{"schemaVersion":"agentstaffer.function-category-lite.v1","generatedAt":"2026-10-31T10:59:06.487Z","canonicalUrl":"https://agentstaffer.com/roles/mcp-tool-integration.json?page=313","htmlUrl":"https://agentstaffer.com/roles/mcp-tool-integration?page=313","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=313","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-proffesor-for-testing-agentic-qe-localization-testing","slug":"playbooks-localization-testing-skill-by-proffesor-for-testing-agentic-qe","name":"localization-testing skill by proffesor-for-testing/agentic-qe","summary":"This skill helps validate multilingual translations, locale formatting, RTL layouts, and cultural appropriateness across products.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/proffesor-for-testing/agentic-qe/localization-testing","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-localization-testing-skill-by-proffesor-for-testing-agentic-qe","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-localization-testing-skill-by-proffesor-for-testing-agentic-qe/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-localization-testing-skill-by-proffesor-for-testing-agentic-qe/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-localization-testing-skill-by-proffesor-for-testing-agentic-qe/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-localization-testing-skill-by-proffesor-for-testing-agentic-qe/install.json"}},{"id":"explainx:agents-log10","slug":"explainx-log10","name":"Log10","summary":"AI Accuracy. Delivered.","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/log10","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-log10","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-log10/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-log10/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-log10/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-log10/install.json"}},{"id":"enterprisedna:directories-mcp-logly-mureo","slug":"enterprisedna-logly-mureo","name":"logly/mureo","summary":"A local-first Python tool that provides AI-powered assistance for ad operations tasks. It integrates with Claude Code, Cursor, Codex, and Gemini, allowing users to run ad ops workflows directly from their development environment.","type":"tool","source":"enterprisedna","sourceUrl":"https://enterprisedna.co/directories/mcp/logly-mureo/","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","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/enterprisedna-logly-mureo","urls":{"profileJson":"https://agentstaffer.com/mcp/enterprisedna-logly-mureo/profile.json","trustJson":"https://agentstaffer.com/mcp/enterprisedna-logly-mureo/trust.json","trialJson":"https://agentstaffer.com/mcp/enterprisedna-logly-mureo/trial.json","installJson":"https://agentstaffer.com/mcp/enterprisedna-logly-mureo/install.json"}},{"id":"explainx:agents-loopgpt","slug":"explainx-loopgpt","name":"LoopGPT","summary":"A Modular Auto-GPT Framework","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/loopgpt","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-loopgpt","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-loopgpt/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-loopgpt/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-loopgpt/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-loopgpt/install.json"}},{"id":"explainx:agents-lovable","slug":"explainx-lovable","name":"Lovable","summary":"Idea to app in seconds.","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/lovable","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-lovable","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-lovable/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-lovable/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-lovable/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-lovable/install.json"}},{"id":"playbooks:skills-openclaw-skills-lraivisto-researchvault","slug":"playbooks-lraivisto-researchvault-skill-by-openclaw-skills","name":"lraivisto-researchvault skill by openclaw/skills","summary":"This skill orchestrates autonomous research by managing state, synthesis, and verification across agents to accelerate insights.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/lraivisto-researchvault","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-lraivisto-researchvault-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-lraivisto-researchvault-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-lraivisto-researchvault-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-lraivisto-researchvault-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-lraivisto-researchvault-skill-by-openclaw-skills/install.json"}},{"id":"explainx:agents-lumache","slug":"explainx-lumache","name":"Lumache","summary":"Agent is an easy-to-use toolkit for building customized AI agents.","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/lumache","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-lumache","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-lumache/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-lumache/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-lumache/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-lumache/install.json"}},{"id":"explainx:agents-lumi","slug":"explainx-lumi","name":"Lumi","summary":"Tu Aliado en Ventas","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/lumi","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-lumi","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-lumi/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-lumi/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-lumi/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-lumi/install.json"}},{"id":"playbooks:skills-openclaw-skills-lunara-voice","slug":"playbooks-lunara-voice-skill-by-openclaw-skills","name":"lunara-voice skill by openclaw/skills","summary":"This skill helps you manage Lunara Voice AI agents, campaigns, calls, and analytics end-to-end with automated workflows.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/lunara-voice","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","Chat interface","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/playbooks-lunara-voice-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-lunara-voice-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-lunara-voice-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-lunara-voice-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-lunara-voice-skill-by-openclaw-skills/install.json"}},{"id":"explainx:agents-lutra-ai","slug":"explainx-lutra-ai","name":"Lutra AI","summary":"Build a custom AI agent for your business","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/lutra-ai","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/mcp/explainx-lutra-ai","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-lutra-ai/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-lutra-ai/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-lutra-ai/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-lutra-ai/install.json"}},{"id":"explainx:agents-lynq","slug":"explainx-lynq","name":"Lynq","summary":"The AI scratchpad for your relationships","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/lynq","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-lynq","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-lynq/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-lynq/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-lynq/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-lynq/install.json"}},{"id":"explainx:agents-lyzr","slug":"explainx-lyzr","name":"Lyzr","summary":"World's 1st truly agentic AI SDR","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/lyzr","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-lyzr","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-lyzr/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-lyzr/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-lyzr/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-lyzr/install.json"}}],"agents":[{"id":"playbooks:skills-proffesor-for-testing-agentic-qe-localization-testing","slug":"playbooks-localization-testing-skill-by-proffesor-for-testing-agentic-qe","name":"localization-testing skill by proffesor-for-testing/agentic-qe","summary":"This skill helps validate multilingual translations, locale formatting, RTL layouts, and cultural appropriateness across products.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/proffesor-for-testing/agentic-qe/localization-testing","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-localization-testing-skill-by-proffesor-for-testing-agentic-qe","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-localization-testing-skill-by-proffesor-for-testing-agentic-qe/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-localization-testing-skill-by-proffesor-for-testing-agentic-qe/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-localization-testing-skill-by-proffesor-for-testing-agentic-qe/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-localization-testing-skill-by-proffesor-for-testing-agentic-qe/install.json"}},{"id":"explainx:agents-log10","slug":"explainx-log10","name":"Log10","summary":"AI Accuracy. Delivered.","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/log10","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-log10","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-log10/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-log10/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-log10/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-log10/install.json"}},{"id":"enterprisedna:directories-mcp-logly-mureo","slug":"enterprisedna-logly-mureo","name":"logly/mureo","summary":"A local-first Python tool that provides AI-powered assistance for ad operations tasks. It integrates with Claude Code, Cursor, Codex, and Gemini, allowing users to run ad ops workflows directly from their development environment.","type":"tool","source":"enterprisedna","sourceUrl":"https://enterprisedna.co/directories/mcp/logly-mureo/","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","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/enterprisedna-logly-mureo","urls":{"profileJson":"https://agentstaffer.com/mcp/enterprisedna-logly-mureo/profile.json","trustJson":"https://agentstaffer.com/mcp/enterprisedna-logly-mureo/trust.json","trialJson":"https://agentstaffer.com/mcp/enterprisedna-logly-mureo/trial.json","installJson":"https://agentstaffer.com/mcp/enterprisedna-logly-mureo/install.json"}},{"id":"explainx:agents-loopgpt","slug":"explainx-loopgpt","name":"LoopGPT","summary":"A Modular Auto-GPT Framework","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/loopgpt","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-loopgpt","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-loopgpt/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-loopgpt/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-loopgpt/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-loopgpt/install.json"}},{"id":"explainx:agents-lovable","slug":"explainx-lovable","name":"Lovable","summary":"Idea to app in seconds.","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/lovable","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-lovable","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-lovable/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-lovable/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-lovable/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-lovable/install.json"}},{"id":"playbooks:skills-openclaw-skills-lraivisto-researchvault","slug":"playbooks-lraivisto-researchvault-skill-by-openclaw-skills","name":"lraivisto-researchvault skill by openclaw/skills","summary":"This skill orchestrates autonomous research by managing state, synthesis, and verification across agents to accelerate insights.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/lraivisto-researchvault","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-lraivisto-researchvault-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-lraivisto-researchvault-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-lraivisto-researchvault-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-lraivisto-researchvault-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-lraivisto-researchvault-skill-by-openclaw-skills/install.json"}},{"id":"explainx:agents-lumache","slug":"explainx-lumache","name":"Lumache","summary":"Agent is an easy-to-use toolkit for building customized AI agents.","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/lumache","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-lumache","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-lumache/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-lumache/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-lumache/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-lumache/install.json"}},{"id":"explainx:agents-lumi","slug":"explainx-lumi","name":"Lumi","summary":"Tu Aliado en Ventas","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/lumi","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-lumi","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-lumi/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-lumi/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-lumi/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-lumi/install.json"}},{"id":"playbooks:skills-openclaw-skills-lunara-voice","slug":"playbooks-lunara-voice-skill-by-openclaw-skills","name":"lunara-voice skill by openclaw/skills","summary":"This skill helps you manage Lunara Voice AI agents, campaigns, calls, and analytics end-to-end with automated workflows.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/lunara-voice","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","Chat interface","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/playbooks-lunara-voice-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-lunara-voice-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-lunara-voice-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-lunara-voice-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-lunara-voice-skill-by-openclaw-skills/install.json"}},{"id":"explainx:agents-lutra-ai","slug":"explainx-lutra-ai","name":"Lutra AI","summary":"Build a custom AI agent for your business","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/lutra-ai","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/mcp/explainx-lutra-ai","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-lutra-ai/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-lutra-ai/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-lutra-ai/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-lutra-ai/install.json"}},{"id":"explainx:agents-lynq","slug":"explainx-lynq","name":"Lynq","summary":"The AI scratchpad for your relationships","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/lynq","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-lynq","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-lynq/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-lynq/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-lynq/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-lynq/install.json"}},{"id":"explainx:agents-lyzr","slug":"explainx-lyzr","name":"Lyzr","summary":"World's 1st truly agentic AI SDR","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/lyzr","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-lyzr","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-lyzr/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-lyzr/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-lyzr/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-lyzr/install.json"}}],"pagination":{"page":313,"pageSize":12,"totalItems":4993,"totalPages":417,"nextPageUrl":"https://agentstaffer.com/roles/mcp-tool-integration.json?page=314","prevPageUrl":"https://agentstaffer.com/roles/mcp-tool-integration.json?page=312","nextHtmlUrl":"https://agentstaffer.com/roles/mcp-tool-integration?page=314","prevHtmlUrl":"https://agentstaffer.com/roles/mcp-tool-integration?page=312"},"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-proffesor-for-testing-agentic-qe-localization-testing","name":"localization-testing skill by proffesor-for-testing/agentic-qe","profileJson":"https://agentstaffer.com/skills/playbooks-localization-testing-skill-by-proffesor-for-testing-agentic-qe/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-localization-testing-skill-by-proffesor-for-testing-agentic-qe/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"explainx:agents-log10","name":"Log10","profileJson":"https://agentstaffer.com/mcp/explainx-log10/profile.json","installJson":"https://agentstaffer.com/mcp/explainx-log10/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"enterprisedna:directories-mcp-logly-mureo","name":"logly/mureo","profileJson":"https://agentstaffer.com/mcp/enterprisedna-logly-mureo/profile.json","installJson":"https://agentstaffer.com/mcp/enterprisedna-logly-mureo/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"explainx:agents-loopgpt","name":"LoopGPT","profileJson":"https://agentstaffer.com/mcp/explainx-loopgpt/profile.json","installJson":"https://agentstaffer.com/mcp/explainx-loopgpt/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=313","explore":"https://agentstaffer.com/explore?role=mcp-tool-integration&page=313","sitemap":"https://agentstaffer.com/sitemap.xml","llmsTxt":"https://agentstaffer.com/llms.txt","openApi":"https://agentstaffer.com/openapi.json"}}