{"schemaVersion":"agentstaffer.function-category-lite.v1","generatedAt":"2026-10-27T11:57:11.270Z","canonicalUrl":"https://agentstaffer.com/roles/mcp-tool-integration.json?page=208","htmlUrl":"https://agentstaffer.com/roles/mcp-tool-integration?page=208","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=208","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-onewave-ai-claude-skills-sales-call-prep-assistant","slug":"playbooks-sales-call-prep-assistant-skill-by-onewave-ai-claude-skills","name":"sales-call-prep-assistant skill by onewave-ai/claude-skills","summary":"This skill helps sales teams prepare for calls with tailored company intel, stakeholder background, and discovery questions to accelerate wins.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/onewave-ai/claude-skills/sales-call-prep-assistant","roleFamily":"Coding & Development","fitScore":62,"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"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","MCP integration","Chat interface","Reusable skill package","Design assistance","Coding assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-sales-call-prep-assistant-skill-by-onewave-ai-claude-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-sales-call-prep-assistant-skill-by-onewave-ai-claude-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-sales-call-prep-assistant-skill-by-onewave-ai-claude-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-sales-call-prep-assistant-skill-by-onewave-ai-claude-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-sales-call-prep-assistant-skill-by-onewave-ai-claude-skills/install.json"}},{"id":"playbooks:skills-mindrally-skills-accessibility-a11y","slug":"playbooks-accessibility-a11y-skill-by-mindrally-skills","name":"accessibility-a11y skill by mindrally/skills","summary":"Implement web accessibility (a11y) best practices following WCAG guidelines to create inclusive, accessible user interfaces.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/mindrally/skills/accessibility-a11y","roleFamily":"Coding & Development","fitScore":62,"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"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-accessibility-a11y-skill-by-mindrally-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-accessibility-a11y-skill-by-mindrally-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-accessibility-a11y-skill-by-mindrally-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-accessibility-a11y-skill-by-mindrally-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-accessibility-a11y-skill-by-mindrally-skills/install.json"}},{"id":"playbooks:skills-mindrally-skills-langchain-development","slug":"playbooks-langchain-development-skill-by-mindrally-skills","name":"langchain-development skill by mindrally/skills","summary":"Expert guidance for LangChain and LangGraph development with Python, covering chain composition, agents, memory, and RAG implementations.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/mindrally/skills/langchain-development","roleFamily":"Coding & Development","fitScore":62,"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"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-langchain-development-skill-by-mindrally-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-langchain-development-skill-by-mindrally-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain-development-skill-by-mindrally-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain-development-skill-by-mindrally-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-development-skill-by-mindrally-skills/install.json"}},{"id":"claudemarketplaces:skills-sendaifun-skills-solana-agent-kit","slug":"claudemarketplaces-solana-agent-kit","name":"solana-agent-kit","summary":"This is SendAI's open-source toolkit for building AI agents that can autonomously execute Solana blockchain operations. It wraps 60+ actions across tokens, NFTs, DeFi protocols like Jupiter and Raydium, staking, and bridging into a plugin architecture that works with LangChain, Vercel AI SDK, or Claude via MCP. You'd reach for this when you want an AI agent...","type":"skill","source":"claudemarketplaces","sourceUrl":"https://claudemarketplaces.com/skills/sendaifun/skills/solana-agent-kit","roleFamily":"Coding & Development","fitScore":62,"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","sdk"],"capabilities":["Workflow automation","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/claudemarketplaces-solana-agent-kit","urls":{"profileJson":"https://agentstaffer.com/skills/claudemarketplaces-solana-agent-kit/profile.json","trustJson":"https://agentstaffer.com/skills/claudemarketplaces-solana-agent-kit/trust.json","trialJson":"https://agentstaffer.com/skills/claudemarketplaces-solana-agent-kit/trial.json","installJson":"https://agentstaffer.com/skills/claudemarketplaces-solana-agent-kit/install.json"}},{"id":"github:modelengine-group/nexent","slug":"github-modelengine-group-nexent","name":"ModelEngine-Group/nexent","summary":"Nexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles — unified tools, skills, memory, and orchestration with built-in constraints, feedback loops, and control planes.","type":"skill","source":"github","sourceUrl":"https://github.com/ModelEngine-Group/nexent","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"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package"],"profileUrl":"https://agentstaffer.com/skills/github-modelengine-group-nexent","urls":{"profileJson":"https://agentstaffer.com/skills/github-modelengine-group-nexent/profile.json","trustJson":"https://agentstaffer.com/skills/github-modelengine-group-nexent/trust.json","trialJson":"https://agentstaffer.com/skills/github-modelengine-group-nexent/trial.json","installJson":"https://agentstaffer.com/skills/github-modelengine-group-nexent/install.json"}},{"id":"playbooks:skills-madteacher-mad-agents-skills-dart-drift","slug":"playbooks-dart-drift-skill-by-madteacher-mad-agents-skills","name":"dart-drift skill by madteacher/mad-agents-skills","summary":"This skill guides Dart Drift usage for local SQLite and PostgreSQL with type-safe queries, migrations, and reactive streams.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/madteacher/mad-agents-skills/dart-drift","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"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-dart-drift-skill-by-madteacher-mad-agents-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-dart-drift-skill-by-madteacher-mad-agents-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-dart-drift-skill-by-madteacher-mad-agents-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-dart-drift-skill-by-madteacher-mad-agents-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-dart-drift-skill-by-madteacher-mad-agents-skills/install.json"}},{"id":"playbooks:skills-madteacher-mad-agents-skills-flutter-animations","slug":"playbooks-flutter-animations-skill-by-madteacher-mad-agents-skills","name":"flutter-animations skill by madteacher/mad-agents-skills","summary":"This skill helps you implement Flutter animations effectively by choosing implicit, explicit, hero, staggered, and physics-based approaches for smooth UX.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/madteacher/mad-agents-skills/flutter-animations","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","MCP integration","Reusable skill package","Design assistance","Coding assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-flutter-animations-skill-by-madteacher-mad-agents-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-flutter-animations-skill-by-madteacher-mad-agents-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-flutter-animations-skill-by-madteacher-mad-agents-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-flutter-animations-skill-by-madteacher-mad-agents-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-flutter-animations-skill-by-madteacher-mad-agents-skills/install.json"}},{"id":"claudemarketplaces:skills-supercent-io-skills-template-agentic-workflow","slug":"claudemarketplaces-agentic-workflow","name":"agentic-workflow","summary":"This is a reference sheet for developers running AI coding agents day to day. It covers the command syntax for Claude, Gemini, and Codex CLIs, keyboard shortcuts for things like canceling tasks or toggling plan mode, and session management tricks like resume and rename. The Git section shows patterns for auto-generating commits and PRs, plus worktree workfl...","type":"skill","source":"claudemarketplaces","sourceUrl":"https://claudemarketplaces.com/skills/supercent-io/skills-template/agentic-workflow","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"],"capabilities":["Workflow automation","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/claudemarketplaces-agentic-workflow","urls":{"profileJson":"https://agentstaffer.com/skills/claudemarketplaces-agentic-workflow/profile.json","trustJson":"https://agentstaffer.com/skills/claudemarketplaces-agentic-workflow/trust.json","trialJson":"https://agentstaffer.com/skills/claudemarketplaces-agentic-workflow/trial.json","installJson":"https://agentstaffer.com/skills/claudemarketplaces-agentic-workflow/install.json"}},{"id":"claudemarketplaces:skills-vasilyu1983-ai-agents-public-ai-agents","slug":"claudemarketplaces-ai-agents","name":"ai-agents","summary":"This is a production-focused reference for building LLM agents that won't embarrass you in production. It covers the full lifecycle: architecture selection (workflow vs planner vs multi-agent), MCP tool integration, RAG pipelines, guardrails, observability with OpenTelemetry, and deployment patterns. The framework comparison table alone is worth it, compari...","type":"skill","source":"claudemarketplaces","sourceUrl":"https://crossaitools.com/skills/vasilyu1983/ai-agents-public/ai-agents","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/claudemarketplaces-ai-agents","urls":{"profileJson":"https://agentstaffer.com/skills/claudemarketplaces-ai-agents/profile.json","trustJson":"https://agentstaffer.com/skills/claudemarketplaces-ai-agents/trust.json","trialJson":"https://agentstaffer.com/skills/claudemarketplaces-ai-agents/trial.json","installJson":"https://agentstaffer.com/skills/claudemarketplaces-ai-agents/install.json"}},{"id":"claudemarketplaces:skills-thienanblog-awesome-ai-agent-skills-laravel-11-12-app-guidelines","slug":"claudemarketplaces-laravel-11-12-app-guidelines","name":"laravel-11-12-app-guidelines","summary":"A structured workflow for Laravel 11/12 projects that detects your stack (API-only, Inertia+React, Livewire, Blade) and adjusts accordingly. It enforces reading AGENTS.md and docs/ first, uses Laravel Boost MCP tools for searching framework docs and inspecting routes, and follows modern Laravel conventions like bootstrap/app.php configuration and Form Reque...","type":"skill","source":"claudemarketplaces","sourceUrl":"https://claudemarketplaces.com/skills/thienanblog/awesome-ai-agent-skills/laravel-11-12-app-guidelines","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"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/claudemarketplaces-laravel-11-12-app-guidelines","urls":{"profileJson":"https://agentstaffer.com/skills/claudemarketplaces-laravel-11-12-app-guidelines/profile.json","trustJson":"https://agentstaffer.com/skills/claudemarketplaces-laravel-11-12-app-guidelines/trust.json","trialJson":"https://agentstaffer.com/skills/claudemarketplaces-laravel-11-12-app-guidelines/trial.json","installJson":"https://agentstaffer.com/skills/claudemarketplaces-laravel-11-12-app-guidelines/install.json"}},{"id":"skillsdirectory:skills-xixu-me-skills-cli","slug":"skillsdirectory-skills-cli","name":"Skills Cli","summary":"Use when users ask to discover, install, list, check, update, remove, back up, restore, sync, or initialize Agent Skills, mention `bunx skills`, `npx skills`, `skills.sh`, or `skills-lock.json`, ask \"find a skill for X\", or want help extending agent capabilities with installable skills.","type":"skill","source":"skillsdirectory","sourceUrl":"https://www.skillsdirectory.com/skills/xixu-me-skills-cli","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Verified source","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"],"capabilities":["Workflow automation","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Prompt operations","RAG","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/skillsdirectory-skills-cli","urls":{"profileJson":"https://agentstaffer.com/skills/skillsdirectory-skills-cli/profile.json","trustJson":"https://agentstaffer.com/skills/skillsdirectory-skills-cli/trust.json","trialJson":"https://agentstaffer.com/skills/skillsdirectory-skills-cli/trial.json","installJson":"https://agentstaffer.com/skills/skillsdirectory-skills-cli/install.json"}},{"id":"npm:@esankhan3/anvil-cli","slug":"npm-esankhan3-anvil-cli","name":"@esankhan3/anvil-cli","summary":"Anvil — AI-powered feature development pipeline (CLI + dashboard)","type":"skill","source":"npm","sourceUrl":"https://www.npmjs.com/package/@esankhan3/anvil-cli","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","MCP integration","Chat interface","Reusable skill package"],"profileUrl":"https://agentstaffer.com/skills/npm-esankhan3-anvil-cli","urls":{"profileJson":"https://agentstaffer.com/skills/npm-esankhan3-anvil-cli/profile.json","trustJson":"https://agentstaffer.com/skills/npm-esankhan3-anvil-cli/trust.json","trialJson":"https://agentstaffer.com/skills/npm-esankhan3-anvil-cli/trial.json","installJson":"https://agentstaffer.com/skills/npm-esankhan3-anvil-cli/install.json"}}],"agents":[{"id":"playbooks:skills-onewave-ai-claude-skills-sales-call-prep-assistant","slug":"playbooks-sales-call-prep-assistant-skill-by-onewave-ai-claude-skills","name":"sales-call-prep-assistant skill by onewave-ai/claude-skills","summary":"This skill helps sales teams prepare for calls with tailored company intel, stakeholder background, and discovery questions to accelerate wins.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/onewave-ai/claude-skills/sales-call-prep-assistant","roleFamily":"Coding & Development","fitScore":62,"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"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","MCP integration","Chat interface","Reusable skill package","Design assistance","Coding assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-sales-call-prep-assistant-skill-by-onewave-ai-claude-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-sales-call-prep-assistant-skill-by-onewave-ai-claude-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-sales-call-prep-assistant-skill-by-onewave-ai-claude-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-sales-call-prep-assistant-skill-by-onewave-ai-claude-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-sales-call-prep-assistant-skill-by-onewave-ai-claude-skills/install.json"}},{"id":"playbooks:skills-mindrally-skills-accessibility-a11y","slug":"playbooks-accessibility-a11y-skill-by-mindrally-skills","name":"accessibility-a11y skill by mindrally/skills","summary":"Implement web accessibility (a11y) best practices following WCAG guidelines to create inclusive, accessible user interfaces.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/mindrally/skills/accessibility-a11y","roleFamily":"Coding & Development","fitScore":62,"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"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-accessibility-a11y-skill-by-mindrally-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-accessibility-a11y-skill-by-mindrally-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-accessibility-a11y-skill-by-mindrally-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-accessibility-a11y-skill-by-mindrally-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-accessibility-a11y-skill-by-mindrally-skills/install.json"}},{"id":"playbooks:skills-mindrally-skills-langchain-development","slug":"playbooks-langchain-development-skill-by-mindrally-skills","name":"langchain-development skill by mindrally/skills","summary":"Expert guidance for LangChain and LangGraph development with Python, covering chain composition, agents, memory, and RAG implementations.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/mindrally/skills/langchain-development","roleFamily":"Coding & Development","fitScore":62,"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"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-langchain-development-skill-by-mindrally-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-langchain-development-skill-by-mindrally-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain-development-skill-by-mindrally-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain-development-skill-by-mindrally-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-development-skill-by-mindrally-skills/install.json"}},{"id":"claudemarketplaces:skills-sendaifun-skills-solana-agent-kit","slug":"claudemarketplaces-solana-agent-kit","name":"solana-agent-kit","summary":"This is SendAI's open-source toolkit for building AI agents that can autonomously execute Solana blockchain operations. It wraps 60+ actions across tokens, NFTs, DeFi protocols like Jupiter and Raydium, staking, and bridging into a plugin architecture that works with LangChain, Vercel AI SDK, or Claude via MCP. You'd reach for this when you want an AI agent...","type":"skill","source":"claudemarketplaces","sourceUrl":"https://claudemarketplaces.com/skills/sendaifun/skills/solana-agent-kit","roleFamily":"Coding & Development","fitScore":62,"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","sdk"],"capabilities":["Workflow automation","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/claudemarketplaces-solana-agent-kit","urls":{"profileJson":"https://agentstaffer.com/skills/claudemarketplaces-solana-agent-kit/profile.json","trustJson":"https://agentstaffer.com/skills/claudemarketplaces-solana-agent-kit/trust.json","trialJson":"https://agentstaffer.com/skills/claudemarketplaces-solana-agent-kit/trial.json","installJson":"https://agentstaffer.com/skills/claudemarketplaces-solana-agent-kit/install.json"}},{"id":"github:modelengine-group/nexent","slug":"github-modelengine-group-nexent","name":"ModelEngine-Group/nexent","summary":"Nexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles — unified tools, skills, memory, and orchestration with built-in constraints, feedback loops, and control planes.","type":"skill","source":"github","sourceUrl":"https://github.com/ModelEngine-Group/nexent","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"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package"],"profileUrl":"https://agentstaffer.com/skills/github-modelengine-group-nexent","urls":{"profileJson":"https://agentstaffer.com/skills/github-modelengine-group-nexent/profile.json","trustJson":"https://agentstaffer.com/skills/github-modelengine-group-nexent/trust.json","trialJson":"https://agentstaffer.com/skills/github-modelengine-group-nexent/trial.json","installJson":"https://agentstaffer.com/skills/github-modelengine-group-nexent/install.json"}},{"id":"playbooks:skills-madteacher-mad-agents-skills-dart-drift","slug":"playbooks-dart-drift-skill-by-madteacher-mad-agents-skills","name":"dart-drift skill by madteacher/mad-agents-skills","summary":"This skill guides Dart Drift usage for local SQLite and PostgreSQL with type-safe queries, migrations, and reactive streams.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/madteacher/mad-agents-skills/dart-drift","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"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-dart-drift-skill-by-madteacher-mad-agents-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-dart-drift-skill-by-madteacher-mad-agents-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-dart-drift-skill-by-madteacher-mad-agents-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-dart-drift-skill-by-madteacher-mad-agents-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-dart-drift-skill-by-madteacher-mad-agents-skills/install.json"}},{"id":"playbooks:skills-madteacher-mad-agents-skills-flutter-animations","slug":"playbooks-flutter-animations-skill-by-madteacher-mad-agents-skills","name":"flutter-animations skill by madteacher/mad-agents-skills","summary":"This skill helps you implement Flutter animations effectively by choosing implicit, explicit, hero, staggered, and physics-based approaches for smooth UX.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/madteacher/mad-agents-skills/flutter-animations","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","MCP integration","Reusable skill package","Design assistance","Coding assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-flutter-animations-skill-by-madteacher-mad-agents-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-flutter-animations-skill-by-madteacher-mad-agents-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-flutter-animations-skill-by-madteacher-mad-agents-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-flutter-animations-skill-by-madteacher-mad-agents-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-flutter-animations-skill-by-madteacher-mad-agents-skills/install.json"}},{"id":"claudemarketplaces:skills-supercent-io-skills-template-agentic-workflow","slug":"claudemarketplaces-agentic-workflow","name":"agentic-workflow","summary":"This is a reference sheet for developers running AI coding agents day to day. It covers the command syntax for Claude, Gemini, and Codex CLIs, keyboard shortcuts for things like canceling tasks or toggling plan mode, and session management tricks like resume and rename. The Git section shows patterns for auto-generating commits and PRs, plus worktree workfl...","type":"skill","source":"claudemarketplaces","sourceUrl":"https://claudemarketplaces.com/skills/supercent-io/skills-template/agentic-workflow","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"],"capabilities":["Workflow automation","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/claudemarketplaces-agentic-workflow","urls":{"profileJson":"https://agentstaffer.com/skills/claudemarketplaces-agentic-workflow/profile.json","trustJson":"https://agentstaffer.com/skills/claudemarketplaces-agentic-workflow/trust.json","trialJson":"https://agentstaffer.com/skills/claudemarketplaces-agentic-workflow/trial.json","installJson":"https://agentstaffer.com/skills/claudemarketplaces-agentic-workflow/install.json"}},{"id":"claudemarketplaces:skills-vasilyu1983-ai-agents-public-ai-agents","slug":"claudemarketplaces-ai-agents","name":"ai-agents","summary":"This is a production-focused reference for building LLM agents that won't embarrass you in production. It covers the full lifecycle: architecture selection (workflow vs planner vs multi-agent), MCP tool integration, RAG pipelines, guardrails, observability with OpenTelemetry, and deployment patterns. The framework comparison table alone is worth it, compari...","type":"skill","source":"claudemarketplaces","sourceUrl":"https://crossaitools.com/skills/vasilyu1983/ai-agents-public/ai-agents","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/claudemarketplaces-ai-agents","urls":{"profileJson":"https://agentstaffer.com/skills/claudemarketplaces-ai-agents/profile.json","trustJson":"https://agentstaffer.com/skills/claudemarketplaces-ai-agents/trust.json","trialJson":"https://agentstaffer.com/skills/claudemarketplaces-ai-agents/trial.json","installJson":"https://agentstaffer.com/skills/claudemarketplaces-ai-agents/install.json"}},{"id":"claudemarketplaces:skills-thienanblog-awesome-ai-agent-skills-laravel-11-12-app-guidelines","slug":"claudemarketplaces-laravel-11-12-app-guidelines","name":"laravel-11-12-app-guidelines","summary":"A structured workflow for Laravel 11/12 projects that detects your stack (API-only, Inertia+React, Livewire, Blade) and adjusts accordingly. It enforces reading AGENTS.md and docs/ first, uses Laravel Boost MCP tools for searching framework docs and inspecting routes, and follows modern Laravel conventions like bootstrap/app.php configuration and Form Reque...","type":"skill","source":"claudemarketplaces","sourceUrl":"https://claudemarketplaces.com/skills/thienanblog/awesome-ai-agent-skills/laravel-11-12-app-guidelines","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"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/claudemarketplaces-laravel-11-12-app-guidelines","urls":{"profileJson":"https://agentstaffer.com/skills/claudemarketplaces-laravel-11-12-app-guidelines/profile.json","trustJson":"https://agentstaffer.com/skills/claudemarketplaces-laravel-11-12-app-guidelines/trust.json","trialJson":"https://agentstaffer.com/skills/claudemarketplaces-laravel-11-12-app-guidelines/trial.json","installJson":"https://agentstaffer.com/skills/claudemarketplaces-laravel-11-12-app-guidelines/install.json"}},{"id":"skillsdirectory:skills-xixu-me-skills-cli","slug":"skillsdirectory-skills-cli","name":"Skills Cli","summary":"Use when users ask to discover, install, list, check, update, remove, back up, restore, sync, or initialize Agent Skills, mention `bunx skills`, `npx skills`, `skills.sh`, or `skills-lock.json`, ask \"find a skill for X\", or want help extending agent capabilities with installable skills.","type":"skill","source":"skillsdirectory","sourceUrl":"https://www.skillsdirectory.com/skills/xixu-me-skills-cli","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Verified source","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"],"capabilities":["Workflow automation","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Prompt operations","RAG","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/skillsdirectory-skills-cli","urls":{"profileJson":"https://agentstaffer.com/skills/skillsdirectory-skills-cli/profile.json","trustJson":"https://agentstaffer.com/skills/skillsdirectory-skills-cli/trust.json","trialJson":"https://agentstaffer.com/skills/skillsdirectory-skills-cli/trial.json","installJson":"https://agentstaffer.com/skills/skillsdirectory-skills-cli/install.json"}},{"id":"npm:@esankhan3/anvil-cli","slug":"npm-esankhan3-anvil-cli","name":"@esankhan3/anvil-cli","summary":"Anvil — AI-powered feature development pipeline (CLI + dashboard)","type":"skill","source":"npm","sourceUrl":"https://www.npmjs.com/package/@esankhan3/anvil-cli","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","MCP integration","Chat interface","Reusable skill package"],"profileUrl":"https://agentstaffer.com/skills/npm-esankhan3-anvil-cli","urls":{"profileJson":"https://agentstaffer.com/skills/npm-esankhan3-anvil-cli/profile.json","trustJson":"https://agentstaffer.com/skills/npm-esankhan3-anvil-cli/trust.json","trialJson":"https://agentstaffer.com/skills/npm-esankhan3-anvil-cli/trial.json","installJson":"https://agentstaffer.com/skills/npm-esankhan3-anvil-cli/install.json"}}],"pagination":{"page":208,"pageSize":12,"totalItems":4993,"totalPages":417,"nextPageUrl":"https://agentstaffer.com/roles/mcp-tool-integration.json?page=209","prevPageUrl":"https://agentstaffer.com/roles/mcp-tool-integration.json?page=207","nextHtmlUrl":"https://agentstaffer.com/roles/mcp-tool-integration?page=209","prevHtmlUrl":"https://agentstaffer.com/roles/mcp-tool-integration?page=207"},"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-onewave-ai-claude-skills-sales-call-prep-assistant","name":"sales-call-prep-assistant skill by onewave-ai/claude-skills","profileJson":"https://agentstaffer.com/skills/playbooks-sales-call-prep-assistant-skill-by-onewave-ai-claude-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-sales-call-prep-assistant-skill-by-onewave-ai-claude-skills/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"playbooks:skills-mindrally-skills-accessibility-a11y","name":"accessibility-a11y skill by mindrally/skills","profileJson":"https://agentstaffer.com/skills/playbooks-accessibility-a11y-skill-by-mindrally-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-accessibility-a11y-skill-by-mindrally-skills/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"playbooks:skills-mindrally-skills-langchain-development","name":"langchain-development skill by mindrally/skills","profileJson":"https://agentstaffer.com/skills/playbooks-langchain-development-skill-by-mindrally-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-development-skill-by-mindrally-skills/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"claudemarketplaces:skills-sendaifun-skills-solana-agent-kit","name":"solana-agent-kit","profileJson":"https://agentstaffer.com/skills/claudemarketplaces-solana-agent-kit/profile.json","installJson":"https://agentstaffer.com/skills/claudemarketplaces-solana-agent-kit/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=208","explore":"https://agentstaffer.com/explore?role=mcp-tool-integration&page=208","sitemap":"https://agentstaffer.com/sitemap.xml","llmsTxt":"https://agentstaffer.com/llms.txt","openApi":"https://agentstaffer.com/openapi.json"}}