{"schemaVersion":"agentstaffer.function-category-lite.v1","generatedAt":"2026-10-29T05:58:33.943Z","canonicalUrl":"https://agentstaffer.com/roles/mcp-tool-integration.json?page=268","htmlUrl":"https://agentstaffer.com/roles/mcp-tool-integration?page=268","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=268","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:for-design","slug":"playbooks-design-skills-for-ai-agents","name":"Design skills for AI agents","summary":"Browse Design skills for Claude Code, Cursor, Codex and more AI coding agents.","type":"workflow","source":"playbooks","sourceUrl":"https://playbooks.com/for/design","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/playbooks-design-skills-for-ai-agents","urls":{"profileJson":"https://agentstaffer.com/mcp/playbooks-design-skills-for-ai-agents/profile.json","trustJson":"https://agentstaffer.com/mcp/playbooks-design-skills-for-ai-agents/trust.json","trialJson":"https://agentstaffer.com/mcp/playbooks-design-skills-for-ai-agents/trial.json","installJson":"https://agentstaffer.com/mcp/playbooks-design-skills-for-ai-agents/install.json"}},{"id":"playbooks:skills-wshobson-agents-design-system-patterns","slug":"playbooks-design-system-patterns-skill-by-wshobson-agents","name":"design-system-patterns skill by wshobson/agents","summary":"This skill helps you design scalable design systems by managing tokens, theming, and component architectures across platforms.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/wshobson/agents/design-system-patterns","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-design-system-patterns-skill-by-wshobson-agents","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-design-system-patterns-skill-by-wshobson-agents/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-design-system-patterns-skill-by-wshobson-agents/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-design-system-patterns-skill-by-wshobson-agents/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-design-system-patterns-skill-by-wshobson-agents/install.json"}},{"id":"playbooks:skills-truongnat-agentic-sdlc-dev","slug":"playbooks-dev-skill-by-truongnat-agentic-sdlc","name":"dev skill by truongnat/agentic-sdlc","summary":"This skill empowers you to implement features by researching KB, following design specs, and maintaining atomic commits with proper documentation.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/truongnat/agentic-sdlc/dev","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-dev-skill-by-truongnat-agentic-sdlc","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-dev-skill-by-truongnat-agentic-sdlc/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-dev-skill-by-truongnat-agentic-sdlc/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-dev-skill-by-truongnat-agentic-sdlc/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-dev-skill-by-truongnat-agentic-sdlc/install.json"}},{"id":"playbooks:skills-jezweb-claude-skills-developer-toolbox","slug":"playbooks-developer-toolbox-skill-by-jezweb-claude-skills","name":"developer-toolbox skill by jezweb/claude-skills","summary":"This skill streamlines development workflows by coordinating commit, build, test, review, debug, and documentation tasks with specialized agents.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/jezweb/claude-skills/developer-toolbox","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-developer-toolbox-skill-by-jezweb-claude-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-developer-toolbox-skill-by-jezweb-claude-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-developer-toolbox-skill-by-jezweb-claude-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-developer-toolbox-skill-by-jezweb-claude-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-developer-toolbox-skill-by-jezweb-claude-skills/install.json"}},{"id":"playbooks:skills-mikekelly-developing-openai-agents-sdk-agents-developing-openai-agents-sdk-agents","slug":"playbooks-developing-openai-agents-sdk-agents-skill-by-mikekelly-developing-openai-agents-sdk-agents","name":"developing-openai-agents-sdk-agents skill by mikekelly/developing-openai-agents-sdk-agents","summary":"Build, create, debug, review, implement, and optimize agentic AI applications using the OpenAI Agents SDK for TypeScript. Use when creating new agents, defining tools, implementing handoffs between agents, adding guardrails, debugging agent behavior, reviewing agent code, or orchestrating multi-agent systems with the @openai/agents package.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/mikekelly/developing-openai-agents-sdk-agents/developing-openai-agents-sdk-agents","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","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/playbooks-developing-openai-agents-sdk-agents-skill-by-mikekelly-developing-openai-agents-sdk-agents","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-developing-openai-agents-sdk-agents-skill-by-mikekelly-developing-openai-agents-sdk-agents/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-developing-openai-agents-sdk-agents-skill-by-mikekelly-developing-openai-agents-sdk-agents/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-developing-openai-agents-sdk-agents-skill-by-mikekelly-developing-openai-agents-sdk-agents/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-developing-openai-agents-sdk-agents-skill-by-mikekelly-developing-openai-agents-sdk-agents/install.json"}},{"id":"playbooks:skills-openclaw-skills-device-assistant","slug":"playbooks-device-assistant-skill-by-openclaw-skills","name":"device-assistant skill by openclaw/skills","summary":"This skill lets you manage all devices, look up error codes, and receive troubleshooting and warranty reminders instantly.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/device-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-device-assistant-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-device-assistant-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-device-assistant-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-device-assistant-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-device-assistant-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-shaul1991-shaul-agents-plugin-devops-jenkins","slug":"playbooks-devops-jenkins-skill-by-shaul1991-shaul-agents-plugin","name":"devops-jenkins skill by shaul1991/shaul-agents-plugin","summary":"This skill manages Jenkins CI/CD jobs, triggers builds, retrieves logs, and analyzes results to accelerate automated deployments.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/shaul1991/shaul-agents-plugin/devops-jenkins","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-devops-jenkins-skill-by-shaul1991-shaul-agents-plugin","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-devops-jenkins-skill-by-shaul1991-shaul-agents-plugin/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-devops-jenkins-skill-by-shaul1991-shaul-agents-plugin/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-devops-jenkins-skill-by-shaul1991-shaul-agents-plugin/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-devops-jenkins-skill-by-shaul1991-shaul-agents-plugin/install.json"}},{"id":"playbooks:skills-arach-dewey-dewey-docs","slug":"playbooks-dewey-docs-skill-by-arach-dewey","name":"dewey-docs skill by arach/dewey","summary":"This skill helps you generate agent-ready project documentation using Dewey, creating AGENTS.md, llms.txt, and install.md for AI agents.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/arach/dewey/dewey-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","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/playbooks-dewey-docs-skill-by-arach-dewey","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-dewey-docs-skill-by-arach-dewey/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-dewey-docs-skill-by-arach-dewey/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-dewey-docs-skill-by-arach-dewey/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-dewey-docs-skill-by-arach-dewey/install.json"}},{"id":"explainx:agents-dexter-financial-research-agent","slug":"explainx-dexter","name":"Dexter","summary":"Dexter is an autonomous financial research agent that thinks, plans, and learns as it works.","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/dexter-financial-research-agent","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-dexter","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-dexter/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-dexter/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-dexter/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-dexter/install.json"}},{"id":"playbooks:skills-openclaw-skills-dialogflow-cx-to-agent-studio-migration","slug":"playbooks-dialogflow-cx-to-agent-studio-migration-skill-by-openclaw-skills","name":"dialogflow-cx-to-agent-studio-migration skill by openclaw/skills","summary":"This skill migrates Dialogflow CX agents to CX Agent Studio by exporting, validating components, creating CES apps/agents, and generating a migration report.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/dialogflow-cx-to-agent-studio-migration","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-dialogflow-cx-to-agent-studio-migration-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-dialogflow-cx-to-agent-studio-migration-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-dialogflow-cx-to-agent-studio-migration-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-dialogflow-cx-to-agent-studio-migration-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-dialogflow-cx-to-agent-studio-migration-skill-by-openclaw-skills/install.json"}},{"id":"explainx:agents-dialpad","slug":"explainx-dialpad","name":"Dialpad","summary":"Cloud Communication Platform Powered by AI","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/dialpad","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-dialpad","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-dialpad/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-dialpad/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-dialpad/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-dialpad/install.json"}},{"id":"playbooks:mcp-3dify-project-dify-mcp-client","slug":"playbooks-dify-mcp-client-mcp-server-3dify-project-dify-mcp-client","name":"Dify MCP Client MCP Server - 3dify-project/dify-mcp-client","summary":"Provides on-demand MCP client capabilities, connecting ReAct agents to remote MCP servers and enabling tool-based automation with optional UI-TARS GUI automation.","type":"tool","source":"playbooks","sourceUrl":"https://playbooks.com/mcp/3dify-project/dify-mcp-client","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/playbooks-dify-mcp-client-mcp-server-3dify-project-dify-mcp-client","urls":{"profileJson":"https://agentstaffer.com/mcp/playbooks-dify-mcp-client-mcp-server-3dify-project-dify-mcp-client/profile.json","trustJson":"https://agentstaffer.com/mcp/playbooks-dify-mcp-client-mcp-server-3dify-project-dify-mcp-client/trust.json","trialJson":"https://agentstaffer.com/mcp/playbooks-dify-mcp-client-mcp-server-3dify-project-dify-mcp-client/trial.json","installJson":"https://agentstaffer.com/mcp/playbooks-dify-mcp-client-mcp-server-3dify-project-dify-mcp-client/install.json"}}],"agents":[{"id":"playbooks:for-design","slug":"playbooks-design-skills-for-ai-agents","name":"Design skills for AI agents","summary":"Browse Design skills for Claude Code, Cursor, Codex and more AI coding agents.","type":"workflow","source":"playbooks","sourceUrl":"https://playbooks.com/for/design","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/playbooks-design-skills-for-ai-agents","urls":{"profileJson":"https://agentstaffer.com/mcp/playbooks-design-skills-for-ai-agents/profile.json","trustJson":"https://agentstaffer.com/mcp/playbooks-design-skills-for-ai-agents/trust.json","trialJson":"https://agentstaffer.com/mcp/playbooks-design-skills-for-ai-agents/trial.json","installJson":"https://agentstaffer.com/mcp/playbooks-design-skills-for-ai-agents/install.json"}},{"id":"playbooks:skills-wshobson-agents-design-system-patterns","slug":"playbooks-design-system-patterns-skill-by-wshobson-agents","name":"design-system-patterns skill by wshobson/agents","summary":"This skill helps you design scalable design systems by managing tokens, theming, and component architectures across platforms.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/wshobson/agents/design-system-patterns","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-design-system-patterns-skill-by-wshobson-agents","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-design-system-patterns-skill-by-wshobson-agents/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-design-system-patterns-skill-by-wshobson-agents/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-design-system-patterns-skill-by-wshobson-agents/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-design-system-patterns-skill-by-wshobson-agents/install.json"}},{"id":"playbooks:skills-truongnat-agentic-sdlc-dev","slug":"playbooks-dev-skill-by-truongnat-agentic-sdlc","name":"dev skill by truongnat/agentic-sdlc","summary":"This skill empowers you to implement features by researching KB, following design specs, and maintaining atomic commits with proper documentation.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/truongnat/agentic-sdlc/dev","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-dev-skill-by-truongnat-agentic-sdlc","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-dev-skill-by-truongnat-agentic-sdlc/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-dev-skill-by-truongnat-agentic-sdlc/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-dev-skill-by-truongnat-agentic-sdlc/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-dev-skill-by-truongnat-agentic-sdlc/install.json"}},{"id":"playbooks:skills-jezweb-claude-skills-developer-toolbox","slug":"playbooks-developer-toolbox-skill-by-jezweb-claude-skills","name":"developer-toolbox skill by jezweb/claude-skills","summary":"This skill streamlines development workflows by coordinating commit, build, test, review, debug, and documentation tasks with specialized agents.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/jezweb/claude-skills/developer-toolbox","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-developer-toolbox-skill-by-jezweb-claude-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-developer-toolbox-skill-by-jezweb-claude-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-developer-toolbox-skill-by-jezweb-claude-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-developer-toolbox-skill-by-jezweb-claude-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-developer-toolbox-skill-by-jezweb-claude-skills/install.json"}},{"id":"playbooks:skills-mikekelly-developing-openai-agents-sdk-agents-developing-openai-agents-sdk-agents","slug":"playbooks-developing-openai-agents-sdk-agents-skill-by-mikekelly-developing-openai-agents-sdk-agents","name":"developing-openai-agents-sdk-agents skill by mikekelly/developing-openai-agents-sdk-agents","summary":"Build, create, debug, review, implement, and optimize agentic AI applications using the OpenAI Agents SDK for TypeScript. Use when creating new agents, defining tools, implementing handoffs between agents, adding guardrails, debugging agent behavior, reviewing agent code, or orchestrating multi-agent systems with the @openai/agents package.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/mikekelly/developing-openai-agents-sdk-agents/developing-openai-agents-sdk-agents","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","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/playbooks-developing-openai-agents-sdk-agents-skill-by-mikekelly-developing-openai-agents-sdk-agents","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-developing-openai-agents-sdk-agents-skill-by-mikekelly-developing-openai-agents-sdk-agents/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-developing-openai-agents-sdk-agents-skill-by-mikekelly-developing-openai-agents-sdk-agents/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-developing-openai-agents-sdk-agents-skill-by-mikekelly-developing-openai-agents-sdk-agents/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-developing-openai-agents-sdk-agents-skill-by-mikekelly-developing-openai-agents-sdk-agents/install.json"}},{"id":"playbooks:skills-openclaw-skills-device-assistant","slug":"playbooks-device-assistant-skill-by-openclaw-skills","name":"device-assistant skill by openclaw/skills","summary":"This skill lets you manage all devices, look up error codes, and receive troubleshooting and warranty reminders instantly.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/device-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-device-assistant-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-device-assistant-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-device-assistant-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-device-assistant-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-device-assistant-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-shaul1991-shaul-agents-plugin-devops-jenkins","slug":"playbooks-devops-jenkins-skill-by-shaul1991-shaul-agents-plugin","name":"devops-jenkins skill by shaul1991/shaul-agents-plugin","summary":"This skill manages Jenkins CI/CD jobs, triggers builds, retrieves logs, and analyzes results to accelerate automated deployments.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/shaul1991/shaul-agents-plugin/devops-jenkins","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-devops-jenkins-skill-by-shaul1991-shaul-agents-plugin","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-devops-jenkins-skill-by-shaul1991-shaul-agents-plugin/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-devops-jenkins-skill-by-shaul1991-shaul-agents-plugin/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-devops-jenkins-skill-by-shaul1991-shaul-agents-plugin/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-devops-jenkins-skill-by-shaul1991-shaul-agents-plugin/install.json"}},{"id":"playbooks:skills-arach-dewey-dewey-docs","slug":"playbooks-dewey-docs-skill-by-arach-dewey","name":"dewey-docs skill by arach/dewey","summary":"This skill helps you generate agent-ready project documentation using Dewey, creating AGENTS.md, llms.txt, and install.md for AI agents.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/arach/dewey/dewey-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","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/playbooks-dewey-docs-skill-by-arach-dewey","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-dewey-docs-skill-by-arach-dewey/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-dewey-docs-skill-by-arach-dewey/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-dewey-docs-skill-by-arach-dewey/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-dewey-docs-skill-by-arach-dewey/install.json"}},{"id":"explainx:agents-dexter-financial-research-agent","slug":"explainx-dexter","name":"Dexter","summary":"Dexter is an autonomous financial research agent that thinks, plans, and learns as it works.","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/dexter-financial-research-agent","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-dexter","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-dexter/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-dexter/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-dexter/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-dexter/install.json"}},{"id":"playbooks:skills-openclaw-skills-dialogflow-cx-to-agent-studio-migration","slug":"playbooks-dialogflow-cx-to-agent-studio-migration-skill-by-openclaw-skills","name":"dialogflow-cx-to-agent-studio-migration skill by openclaw/skills","summary":"This skill migrates Dialogflow CX agents to CX Agent Studio by exporting, validating components, creating CES apps/agents, and generating a migration report.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/dialogflow-cx-to-agent-studio-migration","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-dialogflow-cx-to-agent-studio-migration-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-dialogflow-cx-to-agent-studio-migration-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-dialogflow-cx-to-agent-studio-migration-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-dialogflow-cx-to-agent-studio-migration-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-dialogflow-cx-to-agent-studio-migration-skill-by-openclaw-skills/install.json"}},{"id":"explainx:agents-dialpad","slug":"explainx-dialpad","name":"Dialpad","summary":"Cloud Communication Platform Powered by AI","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/dialpad","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-dialpad","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-dialpad/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-dialpad/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-dialpad/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-dialpad/install.json"}},{"id":"playbooks:mcp-3dify-project-dify-mcp-client","slug":"playbooks-dify-mcp-client-mcp-server-3dify-project-dify-mcp-client","name":"Dify MCP Client MCP Server - 3dify-project/dify-mcp-client","summary":"Provides on-demand MCP client capabilities, connecting ReAct agents to remote MCP servers and enabling tool-based automation with optional UI-TARS GUI automation.","type":"tool","source":"playbooks","sourceUrl":"https://playbooks.com/mcp/3dify-project/dify-mcp-client","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/playbooks-dify-mcp-client-mcp-server-3dify-project-dify-mcp-client","urls":{"profileJson":"https://agentstaffer.com/mcp/playbooks-dify-mcp-client-mcp-server-3dify-project-dify-mcp-client/profile.json","trustJson":"https://agentstaffer.com/mcp/playbooks-dify-mcp-client-mcp-server-3dify-project-dify-mcp-client/trust.json","trialJson":"https://agentstaffer.com/mcp/playbooks-dify-mcp-client-mcp-server-3dify-project-dify-mcp-client/trial.json","installJson":"https://agentstaffer.com/mcp/playbooks-dify-mcp-client-mcp-server-3dify-project-dify-mcp-client/install.json"}}],"pagination":{"page":268,"pageSize":12,"totalItems":4993,"totalPages":417,"nextPageUrl":"https://agentstaffer.com/roles/mcp-tool-integration.json?page=269","prevPageUrl":"https://agentstaffer.com/roles/mcp-tool-integration.json?page=267","nextHtmlUrl":"https://agentstaffer.com/roles/mcp-tool-integration?page=269","prevHtmlUrl":"https://agentstaffer.com/roles/mcp-tool-integration?page=267"},"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:for-design","name":"Design skills for AI agents","profileJson":"https://agentstaffer.com/mcp/playbooks-design-skills-for-ai-agents/profile.json","installJson":"https://agentstaffer.com/mcp/playbooks-design-skills-for-ai-agents/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"playbooks:skills-wshobson-agents-design-system-patterns","name":"design-system-patterns skill by wshobson/agents","profileJson":"https://agentstaffer.com/skills/playbooks-design-system-patterns-skill-by-wshobson-agents/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-design-system-patterns-skill-by-wshobson-agents/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"playbooks:skills-truongnat-agentic-sdlc-dev","name":"dev skill by truongnat/agentic-sdlc","profileJson":"https://agentstaffer.com/skills/playbooks-dev-skill-by-truongnat-agentic-sdlc/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-dev-skill-by-truongnat-agentic-sdlc/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"playbooks:skills-jezweb-claude-skills-developer-toolbox","name":"developer-toolbox skill by jezweb/claude-skills","profileJson":"https://agentstaffer.com/skills/playbooks-developer-toolbox-skill-by-jezweb-claude-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-developer-toolbox-skill-by-jezweb-claude-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=268","explore":"https://agentstaffer.com/explore?role=mcp-tool-integration&page=268","sitemap":"https://agentstaffer.com/sitemap.xml","llmsTxt":"https://agentstaffer.com/llms.txt","openApi":"https://agentstaffer.com/openapi.json"}}