{"schemaVersion":"agentstaffer.function-category-lite.v1","generatedAt":"2026-10-27T12:36:04.239Z","canonicalUrl":"https://agentstaffer.com/roles/mcp-tool-integration.json?page=211","htmlUrl":"https://agentstaffer.com/roles/mcp-tool-integration?page=211","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/mcp-tool-integration.json?page=211","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/mcp-tool-integration","jsonUrl":"https://agentstaffer.com/agent-categories/mcp-tool-integration.json"},"category":{"id":"mcp-tool-integration","label":"MCP & Tool Integration","description":"MCP servers, tool-use layers, SDK adapters, and integrations that connect agents to external tools.","count":4993,"filteredCount":4993,"workScenarios":["Connect agents to tools, MCP servers, SDKs, or external APIs.","Review install manifests and permissions.","Confirm client compatibility before local setup."],"relatedRoleFamilies":[{"id":"engineering","label":"Engineering","description":"Build, review, ship, and maintain software systems with agent assistance.","htmlUrl":"https://agentstaffer.com/role-families/engineering","jsonUrl":"https://agentstaffer.com/role-families/engineering.json"},{"id":"security","label":"Security","description":"Review risk, permissions, guardrails, compliance, and production readiness.","htmlUrl":"https://agentstaffer.com/role-families/security","jsonUrl":"https://agentstaffer.com/role-families/security.json"}],"recommendedPlaybooks":[{"id":"frontend-launch-team","name":"Frontend Launch Team","outcome":"Ship and validate a public web experience","description":"A hiring bundle for turning a product brief into a polished, tested, review-ready frontend release.","htmlUrl":"https://agentstaffer.com/playbooks/frontend-launch-team","jsonUrl":"https://agentstaffer.com/playbooks/frontend-launch-team.json","launchPacketJsonUrl":"https://agentstaffer.com/playbooks/frontend-launch-team/launch-packet.json"},{"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.","htmlUrl":"https://agentstaffer.com/playbooks/repo-audit-team","jsonUrl":"https://agentstaffer.com/playbooks/repo-audit-team.json","launchPacketJsonUrl":"https://agentstaffer.com/playbooks/repo-audit-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":"playbooks:skills-letta-ai-letta-code-acquiring-skills","slug":"playbooks-acquiring-skills-skill-by-letta-ai-letta-code","name":"acquiring-skills skill by letta-ai/letta-code","summary":"This skill helps you safely discover and install external skills from trusted sources to bootstrap capabilities.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/letta-ai/letta-code/acquiring-skills","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-acquiring-skills-skill-by-letta-ai-letta-code","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-acquiring-skills-skill-by-letta-ai-letta-code/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-acquiring-skills-skill-by-letta-ai-letta-code/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-acquiring-skills-skill-by-letta-ai-letta-code/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-acquiring-skills-skill-by-letta-ai-letta-code/install.json"}},{"id":"mcpregistry:servers-io-github-mingye-lu-2facrawl","slug":"mcpregistry-acrawl","name":"acrawl","summary":"Autonomous web crawler. 17 browser tools + goal-driven run_goal agent. Single binary, stealth.","type":"tool","source":"mcpregistry","sourceUrl":"https://registry.modelcontextprotocol.io/servers/io.github.Mingye-Lu%2Facrawl","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","cli","sdk"],"capabilities":["Web data extraction","MCP integration","Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/mcpregistry-acrawl","urls":{"profileJson":"https://agentstaffer.com/mcp/mcpregistry-acrawl/profile.json","trustJson":"https://agentstaffer.com/mcp/mcpregistry-acrawl/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpregistry-acrawl/trial.json","installJson":"https://agentstaffer.com/mcp/mcpregistry-acrawl/install.json"}},{"id":"playbooks:skills-aiagentskills-skills-action-creator","slug":"playbooks-action-creator-skill-by-aiagentskills-skills","name":"action-creator skill by aiagentskills/skills","summary":"Creates user-specific one-click action templates that execute email operations when clicked in the chat interface. Use when user wants reusable actions for their specific workflows (send payment reminder to ACME Corp, forward bugs to engineering, archive old newsletters from specific sources).","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/aiagentskills/skills/action-creator","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-action-creator-skill-by-aiagentskills-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-action-creator-skill-by-aiagentskills-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-action-creator-skill-by-aiagentskills-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-action-creator-skill-by-aiagentskills-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-action-creator-skill-by-aiagentskills-skills/install.json"}},{"id":"playbooks:skills-openclaw-skills-activated-thinker","slug":"playbooks-activated-thinker-skill-by-openclaw-skills","name":"activated-thinker skill by openclaw/skills","summary":"This skill helps agents think creatively by applying anti-binary thinking, gardener mindset, and friction protocols to problem solving.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/activated-thinker","roleFamily":"Workflow Automation","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","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-activated-thinker-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-activated-thinker-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-activated-thinker-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-activated-thinker-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-activated-thinker-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-openclaw-skills-activity-notifier","slug":"playbooks-activity-notifier-skill-by-openclaw-skills","name":"activity-notifier skill by openclaw/skills","summary":"This skill broadcasts real-time agent activity to a Discord channel, keeping users informed of thinking, tool use, coding, and completion.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/activity-notifier","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/skills/playbooks-activity-notifier-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-activity-notifier-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-activity-notifier-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-activity-notifier-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-activity-notifier-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-neondatabase-ai-rules-add-neon-docs","slug":"playbooks-add-neon-docs-skill-by-neondatabase-ai-rules","name":"add-neon-docs skill by neondatabase/ai-rules","summary":"Use this skill when the user asks to add documentation, add docs, add references, or install documentation about Neon. Adds Neon best practices reference links to project AI documentation (CLAUDE.md, AGENTS.md, or Cursor rules). Does not install packages or modify code.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/neondatabase/ai-rules/add-neon-docs","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","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/playbooks-add-neon-docs-skill-by-neondatabase-ai-rules","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-add-neon-docs-skill-by-neondatabase-ai-rules/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-add-neon-docs-skill-by-neondatabase-ai-rules/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-add-neon-docs-skill-by-neondatabase-ai-rules/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-add-neon-docs-skill-by-neondatabase-ai-rules/install.json"}},{"id":"playbooks:skills-fusengine-agents-adding-animations","slug":"playbooks-adding-animations-skill-by-fusengine-agents","name":"adding-animations skill by fusengine/agents","summary":"This skill helps you apply consistent Framer Motion animations across components, using stagger, hover, and reduced-motion patterns for accessible motion.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/fusengine/agents/adding-animations","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/skills/playbooks-adding-animations-skill-by-fusengine-agents","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-adding-animations-skill-by-fusengine-agents/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-adding-animations-skill-by-fusengine-agents/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-adding-animations-skill-by-fusengine-agents/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-adding-animations-skill-by-fusengine-agents/install.json"}},{"id":"playbooks:skills-letta-ai-letta-code-adding-models","slug":"playbooks-adding-models-skill-by-letta-ai-letta-code","name":"adding-models skill by letta-ai/letta-code","summary":"This skill guides you through adding a new LLM model to Letta Code, including model handles, configuration, and CI testing.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/letta-ai/letta-code/adding-models","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/skills/playbooks-adding-models-skill-by-letta-ai-letta-code","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-adding-models-skill-by-letta-ai-letta-code/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-adding-models-skill-by-letta-ai-letta-code/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-adding-models-skill-by-letta-ai-letta-code/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-adding-models-skill-by-letta-ai-letta-code/install.json"}},{"id":"playbooks:skills-openclaw-skills-addis-assistant-stt","slug":"playbooks-addis-assistant-stt-skill-by-openclaw-skills","name":"addis-assistant-stt skill by openclaw/skills","summary":"This skill enables STT and text translation using the Addis Assistant API to convert Amharic audio to text and translate between languages.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/addis-assistant-stt","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-addis-assistant-stt-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-addis-assistant-stt-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-addis-assistant-stt-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-addis-assistant-stt-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-addis-assistant-stt-skill-by-openclaw-skills/install.json"}},{"id":"explainx:agents-adept","slug":"explainx-adept","name":"Adept","summary":"Agentic AI for your tech stack","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/adept","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-adept","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-adept/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-adept/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-adept/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-adept/install.json"}},{"id":"agencymarketplace:agents-adept","slug":"agencymarketplace-adept","name":"Adept","summary":"Agentic AI for your tech stack","type":"agent","source":"agencymarketplace","sourceUrl":"https://marketplace.agen.cy/agents/adept","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","cli","sdk"],"capabilities":["Workflow automation","Multi-agent orchestration","Design assistance","RAG","Coding assistance","Web data extraction","MCP integration","Reusable skill package"],"profileUrl":"https://agentstaffer.com/mcp/agencymarketplace-adept","urls":{"profileJson":"https://agentstaffer.com/mcp/agencymarketplace-adept/profile.json","trustJson":"https://agentstaffer.com/mcp/agencymarketplace-adept/trust.json","trialJson":"https://agentstaffer.com/mcp/agencymarketplace-adept/trial.json","installJson":"https://agentstaffer.com/mcp/agencymarketplace-adept/install.json"}},{"id":"playbooks:skills-jeremylongshore-claude-code-plugins-plus-skills-adk-agent-builder","slug":"playbooks-adk-agent-builder-skill-by-jeremylongshore-claude-code-plugins-plus-skills","name":"adk-agent-builder skill by jeremylongshore/claude-code-plugins-plus-skills","summary":"This skill helps you scaffold production-ready AI agents with Google's ADK, wiring tools, orchestration, tests, and optional Vertex AI deployment.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/jeremylongshore/claude-code-plugins-plus-skills/adk-agent-builder","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-adk-agent-builder-skill-by-jeremylongshore-claude-code-plugins-plus-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-adk-agent-builder-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-adk-agent-builder-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-adk-agent-builder-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-adk-agent-builder-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json"}}],"agents":[{"id":"playbooks:skills-letta-ai-letta-code-acquiring-skills","slug":"playbooks-acquiring-skills-skill-by-letta-ai-letta-code","name":"acquiring-skills skill by letta-ai/letta-code","summary":"This skill helps you safely discover and install external skills from trusted sources to bootstrap capabilities.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/letta-ai/letta-code/acquiring-skills","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-acquiring-skills-skill-by-letta-ai-letta-code","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-acquiring-skills-skill-by-letta-ai-letta-code/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-acquiring-skills-skill-by-letta-ai-letta-code/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-acquiring-skills-skill-by-letta-ai-letta-code/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-acquiring-skills-skill-by-letta-ai-letta-code/install.json"}},{"id":"mcpregistry:servers-io-github-mingye-lu-2facrawl","slug":"mcpregistry-acrawl","name":"acrawl","summary":"Autonomous web crawler. 17 browser tools + goal-driven run_goal agent. Single binary, stealth.","type":"tool","source":"mcpregistry","sourceUrl":"https://registry.modelcontextprotocol.io/servers/io.github.Mingye-Lu%2Facrawl","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","cli","sdk"],"capabilities":["Web data extraction","MCP integration","Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/mcpregistry-acrawl","urls":{"profileJson":"https://agentstaffer.com/mcp/mcpregistry-acrawl/profile.json","trustJson":"https://agentstaffer.com/mcp/mcpregistry-acrawl/trust.json","trialJson":"https://agentstaffer.com/mcp/mcpregistry-acrawl/trial.json","installJson":"https://agentstaffer.com/mcp/mcpregistry-acrawl/install.json"}},{"id":"playbooks:skills-aiagentskills-skills-action-creator","slug":"playbooks-action-creator-skill-by-aiagentskills-skills","name":"action-creator skill by aiagentskills/skills","summary":"Creates user-specific one-click action templates that execute email operations when clicked in the chat interface. Use when user wants reusable actions for their specific workflows (send payment reminder to ACME Corp, forward bugs to engineering, archive old newsletters from specific sources).","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/aiagentskills/skills/action-creator","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-action-creator-skill-by-aiagentskills-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-action-creator-skill-by-aiagentskills-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-action-creator-skill-by-aiagentskills-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-action-creator-skill-by-aiagentskills-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-action-creator-skill-by-aiagentskills-skills/install.json"}},{"id":"playbooks:skills-openclaw-skills-activated-thinker","slug":"playbooks-activated-thinker-skill-by-openclaw-skills","name":"activated-thinker skill by openclaw/skills","summary":"This skill helps agents think creatively by applying anti-binary thinking, gardener mindset, and friction protocols to problem solving.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/activated-thinker","roleFamily":"Workflow Automation","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","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-activated-thinker-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-activated-thinker-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-activated-thinker-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-activated-thinker-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-activated-thinker-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-openclaw-skills-activity-notifier","slug":"playbooks-activity-notifier-skill-by-openclaw-skills","name":"activity-notifier skill by openclaw/skills","summary":"This skill broadcasts real-time agent activity to a Discord channel, keeping users informed of thinking, tool use, coding, and completion.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/activity-notifier","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/skills/playbooks-activity-notifier-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-activity-notifier-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-activity-notifier-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-activity-notifier-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-activity-notifier-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-neondatabase-ai-rules-add-neon-docs","slug":"playbooks-add-neon-docs-skill-by-neondatabase-ai-rules","name":"add-neon-docs skill by neondatabase/ai-rules","summary":"Use this skill when the user asks to add documentation, add docs, add references, or install documentation about Neon. Adds Neon best practices reference links to project AI documentation (CLAUDE.md, AGENTS.md, or Cursor rules). Does not install packages or modify code.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/neondatabase/ai-rules/add-neon-docs","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","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/playbooks-add-neon-docs-skill-by-neondatabase-ai-rules","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-add-neon-docs-skill-by-neondatabase-ai-rules/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-add-neon-docs-skill-by-neondatabase-ai-rules/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-add-neon-docs-skill-by-neondatabase-ai-rules/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-add-neon-docs-skill-by-neondatabase-ai-rules/install.json"}},{"id":"playbooks:skills-fusengine-agents-adding-animations","slug":"playbooks-adding-animations-skill-by-fusengine-agents","name":"adding-animations skill by fusengine/agents","summary":"This skill helps you apply consistent Framer Motion animations across components, using stagger, hover, and reduced-motion patterns for accessible motion.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/fusengine/agents/adding-animations","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/skills/playbooks-adding-animations-skill-by-fusengine-agents","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-adding-animations-skill-by-fusengine-agents/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-adding-animations-skill-by-fusengine-agents/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-adding-animations-skill-by-fusengine-agents/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-adding-animations-skill-by-fusengine-agents/install.json"}},{"id":"playbooks:skills-letta-ai-letta-code-adding-models","slug":"playbooks-adding-models-skill-by-letta-ai-letta-code","name":"adding-models skill by letta-ai/letta-code","summary":"This skill guides you through adding a new LLM model to Letta Code, including model handles, configuration, and CI testing.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/letta-ai/letta-code/adding-models","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/skills/playbooks-adding-models-skill-by-letta-ai-letta-code","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-adding-models-skill-by-letta-ai-letta-code/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-adding-models-skill-by-letta-ai-letta-code/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-adding-models-skill-by-letta-ai-letta-code/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-adding-models-skill-by-letta-ai-letta-code/install.json"}},{"id":"playbooks:skills-openclaw-skills-addis-assistant-stt","slug":"playbooks-addis-assistant-stt-skill-by-openclaw-skills","name":"addis-assistant-stt skill by openclaw/skills","summary":"This skill enables STT and text translation using the Addis Assistant API to convert Amharic audio to text and translate between languages.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/addis-assistant-stt","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-addis-assistant-stt-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-addis-assistant-stt-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-addis-assistant-stt-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-addis-assistant-stt-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-addis-assistant-stt-skill-by-openclaw-skills/install.json"}},{"id":"explainx:agents-adept","slug":"explainx-adept","name":"Adept","summary":"Agentic AI for your tech stack","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/adept","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-adept","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-adept/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-adept/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-adept/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-adept/install.json"}},{"id":"agencymarketplace:agents-adept","slug":"agencymarketplace-adept","name":"Adept","summary":"Agentic AI for your tech stack","type":"agent","source":"agencymarketplace","sourceUrl":"https://marketplace.agen.cy/agents/adept","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","cli","sdk"],"capabilities":["Workflow automation","Multi-agent orchestration","Design assistance","RAG","Coding assistance","Web data extraction","MCP integration","Reusable skill package"],"profileUrl":"https://agentstaffer.com/mcp/agencymarketplace-adept","urls":{"profileJson":"https://agentstaffer.com/mcp/agencymarketplace-adept/profile.json","trustJson":"https://agentstaffer.com/mcp/agencymarketplace-adept/trust.json","trialJson":"https://agentstaffer.com/mcp/agencymarketplace-adept/trial.json","installJson":"https://agentstaffer.com/mcp/agencymarketplace-adept/install.json"}},{"id":"playbooks:skills-jeremylongshore-claude-code-plugins-plus-skills-adk-agent-builder","slug":"playbooks-adk-agent-builder-skill-by-jeremylongshore-claude-code-plugins-plus-skills","name":"adk-agent-builder skill by jeremylongshore/claude-code-plugins-plus-skills","summary":"This skill helps you scaffold production-ready AI agents with Google's ADK, wiring tools, orchestration, tests, and optional Vertex AI deployment.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/jeremylongshore/claude-code-plugins-plus-skills/adk-agent-builder","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-adk-agent-builder-skill-by-jeremylongshore-claude-code-plugins-plus-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-adk-agent-builder-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-adk-agent-builder-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-adk-agent-builder-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-adk-agent-builder-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json"}}],"pagination":{"page":211,"pageSize":12,"totalItems":4993,"totalPages":417,"nextPageUrl":"https://agentstaffer.com/roles/mcp-tool-integration.json?page=212","prevPageUrl":"https://agentstaffer.com/roles/mcp-tool-integration.json?page=210","nextHtmlUrl":"https://agentstaffer.com/roles/mcp-tool-integration?page=212","prevHtmlUrl":"https://agentstaffer.com/roles/mcp-tool-integration?page=210"},"filters":{"q":null,"protocol":null,"trust":null,"install":null,"sort":"relevance"},"availableFilters":{"protocols":[{"value":"mcp","label":"MCP","count":4990},{"value":"cli","label":"CLI","count":4877},{"value":"http","label":"HTTP","count":4814},{"value":"sdk","label":"SDK","count":2194},{"value":"a2a","label":"A2A","count":196}],"trust":[{"value":"needs-review","label":"Needs review","count":4790},{"value":"high-traction","label":"High traction","count":174},{"value":"verified-source","label":"Verified source","count":29}],"install":[{"value":"mcp-ready","label":"MCP ready","count":4990},{"value":"cli-likely","label":"CLI likely","count":1},{"value":"cli-ready","label":"CLI ready","count":1},{"value":"source-guide","label":"Source guide","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":"playbooks:skills-letta-ai-letta-code-acquiring-skills","name":"acquiring-skills skill by letta-ai/letta-code","profileJson":"https://agentstaffer.com/skills/playbooks-acquiring-skills-skill-by-letta-ai-letta-code/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-acquiring-skills-skill-by-letta-ai-letta-code/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"mcpregistry:servers-io-github-mingye-lu-2facrawl","name":"acrawl","profileJson":"https://agentstaffer.com/mcp/mcpregistry-acrawl/profile.json","installJson":"https://agentstaffer.com/mcp/mcpregistry-acrawl/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"playbooks:skills-aiagentskills-skills-action-creator","name":"action-creator skill by aiagentskills/skills","profileJson":"https://agentstaffer.com/skills/playbooks-action-creator-skill-by-aiagentskills-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-action-creator-skill-by-aiagentskills-skills/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"playbooks:skills-openclaw-skills-activated-thinker","name":"activated-thinker skill by openclaw/skills","profileJson":"https://agentstaffer.com/skills/playbooks-activated-thinker-skill-by-openclaw-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-activated-thinker-skill-by-openclaw-skills/install.json","nextAction":"fetch_profile_then_run_trial"}]},"stats":{"sourceBreakdown":[{"label":"playbooks","count":3713},{"label":"explainx","count":826},{"label":"mcpservers","count":247},{"label":"github","count":42},{"label":"remoteopenclaw","count":30},{"label":"enterprisedna","count":23}],"typeBreakdown":[{"label":"skill","count":3913},{"label":"agent","count":747},{"label":"tool","count":205},{"label":"workflow","count":109},{"label":"model","count":14},{"label":"framework","count":5}],"protocolBreakdown":[{"label":"MCP","count":4990},{"label":"CLI","count":4877},{"label":"HTTP","count":4814},{"label":"SDK","count":2194},{"label":"A2A","count":196}]},"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=mcp-tool-integration&page=211","explore":"https://agentstaffer.com/explore?role=mcp-tool-integration&page=211","sitemap":"https://agentstaffer.com/sitemap.xml","llmsTxt":"https://agentstaffer.com/llms.txt","openApi":"https://agentstaffer.com/openapi.json"}}