{"schemaVersion":"agentstaffer.function-category-lite.v1","generatedAt":"2026-10-24T18:17:01.189Z","canonicalUrl":"https://agentstaffer.com/roles/mcp-tool-integration.json?page=131","htmlUrl":"https://agentstaffer.com/roles/mcp-tool-integration?page=131","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=131","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-openclaw-skills-m2wise","slug":"playbooks-m2wise-skill-by-openclaw-skills","name":"m2wise skill by openclaw/skills","summary":"This skill enables long-term memory and evolving wisdom to personalize responses by recalling user preferences and past facts.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/m2wise","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-m2wise-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-m2wise-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-m2wise-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-m2wise-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-m2wise-skill-by-openclaw-skills/install.json"}},{"id":"mcpservers:agent-skills-microsoft-m365-agents-dotnet","slug":"mcpservers-m365-agents-dotnet","name":"m365-agents-dotnet","summary":"Build enterprise agents for Microsoft 365, Teams, and Copilot Studio using the Microsoft.Agents SDK with ASP.NET Core hosting, agent routing, and MSAL-based authentication.","type":"skill","source":"mcpservers","sourceUrl":"https://mcpservers.org/agent-skills/microsoft/m365-agents-dotnet","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/mcpservers-m365-agents-dotnet","urls":{"profileJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-dotnet/profile.json","trustJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-dotnet/trust.json","trialJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-dotnet/trial.json","installJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-dotnet/install.json"}},{"id":"playbooks:skills-sickn33-antigravity-awesome-skills-m365-agents-dotnet","slug":"playbooks-m365-agents-dotnet-skill-by-sickn33-antigravity-awesome-skills","name":"m365-agents-dotnet skill by sickn33/antigravity-awesome-skills","summary":"This skill helps teams build enterprise agents for Microsoft 365 using the .NET SDK, ASP.NET Core hosting, and MSAL authentication.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/sickn33/antigravity-awesome-skills/m365-agents-dotnet","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-m365-agents-dotnet-skill-by-sickn33-antigravity-awesome-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-m365-agents-dotnet-skill-by-sickn33-antigravity-awesome-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-m365-agents-dotnet-skill-by-sickn33-antigravity-awesome-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-m365-agents-dotnet-skill-by-sickn33-antigravity-awesome-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-m365-agents-dotnet-skill-by-sickn33-antigravity-awesome-skills/install.json"}},{"id":"mcpservers:agent-skills-microsoft-m365-agents-py","slug":"mcpservers-m365-agents-py","name":"m365-agents-py","summary":"Build enterprise agents for Microsoft 365, Teams, and Copilot Studio using the Microsoft Agents SDK with aiohttp hosting, AgentApplication routing, streaming responses, and MSAL-based authentication.","type":"skill","source":"mcpservers","sourceUrl":"https://mcpservers.org/agent-skills/microsoft/m365-agents-py","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/mcpservers-m365-agents-py","urls":{"profileJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-py/profile.json","trustJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-py/trust.json","trialJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-py/trial.json","installJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-py/install.json"}},{"id":"playbooks:skills-sickn33-antigravity-awesome-skills-m365-agents-py","slug":"playbooks-m365-agents-py-skill-by-sickn33-antigravity-awesome-skills","name":"m365-agents-py skill by sickn33/antigravity-awesome-skills","summary":"This skill helps you build and deploy Microsoft 365 Agents in Python, enabling secure multi-channel agents for Teams with streaming responses.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/sickn33/antigravity-awesome-skills/m365-agents-py","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-m365-agents-py-skill-by-sickn33-antigravity-awesome-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-m365-agents-py-skill-by-sickn33-antigravity-awesome-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-m365-agents-py-skill-by-sickn33-antigravity-awesome-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-m365-agents-py-skill-by-sickn33-antigravity-awesome-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-m365-agents-py-skill-by-sickn33-antigravity-awesome-skills/install.json"}},{"id":"mcpservers:agent-skills-microsoft-m365-agents-ts","slug":"mcpservers-m365-agents-ts","name":"m365-agents-ts","summary":"Build enterprise agents for Microsoft 365, Teams, and Copilot Studio using the Microsoft 365 Agents SDK with Express hosting, AgentApplication routing, streaming responses, and Copilot Studio client integrations.","type":"skill","source":"mcpservers","sourceUrl":"https://mcpservers.org/agent-skills/microsoft/m365-agents-ts","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/mcpservers-m365-agents-ts","urls":{"profileJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-ts/profile.json","trustJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-ts/trust.json","trialJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-ts/trial.json","installJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-ts/install.json"}},{"id":"playbooks:skills-sickn33-antigravity-awesome-skills-m365-agents-ts","slug":"playbooks-m365-agents-ts-skill-by-sickn33-antigravity-awesome-skills","name":"m365-agents-ts skill by sickn33/antigravity-awesome-skills","summary":"This skill helps you build Microsoft 365 agents in TypeScript with Express hosting, streaming, and Copilot Studio integration for multichannel conversations.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/sickn33/antigravity-awesome-skills/m365-agents-ts","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"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-m365-agents-ts-skill-by-sickn33-antigravity-awesome-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-m365-agents-ts-skill-by-sickn33-antigravity-awesome-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-m365-agents-ts-skill-by-sickn33-antigravity-awesome-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-m365-agents-ts-skill-by-sickn33-antigravity-awesome-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-m365-agents-ts-skill-by-sickn33-antigravity-awesome-skills/install.json"}},{"id":"playbooks:skills-louloulin-claude-agent-sdk-machine-learning-engineer","slug":"playbooks-machine-learning-engineer-skill-by-louloulin-claude-agent-sdk","name":"machine-learning-engineer skill by louloulin/claude-agent-sdk","summary":"This skill helps you develop, train, deploy, and monitor ML models and MLOps pipelines from data ingestion to serving.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/louloulin/claude-agent-sdk/machine-learning-engineer","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package"],"profileUrl":"https://agentstaffer.com/skills/playbooks-machine-learning-engineer-skill-by-louloulin-claude-agent-sdk","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-machine-learning-engineer-skill-by-louloulin-claude-agent-sdk/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-machine-learning-engineer-skill-by-louloulin-claude-agent-sdk/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-machine-learning-engineer-skill-by-louloulin-claude-agent-sdk/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-machine-learning-engineer-skill-by-louloulin-claude-agent-sdk/install.json"}},{"id":"playbooks:skills-openclaw-skills-mailbox-bot","slug":"playbooks-mailbox-bot-skill-by-openclaw-skills","name":"mailbox-bot skill by openclaw/skills","summary":"This skill provides a physical shipping endpoint for AI agents, delivering carrier-agnostic packages with instant webhooks and structured metadata.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/mailbox-bot","roleFamily":"Coding & Development","fitScore":66,"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","a2a"],"capabilities":["Workflow automation","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-mailbox-bot-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-mailbox-bot-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-mailbox-bot-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-mailbox-bot-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-mailbox-bot-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-openclaw-skills-mailgun-simple","slug":"playbooks-mailgun-simple-skill-by-openclaw-skills","name":"mailgun-simple skill by openclaw/skills","summary":"This skill sends outbound emails via the Mailgun API using environment-driven configuration for secure, reliable usage across US or EU regions.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/mailgun-simple","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-mailgun-simple-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-mailgun-simple-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-mailgun-simple-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-mailgun-simple-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-mailgun-simple-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-openclaw-skills-make-plan","slug":"playbooks-make-plan-skill-by-openclaw-skills","name":"make-plan skill by openclaw/skills","summary":"This skill creates a detailed, phased implementation plan with documentation references to guide feature or task execution.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/make-plan","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-make-plan-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-make-plan-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-make-plan-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-make-plan-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-make-plan-skill-by-openclaw-skills/install.json"}},{"id":"explainx:agents-makedraft","slug":"explainx-makedraft","name":"Makedraft","summary":"AI-powered frontend code generation","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/makedraft","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-makedraft","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-makedraft/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-makedraft/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-makedraft/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-makedraft/install.json"}}],"agents":[{"id":"playbooks:skills-openclaw-skills-m2wise","slug":"playbooks-m2wise-skill-by-openclaw-skills","name":"m2wise skill by openclaw/skills","summary":"This skill enables long-term memory and evolving wisdom to personalize responses by recalling user preferences and past facts.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/m2wise","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-m2wise-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-m2wise-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-m2wise-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-m2wise-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-m2wise-skill-by-openclaw-skills/install.json"}},{"id":"mcpservers:agent-skills-microsoft-m365-agents-dotnet","slug":"mcpservers-m365-agents-dotnet","name":"m365-agents-dotnet","summary":"Build enterprise agents for Microsoft 365, Teams, and Copilot Studio using the Microsoft.Agents SDK with ASP.NET Core hosting, agent routing, and MSAL-based authentication.","type":"skill","source":"mcpservers","sourceUrl":"https://mcpservers.org/agent-skills/microsoft/m365-agents-dotnet","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/mcpservers-m365-agents-dotnet","urls":{"profileJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-dotnet/profile.json","trustJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-dotnet/trust.json","trialJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-dotnet/trial.json","installJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-dotnet/install.json"}},{"id":"playbooks:skills-sickn33-antigravity-awesome-skills-m365-agents-dotnet","slug":"playbooks-m365-agents-dotnet-skill-by-sickn33-antigravity-awesome-skills","name":"m365-agents-dotnet skill by sickn33/antigravity-awesome-skills","summary":"This skill helps teams build enterprise agents for Microsoft 365 using the .NET SDK, ASP.NET Core hosting, and MSAL authentication.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/sickn33/antigravity-awesome-skills/m365-agents-dotnet","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-m365-agents-dotnet-skill-by-sickn33-antigravity-awesome-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-m365-agents-dotnet-skill-by-sickn33-antigravity-awesome-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-m365-agents-dotnet-skill-by-sickn33-antigravity-awesome-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-m365-agents-dotnet-skill-by-sickn33-antigravity-awesome-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-m365-agents-dotnet-skill-by-sickn33-antigravity-awesome-skills/install.json"}},{"id":"mcpservers:agent-skills-microsoft-m365-agents-py","slug":"mcpservers-m365-agents-py","name":"m365-agents-py","summary":"Build enterprise agents for Microsoft 365, Teams, and Copilot Studio using the Microsoft Agents SDK with aiohttp hosting, AgentApplication routing, streaming responses, and MSAL-based authentication.","type":"skill","source":"mcpservers","sourceUrl":"https://mcpservers.org/agent-skills/microsoft/m365-agents-py","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/mcpservers-m365-agents-py","urls":{"profileJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-py/profile.json","trustJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-py/trust.json","trialJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-py/trial.json","installJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-py/install.json"}},{"id":"playbooks:skills-sickn33-antigravity-awesome-skills-m365-agents-py","slug":"playbooks-m365-agents-py-skill-by-sickn33-antigravity-awesome-skills","name":"m365-agents-py skill by sickn33/antigravity-awesome-skills","summary":"This skill helps you build and deploy Microsoft 365 Agents in Python, enabling secure multi-channel agents for Teams with streaming responses.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/sickn33/antigravity-awesome-skills/m365-agents-py","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-m365-agents-py-skill-by-sickn33-antigravity-awesome-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-m365-agents-py-skill-by-sickn33-antigravity-awesome-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-m365-agents-py-skill-by-sickn33-antigravity-awesome-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-m365-agents-py-skill-by-sickn33-antigravity-awesome-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-m365-agents-py-skill-by-sickn33-antigravity-awesome-skills/install.json"}},{"id":"mcpservers:agent-skills-microsoft-m365-agents-ts","slug":"mcpservers-m365-agents-ts","name":"m365-agents-ts","summary":"Build enterprise agents for Microsoft 365, Teams, and Copilot Studio using the Microsoft 365 Agents SDK with Express hosting, AgentApplication routing, streaming responses, and Copilot Studio client integrations.","type":"skill","source":"mcpservers","sourceUrl":"https://mcpservers.org/agent-skills/microsoft/m365-agents-ts","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/mcpservers-m365-agents-ts","urls":{"profileJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-ts/profile.json","trustJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-ts/trust.json","trialJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-ts/trial.json","installJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-ts/install.json"}},{"id":"playbooks:skills-sickn33-antigravity-awesome-skills-m365-agents-ts","slug":"playbooks-m365-agents-ts-skill-by-sickn33-antigravity-awesome-skills","name":"m365-agents-ts skill by sickn33/antigravity-awesome-skills","summary":"This skill helps you build Microsoft 365 agents in TypeScript with Express hosting, streaming, and Copilot Studio integration for multichannel conversations.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/sickn33/antigravity-awesome-skills/m365-agents-ts","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"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-m365-agents-ts-skill-by-sickn33-antigravity-awesome-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-m365-agents-ts-skill-by-sickn33-antigravity-awesome-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-m365-agents-ts-skill-by-sickn33-antigravity-awesome-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-m365-agents-ts-skill-by-sickn33-antigravity-awesome-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-m365-agents-ts-skill-by-sickn33-antigravity-awesome-skills/install.json"}},{"id":"playbooks:skills-louloulin-claude-agent-sdk-machine-learning-engineer","slug":"playbooks-machine-learning-engineer-skill-by-louloulin-claude-agent-sdk","name":"machine-learning-engineer skill by louloulin/claude-agent-sdk","summary":"This skill helps you develop, train, deploy, and monitor ML models and MLOps pipelines from data ingestion to serving.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/louloulin/claude-agent-sdk/machine-learning-engineer","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package"],"profileUrl":"https://agentstaffer.com/skills/playbooks-machine-learning-engineer-skill-by-louloulin-claude-agent-sdk","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-machine-learning-engineer-skill-by-louloulin-claude-agent-sdk/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-machine-learning-engineer-skill-by-louloulin-claude-agent-sdk/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-machine-learning-engineer-skill-by-louloulin-claude-agent-sdk/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-machine-learning-engineer-skill-by-louloulin-claude-agent-sdk/install.json"}},{"id":"playbooks:skills-openclaw-skills-mailbox-bot","slug":"playbooks-mailbox-bot-skill-by-openclaw-skills","name":"mailbox-bot skill by openclaw/skills","summary":"This skill provides a physical shipping endpoint for AI agents, delivering carrier-agnostic packages with instant webhooks and structured metadata.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/mailbox-bot","roleFamily":"Coding & Development","fitScore":66,"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","a2a"],"capabilities":["Workflow automation","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-mailbox-bot-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-mailbox-bot-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-mailbox-bot-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-mailbox-bot-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-mailbox-bot-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-openclaw-skills-mailgun-simple","slug":"playbooks-mailgun-simple-skill-by-openclaw-skills","name":"mailgun-simple skill by openclaw/skills","summary":"This skill sends outbound emails via the Mailgun API using environment-driven configuration for secure, reliable usage across US or EU regions.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/mailgun-simple","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-mailgun-simple-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-mailgun-simple-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-mailgun-simple-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-mailgun-simple-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-mailgun-simple-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-openclaw-skills-make-plan","slug":"playbooks-make-plan-skill-by-openclaw-skills","name":"make-plan skill by openclaw/skills","summary":"This skill creates a detailed, phased implementation plan with documentation references to guide feature or task execution.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/make-plan","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-make-plan-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-make-plan-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-make-plan-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-make-plan-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-make-plan-skill-by-openclaw-skills/install.json"}},{"id":"explainx:agents-makedraft","slug":"explainx-makedraft","name":"Makedraft","summary":"AI-powered frontend code generation","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/makedraft","roleFamily":"Coding & Development","fitScore":66,"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","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-makedraft","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-makedraft/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-makedraft/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-makedraft/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-makedraft/install.json"}}],"pagination":{"page":131,"pageSize":12,"totalItems":4993,"totalPages":417,"nextPageUrl":"https://agentstaffer.com/roles/mcp-tool-integration.json?page=132","prevPageUrl":"https://agentstaffer.com/roles/mcp-tool-integration.json?page=130","nextHtmlUrl":"https://agentstaffer.com/roles/mcp-tool-integration?page=132","prevHtmlUrl":"https://agentstaffer.com/roles/mcp-tool-integration?page=130"},"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-openclaw-skills-m2wise","name":"m2wise skill by openclaw/skills","profileJson":"https://agentstaffer.com/skills/playbooks-m2wise-skill-by-openclaw-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-m2wise-skill-by-openclaw-skills/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"mcpservers:agent-skills-microsoft-m365-agents-dotnet","name":"m365-agents-dotnet","profileJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-dotnet/profile.json","installJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-dotnet/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"playbooks:skills-sickn33-antigravity-awesome-skills-m365-agents-dotnet","name":"m365-agents-dotnet skill by sickn33/antigravity-awesome-skills","profileJson":"https://agentstaffer.com/skills/playbooks-m365-agents-dotnet-skill-by-sickn33-antigravity-awesome-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-m365-agents-dotnet-skill-by-sickn33-antigravity-awesome-skills/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"mcpservers:agent-skills-microsoft-m365-agents-py","name":"m365-agents-py","profileJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-py/profile.json","installJson":"https://agentstaffer.com/skills/mcpservers-m365-agents-py/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=131","explore":"https://agentstaffer.com/explore?role=mcp-tool-integration&page=131","sitemap":"https://agentstaffer.com/sitemap.xml","llmsTxt":"https://agentstaffer.com/llms.txt","openApi":"https://agentstaffer.com/openapi.json"}}