{"schemaVersion":"agentstaffer.function-category-lite.v1","generatedAt":"2026-10-31T08:28:56.520Z","canonicalUrl":"https://agentstaffer.com/roles/research-knowledge.json?page=262","htmlUrl":"https://agentstaffer.com/roles/research-knowledge?page=262","surfaceContract":{"surface":"technical-categories","primaryQuestion":"Which technical function should the agent perform?","primaryAction":"Filter candidates by capability, protocol, trust, install readiness, and trial status.","useFor":["capability-specific discovery","protocol-aware filtering","category candidate inventory","crawler-friendly technical taxonomy"],"doNotUseFor":["plain-language department planning","treating category membership as hire approval","skipping profile, trust, install, and trial evidence"],"nextResources":["/roles.json","/agents.json","/trials.json","/role-families.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-category.json","href":"/roles/research-knowledge.json?page=262","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 category JSON for paginated candidates, then fetch the full profile package for every finalist before install, hire, promotion, credential access, or production use."},"legacyUrls":{"htmlUrl":"https://agentstaffer.com/agent-categories/research-knowledge","jsonUrl":"https://agentstaffer.com/agent-categories/research-knowledge.json"},"category":{"id":"research-knowledge","label":"Research & Knowledge","description":"Agents for research, retrieval, memory, knowledge bases, RAG, GraphRAG, and long-context synthesis.","count":4677,"filteredCount":4677,"workScenarios":["Collect and synthesize source-backed research.","Build reusable knowledge assets.","Preserve citations and assumptions for review."],"relatedRoleFamilies":[{"id":"research","label":"Research","description":"Search, retrieve, synthesize, and preserve knowledge with traceable sources.","htmlUrl":"https://agentstaffer.com/role-families/research","jsonUrl":"https://agentstaffer.com/role-families/research.json"},{"id":"data","label":"Data","description":"Connect APIs, databases, warehouses, spreadsheets, analytics, and ETL workflows.","htmlUrl":"https://agentstaffer.com/role-families/data","jsonUrl":"https://agentstaffer.com/role-families/data.json"},{"id":"content","label":"Content","description":"Create, refresh, evaluate, and publish docs, briefs, and reusable knowledge assets.","htmlUrl":"https://agentstaffer.com/role-families/content","jsonUrl":"https://agentstaffer.com/role-families/content.json"}],"recommendedPlaybooks":[{"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.","htmlUrl":"https://agentstaffer.com/playbooks/research-brief-team","jsonUrl":"https://agentstaffer.com/playbooks/research-brief-team.json","launchPacketJsonUrl":"https://agentstaffer.com/playbooks/research-brief-team/launch-packet.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.","htmlUrl":"https://agentstaffer.com/playbooks/docs-refresh-team","jsonUrl":"https://agentstaffer.com/playbooks/docs-refresh-team.json","launchPacketJsonUrl":"https://agentstaffer.com/playbooks/docs-refresh-team/launch-packet.json"}]},"data":[{"id":"explainx:agents-github-ajhous44-cody","slug":"explainx-github-ajhous44-cody","name":"GitHub - ajhous44/cody","summary":"Cody the coding ai assistant","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/github---ajhous44-cody","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-github-ajhous44-cody","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-github-ajhous44-cody/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-github-ajhous44-cody/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-github-ajhous44-cody/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-github-ajhous44-cody/install.json"}},{"id":"explainx:agents-github-pj4533-yourgoal","slug":"explainx-github-pj4533-yourgoal","name":"GitHub - pj4533/yourgoal","summary":"Swift implementation of BabyAGI","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/github---pj4533-yourgoal","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-github-pj4533-yourgoal","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-github-pj4533-yourgoal/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-github-pj4533-yourgoal/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-github-pj4533-yourgoal/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-github-pj4533-yourgoal/install.json"}},{"id":"aiagentsdirectory:agent-github-copilot","slug":"aiagentsdirectory-github-copilot","name":"GitHub Copilot","summary":"AI coding agent that helps developers write code faster and smarter.","type":"agent","source":"aiagentsdirectory","sourceUrl":"https://aiagentsdirectory.com/agent/github-copilot","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["cli","mcp","sdk"],"capabilities":["Coding assistance","Chat interface","Workflow automation","Multi-agent orchestration","RAG","Design assistance","Prompt operations","Web data extraction"],"profileUrl":"https://agentstaffer.com/mcp/aiagentsdirectory-github-copilot","urls":{"profileJson":"https://agentstaffer.com/mcp/aiagentsdirectory-github-copilot/profile.json","trustJson":"https://agentstaffer.com/mcp/aiagentsdirectory-github-copilot/trust.json","trialJson":"https://agentstaffer.com/mcp/aiagentsdirectory-github-copilot/trial.json","installJson":"https://agentstaffer.com/mcp/aiagentsdirectory-github-copilot/install.json"}},{"id":"playbooks:skills-openclaw-skills-github-research-assistant","slug":"playbooks-github-research-assistant-skill-by-openclaw-skills","name":"github-research-assistant skill by openclaw/skills","summary":"This skill helps you analyze GitHub repositories across basic info, purpose, tech stack, usage, and architecture to reveal actionable insights.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/github-research-assistant","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-github-research-assistant-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-github-research-assistant-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-github-research-assistant-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-github-research-assistant-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-github-research-assistant-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-hoodini-ai-agents-skills-github-trending","slug":"playbooks-github-trending-skill-by-hoodini-ai-agents-skills","name":"github-trending skill by hoodini/ai-agents-skills","summary":"This skill fetches and presents GitHub trending repositories and developers to help you discover popular projects and track trends.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/hoodini/ai-agents-skills/github-trending","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-github-trending-skill-by-hoodini-ai-agents-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-github-trending-skill-by-hoodini-ai-agents-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-github-trending-skill-by-hoodini-ai-agents-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-github-trending-skill-by-hoodini-ai-agents-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-github-trending-skill-by-hoodini-ai-agents-skills/install.json"}},{"id":"explainx:agents-gitlab","slug":"explainx-gitlab","name":"GitLab","summary":"Ship more secure software faster with AI throughout the entire software development lifecycle","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/gitlab","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-gitlab","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-gitlab/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-gitlab/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-gitlab/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-gitlab/install.json"}},{"id":"playbooks:mcp-oregpt-agenticledger-mcp-gitlab","slug":"playbooks-gitlab-mcp-server-oregpt-agenticledger-mcp-gitlab","name":"GitLab MCP Server - oregpt/agenticledger_mcp_gitlab","summary":"Provides GitLab integration for AI agents to monitor docs, read code, and manage issues/MRs across repositories.","type":"tool","source":"playbooks","sourceUrl":"https://playbooks.com/mcp/oregpt/agenticledger_mcp_gitlab","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/playbooks-gitlab-mcp-server-oregpt-agenticledger-mcp-gitlab","urls":{"profileJson":"https://agentstaffer.com/mcp/playbooks-gitlab-mcp-server-oregpt-agenticledger-mcp-gitlab/profile.json","trustJson":"https://agentstaffer.com/mcp/playbooks-gitlab-mcp-server-oregpt-agenticledger-mcp-gitlab/trust.json","trialJson":"https://agentstaffer.com/mcp/playbooks-gitlab-mcp-server-oregpt-agenticledger-mcp-gitlab/trial.json","installJson":"https://agentstaffer.com/mcp/playbooks-gitlab-mcp-server-oregpt-agenticledger-mcp-gitlab/install.json"}},{"id":"explainx:agents-gitwit","slug":"explainx-gitwit","name":"GitWit","summary":"Ship React apps in minutes","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/gitwit","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-gitwit","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-gitwit/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-gitwit/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-gitwit/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-gitwit/install.json"}},{"id":"explainx:agents-glean","slug":"explainx-glean","name":"Glean","summary":"The Work AI platform for AI-native enterprises.","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/glean","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-glean","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-glean/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-glean/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-glean/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-glean/install.json"}},{"id":"explainx:agents-globe-ai","slug":"explainx-globe-ai","name":"Globe AI","summary":"Revolutionize your business with our intelligent AI Phone Agent. Automate appointment booking and customer support at a fraction of the cost.","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/globe-ai","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/mcp/explainx-globe-ai","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-globe-ai/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-globe-ai/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-globe-ai/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-globe-ai/install.json"}},{"id":"playbooks:skills-letta-ai-skills-gmail-integration","slug":"playbooks-gmail-integration-skill-by-letta-ai-skills","name":"gmail-integration skill by letta-ai/skills","summary":"This skill connects Letta Code to Gmail via OAuth 2.0 to search, read, draft, and manage emails efficiently.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/letta-ai/skills/gmail-integration","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-gmail-integration-skill-by-letta-ai-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-gmail-integration-skill-by-letta-ai-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-gmail-integration-skill-by-letta-ai-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-gmail-integration-skill-by-letta-ai-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-gmail-integration-skill-by-letta-ai-skills/install.json"}},{"id":"explainx:skills-claude-office-skills-skills-gmail-workflows","slug":"explainx-gmail-workflows","name":"gmail-workflows","summary":"Automate Gmail with intelligent workflows for attachment management, email organization, and Google Drive integration. Based on n8n's 7,800+ workflow templates.","type":"skill","source":"explainx","sourceUrl":"https://explainx.ai/skills/claude-office-skills/skills/gmail-workflows","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/explainx-gmail-workflows","urls":{"profileJson":"https://agentstaffer.com/skills/explainx-gmail-workflows/profile.json","trustJson":"https://agentstaffer.com/skills/explainx-gmail-workflows/trust.json","trialJson":"https://agentstaffer.com/skills/explainx-gmail-workflows/trial.json","installJson":"https://agentstaffer.com/skills/explainx-gmail-workflows/install.json"}}],"agents":[{"id":"explainx:agents-github-ajhous44-cody","slug":"explainx-github-ajhous44-cody","name":"GitHub - ajhous44/cody","summary":"Cody the coding ai assistant","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/github---ajhous44-cody","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-github-ajhous44-cody","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-github-ajhous44-cody/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-github-ajhous44-cody/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-github-ajhous44-cody/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-github-ajhous44-cody/install.json"}},{"id":"explainx:agents-github-pj4533-yourgoal","slug":"explainx-github-pj4533-yourgoal","name":"GitHub - pj4533/yourgoal","summary":"Swift implementation of BabyAGI","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/github---pj4533-yourgoal","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-github-pj4533-yourgoal","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-github-pj4533-yourgoal/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-github-pj4533-yourgoal/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-github-pj4533-yourgoal/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-github-pj4533-yourgoal/install.json"}},{"id":"aiagentsdirectory:agent-github-copilot","slug":"aiagentsdirectory-github-copilot","name":"GitHub Copilot","summary":"AI coding agent that helps developers write code faster and smarter.","type":"agent","source":"aiagentsdirectory","sourceUrl":"https://aiagentsdirectory.com/agent/github-copilot","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["cli","mcp","sdk"],"capabilities":["Coding assistance","Chat interface","Workflow automation","Multi-agent orchestration","RAG","Design assistance","Prompt operations","Web data extraction"],"profileUrl":"https://agentstaffer.com/mcp/aiagentsdirectory-github-copilot","urls":{"profileJson":"https://agentstaffer.com/mcp/aiagentsdirectory-github-copilot/profile.json","trustJson":"https://agentstaffer.com/mcp/aiagentsdirectory-github-copilot/trust.json","trialJson":"https://agentstaffer.com/mcp/aiagentsdirectory-github-copilot/trial.json","installJson":"https://agentstaffer.com/mcp/aiagentsdirectory-github-copilot/install.json"}},{"id":"playbooks:skills-openclaw-skills-github-research-assistant","slug":"playbooks-github-research-assistant-skill-by-openclaw-skills","name":"github-research-assistant skill by openclaw/skills","summary":"This skill helps you analyze GitHub repositories across basic info, purpose, tech stack, usage, and architecture to reveal actionable insights.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/github-research-assistant","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-github-research-assistant-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-github-research-assistant-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-github-research-assistant-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-github-research-assistant-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-github-research-assistant-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-hoodini-ai-agents-skills-github-trending","slug":"playbooks-github-trending-skill-by-hoodini-ai-agents-skills","name":"github-trending skill by hoodini/ai-agents-skills","summary":"This skill fetches and presents GitHub trending repositories and developers to help you discover popular projects and track trends.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/hoodini/ai-agents-skills/github-trending","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-github-trending-skill-by-hoodini-ai-agents-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-github-trending-skill-by-hoodini-ai-agents-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-github-trending-skill-by-hoodini-ai-agents-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-github-trending-skill-by-hoodini-ai-agents-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-github-trending-skill-by-hoodini-ai-agents-skills/install.json"}},{"id":"explainx:agents-gitlab","slug":"explainx-gitlab","name":"GitLab","summary":"Ship more secure software faster with AI throughout the entire software development lifecycle","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/gitlab","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-gitlab","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-gitlab/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-gitlab/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-gitlab/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-gitlab/install.json"}},{"id":"playbooks:mcp-oregpt-agenticledger-mcp-gitlab","slug":"playbooks-gitlab-mcp-server-oregpt-agenticledger-mcp-gitlab","name":"GitLab MCP Server - oregpt/agenticledger_mcp_gitlab","summary":"Provides GitLab integration for AI agents to monitor docs, read code, and manage issues/MRs across repositories.","type":"tool","source":"playbooks","sourceUrl":"https://playbooks.com/mcp/oregpt/agenticledger_mcp_gitlab","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/playbooks-gitlab-mcp-server-oregpt-agenticledger-mcp-gitlab","urls":{"profileJson":"https://agentstaffer.com/mcp/playbooks-gitlab-mcp-server-oregpt-agenticledger-mcp-gitlab/profile.json","trustJson":"https://agentstaffer.com/mcp/playbooks-gitlab-mcp-server-oregpt-agenticledger-mcp-gitlab/trust.json","trialJson":"https://agentstaffer.com/mcp/playbooks-gitlab-mcp-server-oregpt-agenticledger-mcp-gitlab/trial.json","installJson":"https://agentstaffer.com/mcp/playbooks-gitlab-mcp-server-oregpt-agenticledger-mcp-gitlab/install.json"}},{"id":"explainx:agents-gitwit","slug":"explainx-gitwit","name":"GitWit","summary":"Ship React apps in minutes","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/gitwit","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-gitwit","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-gitwit/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-gitwit/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-gitwit/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-gitwit/install.json"}},{"id":"explainx:agents-glean","slug":"explainx-glean","name":"Glean","summary":"The Work AI platform for AI-native enterprises.","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/glean","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-glean","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-glean/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-glean/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-glean/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-glean/install.json"}},{"id":"explainx:agents-globe-ai","slug":"explainx-globe-ai","name":"Globe AI","summary":"Revolutionize your business with our intelligent AI Phone Agent. Automate appointment booking and customer support at a fraction of the cost.","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/globe-ai","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/mcp/explainx-globe-ai","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-globe-ai/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-globe-ai/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-globe-ai/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-globe-ai/install.json"}},{"id":"playbooks:skills-letta-ai-skills-gmail-integration","slug":"playbooks-gmail-integration-skill-by-letta-ai-skills","name":"gmail-integration skill by letta-ai/skills","summary":"This skill connects Letta Code to Gmail via OAuth 2.0 to search, read, draft, and manage emails efficiently.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/letta-ai/skills/gmail-integration","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-gmail-integration-skill-by-letta-ai-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-gmail-integration-skill-by-letta-ai-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-gmail-integration-skill-by-letta-ai-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-gmail-integration-skill-by-letta-ai-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-gmail-integration-skill-by-letta-ai-skills/install.json"}},{"id":"explainx:skills-claude-office-skills-skills-gmail-workflows","slug":"explainx-gmail-workflows","name":"gmail-workflows","summary":"Automate Gmail with intelligent workflows for attachment management, email organization, and Google Drive integration. Based on n8n's 7,800+ workflow templates.","type":"skill","source":"explainx","sourceUrl":"https://explainx.ai/skills/claude-office-skills/skills/gmail-workflows","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/explainx-gmail-workflows","urls":{"profileJson":"https://agentstaffer.com/skills/explainx-gmail-workflows/profile.json","trustJson":"https://agentstaffer.com/skills/explainx-gmail-workflows/trust.json","trialJson":"https://agentstaffer.com/skills/explainx-gmail-workflows/trial.json","installJson":"https://agentstaffer.com/skills/explainx-gmail-workflows/install.json"}}],"pagination":{"page":262,"pageSize":12,"totalItems":4677,"totalPages":390,"nextPageUrl":"https://agentstaffer.com/roles/research-knowledge.json?page=263","prevPageUrl":"https://agentstaffer.com/roles/research-knowledge.json?page=261","nextHtmlUrl":"https://agentstaffer.com/roles/research-knowledge?page=263","prevHtmlUrl":"https://agentstaffer.com/roles/research-knowledge?page=261"},"filters":{"q":null,"protocol":null,"trust":null,"install":null,"sort":"relevance"},"availableFilters":{"protocols":[{"value":"mcp","label":"MCP","count":4670},{"value":"cli","label":"CLI","count":4569},{"value":"http","label":"HTTP","count":4515},{"value":"sdk","label":"SDK","count":2038},{"value":"a2a","label":"A2A","count":119}],"trust":[{"value":"needs-review","label":"Needs review","count":4505},{"value":"high-traction","label":"High traction","count":146},{"value":"verified-source","label":"Verified source","count":26}],"install":[{"value":"mcp-ready","label":"MCP ready","count":4670},{"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."}},"paidPlacementPolicy":{"labeled":true,"categoryExposureEligible":true,"affectsScores":false,"rule":"Active Sponsored listings are presented in a labeled exposure block ahead of the organic evidence order; their underlying scores are unchanged."},"decisionGuide":{"rule":"Choose candidates by fit, install readiness, trust evidence, and a sandbox trial plan; do not recommend production install from this index alone.","topCandidates":[{"id":"explainx:agents-github-ajhous44-cody","name":"GitHub - ajhous44/cody","profileJson":"https://agentstaffer.com/mcp/explainx-github-ajhous44-cody/profile.json","installJson":"https://agentstaffer.com/mcp/explainx-github-ajhous44-cody/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"explainx:agents-github-pj4533-yourgoal","name":"GitHub - pj4533/yourgoal","profileJson":"https://agentstaffer.com/mcp/explainx-github-pj4533-yourgoal/profile.json","installJson":"https://agentstaffer.com/mcp/explainx-github-pj4533-yourgoal/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"aiagentsdirectory:agent-github-copilot","name":"GitHub Copilot","profileJson":"https://agentstaffer.com/mcp/aiagentsdirectory-github-copilot/profile.json","installJson":"https://agentstaffer.com/mcp/aiagentsdirectory-github-copilot/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"playbooks:skills-openclaw-skills-github-research-assistant","name":"github-research-assistant skill by openclaw/skills","profileJson":"https://agentstaffer.com/skills/playbooks-github-research-assistant-skill-by-openclaw-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-github-research-assistant-skill-by-openclaw-skills/install.json","nextAction":"fetch_profile_then_run_trial"}]},"stats":{"sourceBreakdown":[{"label":"playbooks","count":3475},{"label":"explainx","count":814},{"label":"mcpservers","count":203},{"label":"github","count":34},{"label":"remoteopenclaw","count":27},{"label":"enterprisedna","count":23}],"typeBreakdown":[{"label":"skill","count":3623},{"label":"agent","count":747},{"label":"tool","count":197},{"label":"workflow","count":92},{"label":"model","count":13},{"label":"framework","count":5}],"protocolBreakdown":[{"label":"MCP","count":4670},{"label":"CLI","count":4569},{"label":"HTTP","count":4515},{"label":"SDK","count":2038},{"label":"A2A","count":119}]},"retrievalHints":["Use data[].urls.profileJson for the full profile dossier.","Use data[].urls.installJson before attempting local installation.","Preserve q, protocol, trust, install, sort, page, and pageSize query parameters when paginating.","Prefer run_trial for candidates without external proof or community review.","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":{"roleDirectory":"https://agentstaffer.com/roles","roleIndex":"https://agentstaffer.com/roles.json","resources":"https://agentstaffer.com/resources.json","retrieval":"https://agentstaffer.com/retrieval.json","agentIndex":"https://agentstaffer.com/agents.json?role=research-knowledge&page=262","explore":"https://agentstaffer.com/explore?role=research-knowledge&page=262","sitemap":"https://agentstaffer.com/sitemap.xml","llmsTxt":"https://agentstaffer.com/llms.txt","openApi":"https://agentstaffer.com/openapi.json"}}