpt","jsonUrl":"https://agentstaffer.com/compare.json?ids=explainx-chatgpt"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/mcp/explainx-chatgpt","canonicalProfile":"https://agentstaffer.com/agents/explainx-chatgpt","typedProfile":"https://agentstaffer.com/mcp/explainx-chatgpt","profileJson":"https://agentstaffer.com/mcp/explainx-chatgpt/profile.json","scoreJson":"https://agentstaffer.com/mcp/explainx-chatgpt/score.json","evidenceJson":"https://agentstaffer.com/mcp/explainx-chatgpt/evidence.json","trustJson":"https://agentstaffer.com/mcp/explainx-chatgpt/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chatgpt/trial.json","historyJson":"https://agentstaffer.com/mcp/explainx-chatgpt/history.json","installJson":"https://agentstaffer.com/mcp/explainx-chatgpt/install.json","similarJson":"https://agentstaffer.com/mcp/explainx-chatgpt/similar.json","summaryMarkdown":"https://agentstaffer.com/mcp/explainx-chatgpt/summary.md","dossierMarkdown":"https://agentstaffer.com/mcp/explainx-chatgpt/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-chatgpt/visibility-report.json","mcpJson":"https://agentstaffer.com/mcp/explainx-chatgpt/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/explainx-chatgpt/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=explainx-chatgpt","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatgpt","source":"https://explainx.ai/agents/chatgpt"}},{"id":"explainx:agents-chathelp-ai","slug":"explainx-chathelp-ai","name":"ChatHelp.ai","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/chathelp-ai","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/explainx-chathelp-ai/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-chathelp-ai/visibility-report.json"},"profileUrl":"https://agentstaffer.com/mcp/explainx-chathelp-ai","canonicalProfileUrl":"https://agentstaffer.com/agents/explainx-chathelp-ai","summary":"AI-powered Business, Work, Study Assistant, 100+ AI Tools & Website Chat Widget","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["agents","business intelligence","ai agent","ai agents directory","explainx.ai","autonomous agents","chathelp.ai","chathelp.ai ▌"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-08T20:07:35.257Z","relevanceScore":140,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"AI-powered Business, Work, Study Assistant, 100+ AI Tools & Website Chat Widget","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/profile.json","installJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/install.json","trustJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chathelp-ai"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/profile.json","scoreJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/score.json","evidenceJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/evidence.json","trustJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chathelp-ai"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["explainx-chathelp-ai"],"htmlUrl":"https://agentstaffer.com/compare?ids=explainx-chathelp-ai","jsonUrl":"https://agentstaffer.com/compare.json?ids=explainx-chathelp-ai"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/mcp/explainx-chathelp-ai","canonicalProfile":"https://agentstaffer.com/agents/explainx-chathelp-ai","typedProfile":"https://agentstaffer.com/mcp/explainx-chathelp-ai","profileJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/profile.json","scoreJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/score.json","evidenceJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/evidence.json","trustJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/trial.json","historyJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/history.json","installJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/install.json","similarJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/similar.json","summaryMarkdown":"https://agentstaffer.com/mcp/explainx-chathelp-ai/summary.md","dossierMarkdown":"https://agentstaffer.com/mcp/explainx-chathelp-ai/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-chathelp-ai/visibility-report.json","mcpJson":"https://agentstaffer.com/mcp/explainx-chathelp-ai/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/explainx-chathelp-ai/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=explainx-chathelp-ai","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chathelp-ai","source":"https://explainx.ai/agents/chathelp-ai"}},{"id":"mcpservers:servers-cafferychen777-chatspatial","slug":"mcpservers-chatspatial-mcp-server","name":"ChatSpatial MCP Server","type":"tool","source":"mcpservers","sourceUrl":"https://mcpservers.org/servers/cafferychen777/chatspatial","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/mcpservers-chatspatial-mcp-server/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/mcpservers-chatspatial-mcp-server/visibility-report.json"},"profileUrl":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server","canonicalProfileUrl":"https://agentstaffer.com/agents/mcpservers-chatspatial-mcp-server","summary":"MCP server for spatial transcriptomics analysis with 60+ integrated methods Browse ChatSpatial MCP Server for Claude, Cursor, VS Code, and other AI agents.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package"],"tags":["servers","cafferychen777","mcp","server","chatspatial mcp server","documentation","chatspatial","start here"],"protocolSupport":["mcp","cli","sdk"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-15T15:22:04.293Z","relevanceScore":132,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"MCP server for spatial transcriptomics analysis with 60+ integrated methods Browse ChatSpatial MCP Server for Claude, Cursor, VS Code, and other AI agents.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/profile.json","installJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/install.json","trustJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=mcpservers-chatspatial-mcp-server"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/profile.json","scoreJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/score.json","evidenceJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/evidence.json","trustJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/trial.json","installJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=mcpservers-chatspatial-mcp-server"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["mcpservers-chatspatial-mcp-server"],"htmlUrl":"https://agentstaffer.com/compare?ids=mcpservers-chatspatial-mcp-server","jsonUrl":"https://agentstaffer.com/compare.json?ids=mcpservers-chatspatial-mcp-server"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server","canonicalProfile":"https://agentstaffer.com/agents/mcpservers-chatspatial-mcp-server","typedProfile":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server","profileJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/profile.json","scoreJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/score.json","evidenceJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/evidence.json","trustJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/trial.json","historyJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/history.json","installJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/install.json","similarJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/similar.json","summaryMarkdown":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/summary.md","dossierMarkdown":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/mcpservers-chatspatial-mcp-server/visibility-report.json","mcpJson":"https://agentstaffer.com/mcp/mcpservers-chatspatial-mcp-server/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/mcpservers-chatspatial-mcp-server/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=mcpservers-chatspatial-mcp-server","compareJson":"https://agentstaffer.com/compare.json?ids=mcpservers-chatspatial-mcp-server","source":"https://mcpservers.org/servers/cafferychen777/chatspatial"}},{"id":"playbooks:skills-nekuda-ai-checkout-directory-checkout-directory","slug":"playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory","name":"checkout-directory skill by nekuda-ai/checkout-directory","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/nekuda-ai/checkout-directory/checkout-directory","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory","canonicalProfileUrl":"https://agentstaffer.com/agents/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory","summary":"This skill helps you discover and evaluate merchants supporting agentic checkout protocols, enabling category-based searches and programmatic checkout","roleFamily":"Workflow Automation","roleFamilies":["Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration","Research & Knowledge"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","MCP integration","Reusable skill package","Design assistance"],"tags":["skills","checkout-directory skill","overview","how this skill works","when to use it","best practices","example use cases","faq"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-09T15:41:23.415Z","relevanceScore":136,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"This skill helps you discover and evaluate merchants supporting agentic checkout protocols, enabling category-based searches and programmatic checkout","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Builders comparing multi-agent orchestration patterns"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/install.json","trustJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory"],"htmlUrl":"https://agentstaffer.com/compare?ids=playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory","jsonUrl":"https://agentstaffer.com/compare.json?ids=playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory","canonicalProfile":"https://agentstaffer.com/agents/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory","typedProfile":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory","profileJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/trial.json","historyJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/history.json","installJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/install.json","similarJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-checkout-directory-skill-by-nekuda-ai-checkout-directory","source":"https://playbooks.com/skills/nekuda-ai/checkout-directory/checkout-directory"}},{"id":"mcpservers:servers-vespo92-chromadblocal-mcp-server","slug":"mcpservers-chromadb-mcp-server","name":"ChromaDB MCP Server","type":"tool","source":"mcpservers","sourceUrl":"https://mcpservers.org/servers/vespo92/chromadblocal-mcp-server","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/mcpservers-chromadb-mcp-server/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/mcpservers-chromadb-mcp-server/visibility-report.json"},"profileUrl":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server","canonicalProfileUrl":"https://agentstaffer.com/agents/mcpservers-chromadb-mcp-server","summary":"Provides AI assistants with persistent memory using ChromaDB vector storage. Browse ChromaDB MCP Server for Claude, Cursor, VS Code, and other AI agents.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["servers","vespo92","mcp","server","chromadb mcp server","documentation","chromadb mcp server 🧠","✨ features"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-15T15:21:54.468Z","relevanceScore":132,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"Provides AI assistants with persistent memory using ChromaDB vector storage. Browse ChromaDB MCP Server for Claude, Cursor, VS Code, and other AI agents.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/profile.json","installJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/install.json","trustJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=mcpservers-chromadb-mcp-server"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/profile.json","scoreJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/score.json","evidenceJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/evidence.json","trustJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/trial.json","installJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=mcpservers-chromadb-mcp-server"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["mcpservers-chromadb-mcp-server"],"htmlUrl":"https://agentstaffer.com/compare?ids=mcpservers-chromadb-mcp-server","jsonUrl":"https://agentstaffer.com/compare.json?ids=mcpservers-chromadb-mcp-server"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server","canonicalProfile":"https://agentstaffer.com/agents/mcpservers-chromadb-mcp-server","typedProfile":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server","profileJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/profile.json","scoreJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/score.json","evidenceJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/evidence.json","trustJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/trial.json","historyJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/history.json","installJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/install.json","similarJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/similar.json","summaryMarkdown":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/summary.md","dossierMarkdown":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/mcpservers-chromadb-mcp-server/visibility-report.json","mcpJson":"https://agentstaffer.com/mcp/mcpservers-chromadb-mcp-server/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/mcpservers-chromadb-mcp-server/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=mcpservers-chromadb-mcp-server","compareJson":"https://agentstaffer.com/compare.json?ids=mcpservers-chromadb-mcp-server","source":"https://mcpservers.org/servers/vespo92/chromadblocal-mcp-server"}},{"id":"playbooks:skills-proffesor-for-testing-agentic-qe-cicd-pipeline-qe-orchestrator","slug":"playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe","name":"cicd-pipeline-qe-orchestrator skill by proffesor-for-testing/agentic-qe","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/proffesor-for-testing/agentic-qe/cicd-pipeline-qe-orchestrator","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe","canonicalProfileUrl":"https://agentstaffer.com/agents/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe","summary":"This skill orchestrates QE across CI/CD phases, selecting agents, configuring gates, and adapting strategies to balance risk and quality.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package"],"tags":["skills","cicd-pipeline-qe-orchestrator skill","overview","how this skill works","when to use it","best practices","example use cases","faq"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-09T16:09:04.589Z","relevanceScore":144,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"This skill orchestrates QE across CI/CD phases, selecting agents, configuring gates, and adapting strategies to balance risk and quality.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/install.json","trustJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe"],"htmlUrl":"https://agentstaffer.com/compare?ids=playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe","jsonUrl":"https://agentstaffer.com/compare.json?ids=playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe","canonicalProfile":"https://agentstaffer.com/agents/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe","typedProfile":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe","profileJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/trial.json","historyJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/history.json","installJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/install.json","similarJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-cicd-pipeline-qe-orchestrator-skill-by-proffesor-for-testing-agentic-qe","source":"https://playbooks.com/skills/proffesor-for-testing/agentic-qe/cicd-pipeline-qe-orchestrator"}},{"id":"mcpregistry:servers-io-github-nttylock-2fcitedy-seo-agent","slug":"mcpregistry-citedy-seo-agent","name":"Citedy SEO Agent","type":"tool","source":"mcpregistry","sourceUrl":"https://registry.modelcontextprotocol.io/servers/io.github.nttylock%2Fcitedy-seo-agent","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/mcpregistry-citedy-seo-agent/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/mcpregistry-citedy-seo-agent/visibility-report.json"},"profileUrl":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent","canonicalProfileUrl":"https://agentstaffer.com/agents/mcpregistry-citedy-seo-agent","summary":"AI marketing: SEO articles, trend scouting, competitor analysis, social media, lead magnets","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["MCP integration","Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction"],"tags":["servers","citedy","mcp","server","official-registry","github","streamable-http","http"],"protocolSupport":["mcp","http","sdk"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-03-03T01:33:45.199029Z","relevanceScore":132,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"AI marketing: SEO articles, trend scouting, competitor analysis, social media, lead magnets","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/profile.json","installJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/install.json","trustJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=mcpregistry-citedy-seo-agent"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/profile.json","scoreJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/score.json","evidenceJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/evidence.json","trustJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/trial.json","installJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=mcpregistry-citedy-seo-agent"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["mcpregistry-citedy-seo-agent"],"htmlUrl":"https://agentstaffer.com/compare?ids=mcpregistry-citedy-seo-agent","jsonUrl":"https://agentstaffer.com/compare.json?ids=mcpregistry-citedy-seo-agent"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent","canonicalProfile":"https://agentstaffer.com/agents/mcpregistry-citedy-seo-agent","typedProfile":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent","profileJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/profile.json","scoreJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/score.json","evidenceJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/evidence.json","trustJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/trial.json","historyJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/history.json","installJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/install.json","similarJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/similar.json","summaryMarkdown":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/summary.md","dossierMarkdown":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/mcpregistry-citedy-seo-agent/visibility-report.json","mcpJson":"https://agentstaffer.com/mcp/mcpregistry-citedy-seo-agent/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/mcpregistry-citedy-seo-agent/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=mcpregistry-citedy-seo-agent","compareJson":"https://agentstaffer.com/compare.json?ids=mcpregistry-citedy-seo-agent","source":"https://registry.modelcontextprotocol.io/servers/io.github.nttylock%2Fcitedy-seo-agent"}},{"id":"playbooks:skills-openclaw-skills-citrineos-assistant","slug":"playbooks-citrineos-assistant-skill-by-openclaw-skills","name":"citrineos-assistant skill by openclaw/skills","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/citrineos-assistant","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/playbooks-citrineos-assistant-skill-by-openclaw-skills/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-citrineos-assistant-skill-by-openclaw-skills/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills","canonicalProfileUrl":"https://agentstaffer.com/agents/playbooks-citrineos-assistant-skill-by-openclaw-skills","summary":"This skill guides you to install, configure, and manage CitrineOS for EV charging, using Docker, cloud hosting, and API operations.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","MCP integration","Chat interface","Reusable skill package"],"tags":["skills","citrineos-assistant skill","overview","how this skill works","when to use it","best practices","example use cases","faq"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-09T15:46:55.175Z","relevanceScore":136,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"This skill guides you to install, configure, and manage CitrineOS for EV charging, using Docker, cloud hosting, and API operations.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Builders comparing multi-agent orchestration patterns"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/install.json","trustJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-citrineos-assistant-skill-by-openclaw-skills"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-citrineos-assistant-skill-by-openclaw-skills"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["playbooks-citrineos-assistant-skill-by-openclaw-skills"],"htmlUrl":"https://agentstaffer.com/compare?ids=playbooks-citrineos-assistant-skill-by-openclaw-skills","jsonUrl":"https://agentstaffer.com/compare.json?ids=playbooks-citrineos-assistant-skill-by-openclaw-skills"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills","canonicalProfile":"https://agentstaffer.com/agents/playbooks-citrineos-assistant-skill-by-openclaw-skills","typedProfile":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills","profileJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/trial.json","historyJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/history.json","installJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/install.json","similarJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-citrineos-assistant-skill-by-openclaw-skills/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/playbooks-citrineos-assistant-skill-by-openclaw-skills/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/playbooks-citrineos-assistant-skill-by-openclaw-skills/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=playbooks-citrineos-assistant-skill-by-openclaw-skills","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-citrineos-assistant-skill-by-openclaw-skills","source":"https://playbooks.com/skills/openclaw/skills/citrineos-assistant"}},{"id":"playbooks:skills-openclaw-skills-clankedin","slug":"playbooks-clankedin-skill-by-openclaw-skills","name":"clankedin skill by openclaw/skills","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/clankedin","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/playbooks-clankedin-skill-by-openclaw-skills/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-clankedin-skill-by-openclaw-skills/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills","canonicalProfileUrl":"https://agentstaffer.com/agents/playbooks-clankedin-skill-by-openclaw-skills","summary":"This skill helps you integrate with the ClankedIn API to register agents, post updates, and manage jobs and skills.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package"],"tags":["skills","clankedin skill","overview","how this skill works","when to use it","best practices","example use cases","faq"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-09T15:46:50.232Z","relevanceScore":136,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"This skill helps you integrate with the ClankedIn API to register agents, post updates, and manage jobs and skills.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/install.json","trustJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-clankedin-skill-by-openclaw-skills"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-clankedin-skill-by-openclaw-skills"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["playbooks-clankedin-skill-by-openclaw-skills"],"htmlUrl":"https://agentstaffer.com/compare?ids=playbooks-clankedin-skill-by-openclaw-skills","jsonUrl":"https://agentstaffer.com/compare.json?ids=playbooks-clankedin-skill-by-openclaw-skills"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills","canonicalProfile":"https://agentstaffer.com/agents/playbooks-clankedin-skill-by-openclaw-skills","typedProfile":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills","profileJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/trial.json","historyJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/history.json","installJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/install.json","similarJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-clankedin-skill-by-openclaw-skills/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/playbooks-clankedin-skill-by-openclaw-skills/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/playbooks-clankedin-skill-by-openclaw-skills/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=playbooks-clankedin-skill-by-openclaw-skills","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-clankedin-skill-by-openclaw-skills","source":"https://playbooks.com/skills/openclaw/skills/clankedin"}}],"pagination":{"page":232,"pageSize":12,"totalItems":4771,"totalPages":398,"nextPageUrl":"https://agentstaffer.com/role-families/data.json?page=233","prevPageUrl":"https://agentstaffer.com/role-families/data.json?page=231"},"filters":{"q":null,"protocol":null,"trust":null,"install":null,"sort":"relevance"},"availableFilters":{"protocols":[{"value":"mcp","label":"MCP","count":4764},{"value":"cli","label":"CLI","count":4659},{"value":"http","label":"HTTP","count":4608},{"value":"sdk","label":"SDK","count":2094},{"value":"a2a","label":"A2A","count":131}],"trust":[{"value":"needs-review","label":"Needs review","count":4587},{"value":"high-traction","label":"High traction","count":157},{"value":"verified-source","label":"Verified source","count":27}],"install":[{"value":"mcp-ready","label":"MCP ready","count":4764},{"value":"source-guide","label":"Source guide","count":4},{"value":"cli-likely","label":"CLI likely","count":2},{"value":"cli-ready","label":"CLI ready","count":1}]},"sortModes":["relevance","trust","updated","popularity","install_readiness","trial_readiness"],"rankingGuidance":{"best":{"preferredSort":"trust","secondarySort":"trial_readiness","rule":"For broad best-agent questions, prefer trusted candidates that are ready for a sandbox trial or promotion."},"popular":{"preferredSort":"popularity","rule":"For popularity questions, rank by source traction such as stars, downloads, or likes."},"latest":{"preferredSort":"updated","rule":"For latest/newest questions, rank by the newest visible source or index update."},"safeToInstall":{"preferredSort":"install_readiness","exclude":["high-risk listings","rejected listings","manual-review install paths"],"rule":"For safe-install questions, prefer ready MCP or CLI paths and still recommend a sandbox first run."},"uncertainFit":{"preferredSort":"relevance","rule":"When fit is unclear, fetch profile JSON and compare JSON before recommending hire or install."}},"decisionGuide":{"schemaVersion":"agentstaffer.inventory-decision-guide.v1","audience":["human marketplace users","AI agents","search crawlers"],"currentView":{"kind":"agents","sort":"relevance","filters":[{"key":"family","label":"Role family: data"}]},"selectionRule":"Choose by job fit first, then trust evidence, install readiness, risk posture, and trial record. Do not treat popularity alone as proof of suitability.","safeInstallPolicy":"Never recommend a production install from a search result alone. Fetch profile.json and install.json, inspect requirements and risk signals, then run a sandbox trial.","recommendedPath":["For ambiguous candidates, compare the profile dossier against at least two similar listings before shortlisting."],"topCandidates":[{"id":"explainx:agents-chatarena","name":"ChatArena","action":"compare","reason":"Run Trial: Start with a sandbox trial before shortlisting or hiring.","profileJson":"https://agentstaffer.com/agents/explainx-chatarena/profile.json","installJson":"https://agentstaffer.com/agents/explainx-chatarena/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatarena%2Cexplainx-chatdev%2Cexplainx-chatgpt%2Cexplainx-chathelp-ai"},{"id":"explainx:agents-chatdev","name":"ChatDev","action":"compare","reason":"Run Trial: Start with a sandbox trial before shortlisting or hiring.","profileJson":"https://agentstaffer.com/agents/explainx-chatdev/profile.json","installJson":"https://agentstaffer.com/agents/explainx-chatdev/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatdev%2Cexplainx-chatarena%2Cexplainx-chatgpt%2Cexplainx-chathelp-ai"},{"id":"aiagentsdirectory:agent-chatdev","name":"ChatDev","action":"compare","reason":"Run Trial: Start with a sandbox trial before shortlisting or hiring.","profileJson":"https://agentstaffer.com/agents/aiagentsdirectory-chatdev/profile.json","installJson":"https://agentstaffer.com/agents/aiagentsdirectory-chatdev/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=aiagentsdirectory-chatdev%2Cmcpregistry-citedy-seo-agent%2Cexplainx-chatarena%2Cexplainx-chatdev"},{"id":"explainx:agents-chatgpt","name":"ChatGPT","action":"compare","reason":"Run Trial: Start with a sandbox trial before shortlisting or hiring.","profileJson":"https://agentstaffer.com/agents/explainx-chatgpt/profile.json","installJson":"https://agentstaffer.com/agents/explainx-chatgpt/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-chatgpt%2Cexplainx-chatarena%2Cexplainx-chatdev%2Cexplainx-chathelp-ai"}],"nextQueries":[{"label":"Safest install-ready candidates","jsonUrl":"https://agentstaffer.com/agents.json?family=data&sort=install_readiness","htmlUrl":"https://agentstaffer.com/explore?family=data&sort=install_readiness"},{"label":"Best trial-ready candidates","jsonUrl":"https://agentstaffer.com/agents.json?family=data&sort=trial_readiness","htmlUrl":"https://agentstaffer.com/explore?family=data&sort=trial_readiness"},{"label":"Highest trust candidates","jsonUrl":"https://agentstaffer.com/agents.json?family=data&sort=trust","htmlUrl":"https://agentstaffer.com/explore?family=data&sort=trust"}]},"stats":{"sourceBreakdown":[{"label":"playbooks","count":3544},{"label":"explainx","count":820},{"label":"mcpservers","count":211},{"label":"github","count":37},{"label":"remoteopenclaw","count":28},{"label":"enterprisedna","count":23}],"typeBreakdown":[{"label":"skill","count":3708},{"label":"agent","count":747},{"label":"tool","count":198},{"label":"workflow","count":99},{"label":"model","count":14},{"label":"framework","count":5}],"protocolBreakdown":[{"label":"MCP","count":4764},{"label":"CLI","count":4659},{"label":"HTTP","count":4608},{"label":"SDK","count":2094},{"label":"A2A","count":131}],"trustedCount":184,"installReadyCount":4771,"trialReadyCount":4771},"retrievalHints":["Use occupational role families when a user describes a team job rather than a technical protocol.","Use decisionGuide.topCandidates for the safest next action within this role family.","Use data[].agentSummary and data[].hiringLifecycle before recommending install or hire.","Fetch data[].urls.profileJson and data[].urls.installJson for profile dossiers and install manifests.","Preserve q, protocol, trust, install, sort, page, and pageSize query parameters when paginating.","Fetch the full profile package before action: profile.json, score.json, evidence.json, trust.json, trial.json, install.json, history.json, similar.json, dossier.md."],"discovery":{"roleFamilies":"https://agentstaffer.com/role-families","roleFamiliesJson":"https://agentstaffer.com/role-families.json","technicalRoles":"https://agentstaffer.com/roles","technicalRolesJson":"https://agentstaffer.com/roles.json","resources":"https://agentstaffer.com/resources.json","retrieval":"https://agentstaffer.com/retrieval.json","agentIndex":"https://agentstaffer.com/agents.json?family=data&page=232","explore":"https://agentstaffer.com/explore?family=data&page=232","sitemap":"https://agentstaffer.com/sitemap.xml","jobMatcher":"https://agentstaffer.com/job-matcher.json","llmsTxt":"https://agentstaffer.com/llms.txt","openApi":"https://agentstaffer.com/openapi.json"}}