{"schemaVersion":"agentstaffer.function-category-lite.v1","generatedAt":"2026-10-21T22:21:03.957Z","canonicalUrl":"https://agentstaffer.com/roles/research-knowledge.json?page=24","htmlUrl":"https://agentstaffer.com/roles/research-knowledge?page=24","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/research-knowledge.json?page=24","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/research-knowledge","jsonUrl":"https://agentstaffer.com/agent-categories/research-knowledge.json"},"category":{"id":"research-knowledge","label":"Research & Knowledge","description":"Agents for research, retrieval, memory, knowledge bases, RAG, GraphRAG, and long-context synthesis.","count":4677,"filteredCount":4677,"workScenarios":["Collect and synthesize source-backed research.","Build reusable knowledge assets.","Preserve citations and assumptions for review."],"relatedRoleFamilies":[{"id":"research","label":"Research","description":"Search, retrieve, synthesize, and preserve knowledge with traceable sources.","htmlUrl":"https://agentstaffer.com/role-families/research","jsonUrl":"https://agentstaffer.com/role-families/research.json"},{"id":"data","label":"Data","description":"Connect APIs, databases, warehouses, spreadsheets, analytics, and ETL workflows.","htmlUrl":"https://agentstaffer.com/role-families/data","jsonUrl":"https://agentstaffer.com/role-families/data.json"},{"id":"content","label":"Content","description":"Create, refresh, evaluate, and publish docs, briefs, and reusable knowledge assets.","htmlUrl":"https://agentstaffer.com/role-families/content","jsonUrl":"https://agentstaffer.com/role-families/content.json"}],"recommendedPlaybooks":[{"id":"research-brief-team","name":"Research Brief Team","outcome":"Produce a sourced research memo with reusable context","description":"A team for gathering sources, synthesizing findings, and storing a traceable research outcome.","htmlUrl":"https://agentstaffer.com/playbooks/research-brief-team","jsonUrl":"https://agentstaffer.com/playbooks/research-brief-team.json","launchPacketJsonUrl":"https://agentstaffer.com/playbooks/research-brief-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":"remoteopenclaw:skills-hkuds-cli-anything-cli-hub-meta-skill","slug":"remoteopenclaw-cli-hub-meta-skill","name":"cli-hub-meta-skill","summary":">-","type":"skill","source":"remoteopenclaw","sourceUrl":"https://www.remoteopenclaw.com/skills/hkuds/cli-anything/cli-hub-meta-skill","roleFamily":"Coding & Development","fitScore":70,"trustTier":"High traction","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":["cli","mcp"],"capabilities":["Coding assistance","Reusable skill package","Workflow automation","Multi-agent orchestration","MCP integration","Chat interface","RAG","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/remoteopenclaw-cli-hub-meta-skill","urls":{"profileJson":"https://agentstaffer.com/skills/remoteopenclaw-cli-hub-meta-skill/profile.json","trustJson":"https://agentstaffer.com/skills/remoteopenclaw-cli-hub-meta-skill/trust.json","trialJson":"https://agentstaffer.com/skills/remoteopenclaw-cli-hub-meta-skill/trial.json","installJson":"https://agentstaffer.com/skills/remoteopenclaw-cli-hub-meta-skill/install.json"}},{"id":"awesomeskill:skill-ueberdosis-tiptap-tiptap","slug":"awesomeskill-tiptap","name":"tiptap","summary":"Helps coding agents integrate and work with the Tiptap rich text editor. Use when building or modifying a rich text editor with Tiptap, installing Tiptap extensions, or implementing features like collaboration, comments, AI, or document conversion.","type":"skill","source":"awesomeskill","sourceUrl":"https://awesomeskill.ai/skill/ueberdosis-tiptap-tiptap","roleFamily":"Coding & Development","fitScore":70,"trustTier":"High traction","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":["Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance","Prompt operations","Workflow automation"],"profileUrl":"https://agentstaffer.com/skills/awesomeskill-tiptap","urls":{"profileJson":"https://agentstaffer.com/skills/awesomeskill-tiptap/profile.json","trustJson":"https://agentstaffer.com/skills/awesomeskill-tiptap/trust.json","trialJson":"https://agentstaffer.com/skills/awesomeskill-tiptap/trial.json","installJson":"https://agentstaffer.com/skills/awesomeskill-tiptap/install.json"}},{"id":"remoteopenclaw:skills-wshobson-agents-protect-mcp-setup","slug":"remoteopenclaw-protect-mcp-setup","name":"protect-mcp-setup","summary":"Configure Cedar policy enforcement and Ed25519 signed receipts for Claude Code tool calls. Use when setting up projects that need cryptographic audit trails, policy-gated tool execution, or compliance-ready evidence of agent actions.","type":"skill","source":"remoteopenclaw","sourceUrl":"https://www.remoteopenclaw.com/skills/wshobson/agents/protect-mcp-setup","roleFamily":"Coding & Development","fitScore":70,"trustTier":"High traction","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":["Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Chat interface","Workflow automation","Design assistance","RAG"],"profileUrl":"https://agentstaffer.com/skills/remoteopenclaw-protect-mcp-setup","urls":{"profileJson":"https://agentstaffer.com/skills/remoteopenclaw-protect-mcp-setup/profile.json","trustJson":"https://agentstaffer.com/skills/remoteopenclaw-protect-mcp-setup/trust.json","trialJson":"https://agentstaffer.com/skills/remoteopenclaw-protect-mcp-setup/trial.json","installJson":"https://agentstaffer.com/skills/remoteopenclaw-protect-mcp-setup/install.json"}},{"id":"playbooks:skills-refoundai-lenny-skills-writing-specs-designs","slug":"playbooks-writing-specs-designs-skill-by-refoundai-lenny-skills","name":"writing-specs-designs skill by refoundai/lenny-skills","summary":"This skill helps you write effective specs and design documents by guiding fidelity, prototyping, and focus on moving pieces.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/refoundai/lenny-skills/writing-specs-designs","roleFamily":"Coding & Development","fitScore":70,"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","Chat interface"],"profileUrl":"https://agentstaffer.com/skills/playbooks-writing-specs-designs-skill-by-refoundai-lenny-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-writing-specs-designs-skill-by-refoundai-lenny-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-writing-specs-designs-skill-by-refoundai-lenny-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-writing-specs-designs-skill-by-refoundai-lenny-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-writing-specs-designs-skill-by-refoundai-lenny-skills/install.json"}},{"id":"playbooks:skills-alpic-ai-skybridge-chatgpt-app-builder","slug":"playbooks-chatgpt-app-builder-skill-by-alpic-ai-skybridge","name":"chatgpt-app-builder skill by alpic-ai/skybridge","summary":"This skill guides developers through creating and updating ChatGPT apps, from ideation and bootstrapping to deployment and integration with the Skybridge","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/alpic-ai/skybridge/chatgpt-app-builder","roleFamily":"Coding & Development","fitScore":70,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-chatgpt-app-builder-skill-by-alpic-ai-skybridge","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-chatgpt-app-builder-skill-by-alpic-ai-skybridge/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-chatgpt-app-builder-skill-by-alpic-ai-skybridge/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-chatgpt-app-builder-skill-by-alpic-ai-skybridge/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-chatgpt-app-builder-skill-by-alpic-ai-skybridge/install.json"}},{"id":"playbooks:skills-refoundai-lenny-skills-ai-product-strategy","slug":"playbooks-ai-product-strategy-skill-by-refoundai-lenny-skills","name":"ai-product-strategy skill by refoundai/lenny-skills","summary":"This skill helps you define an AI product strategy by guiding build vs buy, architecture, and iteration plans.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/refoundai/lenny-skills/ai-product-strategy","roleFamily":"Coding & Development","fitScore":70,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-ai-product-strategy-skill-by-refoundai-lenny-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-ai-product-strategy-skill-by-refoundai-lenny-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-ai-product-strategy-skill-by-refoundai-lenny-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-ai-product-strategy-skill-by-refoundai-lenny-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-ai-product-strategy-skill-by-refoundai-lenny-skills/install.json"}},{"id":"playbooks:skills-resciencelab-opc-skills-twitter","slug":"playbooks-twitter-skill-by-resciencelab-opc-skills","name":"twitter skill by resciencelab/opc-skills","summary":"This skill retrieves Twitter/X user profiles, tweets, spaces, trends, and interactions via twitterapi.io, enabling rapid social insights.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/resciencelab/opc-skills/twitter","roleFamily":"Coding & Development","fitScore":70,"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","Web data extraction","MCP integration","Reusable skill package","Design assistance","Coding assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-twitter-skill-by-resciencelab-opc-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-twitter-skill-by-resciencelab-opc-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-twitter-skill-by-resciencelab-opc-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-twitter-skill-by-resciencelab-opc-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-twitter-skill-by-resciencelab-opc-skills/install.json"}},{"id":"playbooks:skills-wondelai-skills-web-typography","slug":"playbooks-web-typography-skill-by-wondelai-skills","name":"web-typography skill by wondelai/skills","summary":"This skill helps you choose and pair web typography for readability and performance, guiding line length, hierarchy, and responsive loading.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/wondelai/skills/web-typography","roleFamily":"Coding & Development","fitScore":70,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-web-typography-skill-by-wondelai-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-web-typography-skill-by-wondelai-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-web-typography-skill-by-wondelai-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-web-typography-skill-by-wondelai-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-web-typography-skill-by-wondelai-skills/install.json"}},{"id":"playbooks:skills-better-auth-better-icons-skills","slug":"playbooks-skills-skill-by-better-auth-better-icons","name":"skills skill by better-auth/better-icons","summary":"This skill helps you search and retrieve icons from Iconify libraries via a CLI and MCP server, speeding icon integration.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/better-auth/better-icons/skills","roleFamily":"Coding & Development","fitScore":70,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-skills-skill-by-better-auth-better-icons","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-skills-skill-by-better-auth-better-icons/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-skills-skill-by-better-auth-better-icons/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-skills-skill-by-better-auth-better-icons/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-skills-skill-by-better-auth-better-icons/install.json"}},{"id":"mcpservers:agent-skills-langchain-ai-deep-agents-core","slug":"mcpservers-deep-agents-core","name":"deep-agents-core","summary":"Foundation framework for building multi-step agents with built-in planning, memory, and skill delegation. Provides six core middleware options: task planning, filesystem context management, subagent delegation, persistent memory, human approval workflows, and on-demand skill loading Includes three always-present built-in tools: write_todos for task tracking...","type":"skill","source":"mcpservers","sourceUrl":"https://mcpservers.org/agent-skills/langchain-ai/deep-agents-core","roleFamily":"Coding & Development","fitScore":70,"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/mcpservers-deep-agents-core","urls":{"profileJson":"https://agentstaffer.com/skills/mcpservers-deep-agents-core/profile.json","trustJson":"https://agentstaffer.com/skills/mcpservers-deep-agents-core/trust.json","trialJson":"https://agentstaffer.com/skills/mcpservers-deep-agents-core/trial.json","installJson":"https://agentstaffer.com/skills/mcpservers-deep-agents-core/install.json"}},{"id":"mcpservers:agent-skills-langchain-ai-deep-agents-orchestration","slug":"mcpservers-deep-agents-orchestration","name":"deep-agents-orchestration","summary":"Orchestrate subagents, plan multi-step tasks, and require human approval for sensitive operations. Delegate work to specialized subagents via the task tool; custom subagents support isolated tool sets and system prompts, while the default \"general-purpose\" subagent inherits main agent configuration Plan and track complex workflows with write_todos , organiz...","type":"skill","source":"mcpservers","sourceUrl":"https://mcpservers.org/agent-skills/langchain-ai/deep-agents-orchestration","roleFamily":"Coding & Development","fitScore":70,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/mcpservers-deep-agents-orchestration","urls":{"profileJson":"https://agentstaffer.com/skills/mcpservers-deep-agents-orchestration/profile.json","trustJson":"https://agentstaffer.com/skills/mcpservers-deep-agents-orchestration/trust.json","trialJson":"https://agentstaffer.com/skills/mcpservers-deep-agents-orchestration/trial.json","installJson":"https://agentstaffer.com/skills/mcpservers-deep-agents-orchestration/install.json"}},{"id":"mcpservers:agent-skills-langchain-ai-framework-selection","slug":"mcpservers-framework-selection","name":"framework-selection","summary":"Framework selection guide for LangChain, LangGraph, and Deep Agents layered architecture. Layered frameworks where LangChain provides foundation primitives, LangGraph adds orchestration and control flow, and Deep Agents adds planning, memory, file management, and skill delegation Decision table guides framework choice based on task complexity: LangChain for...","type":"skill","source":"mcpservers","sourceUrl":"https://mcpservers.org/agent-skills/langchain-ai/framework-selection","roleFamily":"Coding & Development","fitScore":70,"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":["RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/mcpservers-framework-selection","urls":{"profileJson":"https://agentstaffer.com/skills/mcpservers-framework-selection/profile.json","trustJson":"https://agentstaffer.com/skills/mcpservers-framework-selection/trust.json","trialJson":"https://agentstaffer.com/skills/mcpservers-framework-selection/trial.json","installJson":"https://agentstaffer.com/skills/mcpservers-framework-selection/install.json"}}],"agents":[{"id":"remoteopenclaw:skills-hkuds-cli-anything-cli-hub-meta-skill","slug":"remoteopenclaw-cli-hub-meta-skill","name":"cli-hub-meta-skill","summary":">-","type":"skill","source":"remoteopenclaw","sourceUrl":"https://www.remoteopenclaw.com/skills/hkuds/cli-anything/cli-hub-meta-skill","roleFamily":"Coding & Development","fitScore":70,"trustTier":"High traction","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":["cli","mcp"],"capabilities":["Coding assistance","Reusable skill package","Workflow automation","Multi-agent orchestration","MCP integration","Chat interface","RAG","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/remoteopenclaw-cli-hub-meta-skill","urls":{"profileJson":"https://agentstaffer.com/skills/remoteopenclaw-cli-hub-meta-skill/profile.json","trustJson":"https://agentstaffer.com/skills/remoteopenclaw-cli-hub-meta-skill/trust.json","trialJson":"https://agentstaffer.com/skills/remoteopenclaw-cli-hub-meta-skill/trial.json","installJson":"https://agentstaffer.com/skills/remoteopenclaw-cli-hub-meta-skill/install.json"}},{"id":"awesomeskill:skill-ueberdosis-tiptap-tiptap","slug":"awesomeskill-tiptap","name":"tiptap","summary":"Helps coding agents integrate and work with the Tiptap rich text editor. Use when building or modifying a rich text editor with Tiptap, installing Tiptap extensions, or implementing features like collaboration, comments, AI, or document conversion.","type":"skill","source":"awesomeskill","sourceUrl":"https://awesomeskill.ai/skill/ueberdosis-tiptap-tiptap","roleFamily":"Coding & Development","fitScore":70,"trustTier":"High traction","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":["Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance","Prompt operations","Workflow automation"],"profileUrl":"https://agentstaffer.com/skills/awesomeskill-tiptap","urls":{"profileJson":"https://agentstaffer.com/skills/awesomeskill-tiptap/profile.json","trustJson":"https://agentstaffer.com/skills/awesomeskill-tiptap/trust.json","trialJson":"https://agentstaffer.com/skills/awesomeskill-tiptap/trial.json","installJson":"https://agentstaffer.com/skills/awesomeskill-tiptap/install.json"}},{"id":"remoteopenclaw:skills-wshobson-agents-protect-mcp-setup","slug":"remoteopenclaw-protect-mcp-setup","name":"protect-mcp-setup","summary":"Configure Cedar policy enforcement and Ed25519 signed receipts for Claude Code tool calls. Use when setting up projects that need cryptographic audit trails, policy-gated tool execution, or compliance-ready evidence of agent actions.","type":"skill","source":"remoteopenclaw","sourceUrl":"https://www.remoteopenclaw.com/skills/wshobson/agents/protect-mcp-setup","roleFamily":"Coding & Development","fitScore":70,"trustTier":"High traction","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":["Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Chat interface","Workflow automation","Design assistance","RAG"],"profileUrl":"https://agentstaffer.com/skills/remoteopenclaw-protect-mcp-setup","urls":{"profileJson":"https://agentstaffer.com/skills/remoteopenclaw-protect-mcp-setup/profile.json","trustJson":"https://agentstaffer.com/skills/remoteopenclaw-protect-mcp-setup/trust.json","trialJson":"https://agentstaffer.com/skills/remoteopenclaw-protect-mcp-setup/trial.json","installJson":"https://agentstaffer.com/skills/remoteopenclaw-protect-mcp-setup/install.json"}},{"id":"playbooks:skills-refoundai-lenny-skills-writing-specs-designs","slug":"playbooks-writing-specs-designs-skill-by-refoundai-lenny-skills","name":"writing-specs-designs skill by refoundai/lenny-skills","summary":"This skill helps you write effective specs and design documents by guiding fidelity, prototyping, and focus on moving pieces.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/refoundai/lenny-skills/writing-specs-designs","roleFamily":"Coding & Development","fitScore":70,"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","Chat interface"],"profileUrl":"https://agentstaffer.com/skills/playbooks-writing-specs-designs-skill-by-refoundai-lenny-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-writing-specs-designs-skill-by-refoundai-lenny-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-writing-specs-designs-skill-by-refoundai-lenny-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-writing-specs-designs-skill-by-refoundai-lenny-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-writing-specs-designs-skill-by-refoundai-lenny-skills/install.json"}},{"id":"playbooks:skills-alpic-ai-skybridge-chatgpt-app-builder","slug":"playbooks-chatgpt-app-builder-skill-by-alpic-ai-skybridge","name":"chatgpt-app-builder skill by alpic-ai/skybridge","summary":"This skill guides developers through creating and updating ChatGPT apps, from ideation and bootstrapping to deployment and integration with the Skybridge","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/alpic-ai/skybridge/chatgpt-app-builder","roleFamily":"Coding & Development","fitScore":70,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-chatgpt-app-builder-skill-by-alpic-ai-skybridge","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-chatgpt-app-builder-skill-by-alpic-ai-skybridge/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-chatgpt-app-builder-skill-by-alpic-ai-skybridge/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-chatgpt-app-builder-skill-by-alpic-ai-skybridge/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-chatgpt-app-builder-skill-by-alpic-ai-skybridge/install.json"}},{"id":"playbooks:skills-refoundai-lenny-skills-ai-product-strategy","slug":"playbooks-ai-product-strategy-skill-by-refoundai-lenny-skills","name":"ai-product-strategy skill by refoundai/lenny-skills","summary":"This skill helps you define an AI product strategy by guiding build vs buy, architecture, and iteration plans.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/refoundai/lenny-skills/ai-product-strategy","roleFamily":"Coding & Development","fitScore":70,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-ai-product-strategy-skill-by-refoundai-lenny-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-ai-product-strategy-skill-by-refoundai-lenny-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-ai-product-strategy-skill-by-refoundai-lenny-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-ai-product-strategy-skill-by-refoundai-lenny-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-ai-product-strategy-skill-by-refoundai-lenny-skills/install.json"}},{"id":"playbooks:skills-resciencelab-opc-skills-twitter","slug":"playbooks-twitter-skill-by-resciencelab-opc-skills","name":"twitter skill by resciencelab/opc-skills","summary":"This skill retrieves Twitter/X user profiles, tweets, spaces, trends, and interactions via twitterapi.io, enabling rapid social insights.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/resciencelab/opc-skills/twitter","roleFamily":"Coding & Development","fitScore":70,"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","Web data extraction","MCP integration","Reusable skill package","Design assistance","Coding assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-twitter-skill-by-resciencelab-opc-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-twitter-skill-by-resciencelab-opc-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-twitter-skill-by-resciencelab-opc-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-twitter-skill-by-resciencelab-opc-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-twitter-skill-by-resciencelab-opc-skills/install.json"}},{"id":"playbooks:skills-wondelai-skills-web-typography","slug":"playbooks-web-typography-skill-by-wondelai-skills","name":"web-typography skill by wondelai/skills","summary":"This skill helps you choose and pair web typography for readability and performance, guiding line length, hierarchy, and responsive loading.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/wondelai/skills/web-typography","roleFamily":"Coding & Development","fitScore":70,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-web-typography-skill-by-wondelai-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-web-typography-skill-by-wondelai-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-web-typography-skill-by-wondelai-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-web-typography-skill-by-wondelai-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-web-typography-skill-by-wondelai-skills/install.json"}},{"id":"playbooks:skills-better-auth-better-icons-skills","slug":"playbooks-skills-skill-by-better-auth-better-icons","name":"skills skill by better-auth/better-icons","summary":"This skill helps you search and retrieve icons from Iconify libraries via a CLI and MCP server, speeding icon integration.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/better-auth/better-icons/skills","roleFamily":"Coding & Development","fitScore":70,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-skills-skill-by-better-auth-better-icons","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-skills-skill-by-better-auth-better-icons/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-skills-skill-by-better-auth-better-icons/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-skills-skill-by-better-auth-better-icons/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-skills-skill-by-better-auth-better-icons/install.json"}},{"id":"mcpservers:agent-skills-langchain-ai-deep-agents-core","slug":"mcpservers-deep-agents-core","name":"deep-agents-core","summary":"Foundation framework for building multi-step agents with built-in planning, memory, and skill delegation. Provides six core middleware options: task planning, filesystem context management, subagent delegation, persistent memory, human approval workflows, and on-demand skill loading Includes three always-present built-in tools: write_todos for task tracking...","type":"skill","source":"mcpservers","sourceUrl":"https://mcpservers.org/agent-skills/langchain-ai/deep-agents-core","roleFamily":"Coding & Development","fitScore":70,"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/mcpservers-deep-agents-core","urls":{"profileJson":"https://agentstaffer.com/skills/mcpservers-deep-agents-core/profile.json","trustJson":"https://agentstaffer.com/skills/mcpservers-deep-agents-core/trust.json","trialJson":"https://agentstaffer.com/skills/mcpservers-deep-agents-core/trial.json","installJson":"https://agentstaffer.com/skills/mcpservers-deep-agents-core/install.json"}},{"id":"mcpservers:agent-skills-langchain-ai-deep-agents-orchestration","slug":"mcpservers-deep-agents-orchestration","name":"deep-agents-orchestration","summary":"Orchestrate subagents, plan multi-step tasks, and require human approval for sensitive operations. Delegate work to specialized subagents via the task tool; custom subagents support isolated tool sets and system prompts, while the default \"general-purpose\" subagent inherits main agent configuration Plan and track complex workflows with write_todos , organiz...","type":"skill","source":"mcpservers","sourceUrl":"https://mcpservers.org/agent-skills/langchain-ai/deep-agents-orchestration","roleFamily":"Coding & Development","fitScore":70,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/mcpservers-deep-agents-orchestration","urls":{"profileJson":"https://agentstaffer.com/skills/mcpservers-deep-agents-orchestration/profile.json","trustJson":"https://agentstaffer.com/skills/mcpservers-deep-agents-orchestration/trust.json","trialJson":"https://agentstaffer.com/skills/mcpservers-deep-agents-orchestration/trial.json","installJson":"https://agentstaffer.com/skills/mcpservers-deep-agents-orchestration/install.json"}},{"id":"mcpservers:agent-skills-langchain-ai-framework-selection","slug":"mcpservers-framework-selection","name":"framework-selection","summary":"Framework selection guide for LangChain, LangGraph, and Deep Agents layered architecture. Layered frameworks where LangChain provides foundation primitives, LangGraph adds orchestration and control flow, and Deep Agents adds planning, memory, file management, and skill delegation Decision table guides framework choice based on task complexity: LangChain for...","type":"skill","source":"mcpservers","sourceUrl":"https://mcpservers.org/agent-skills/langchain-ai/framework-selection","roleFamily":"Coding & Development","fitScore":70,"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":["RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/mcpservers-framework-selection","urls":{"profileJson":"https://agentstaffer.com/skills/mcpservers-framework-selection/profile.json","trustJson":"https://agentstaffer.com/skills/mcpservers-framework-selection/trust.json","trialJson":"https://agentstaffer.com/skills/mcpservers-framework-selection/trial.json","installJson":"https://agentstaffer.com/skills/mcpservers-framework-selection/install.json"}}],"pagination":{"page":24,"pageSize":12,"totalItems":4677,"totalPages":390,"nextPageUrl":"https://agentstaffer.com/roles/research-knowledge.json?page=25","prevPageUrl":"https://agentstaffer.com/roles/research-knowledge.json?page=23","nextHtmlUrl":"https://agentstaffer.com/roles/research-knowledge?page=25","prevHtmlUrl":"https://agentstaffer.com/roles/research-knowledge?page=23"},"filters":{"q":null,"protocol":null,"trust":null,"install":null,"sort":"relevance"},"availableFilters":{"protocols":[{"value":"mcp","label":"MCP","count":4670},{"value":"cli","label":"CLI","count":4569},{"value":"http","label":"HTTP","count":4515},{"value":"sdk","label":"SDK","count":2038},{"value":"a2a","label":"A2A","count":119}],"trust":[{"value":"needs-review","label":"Needs review","count":4505},{"value":"high-traction","label":"High traction","count":146},{"value":"verified-source","label":"Verified source","count":26}],"install":[{"value":"mcp-ready","label":"MCP ready","count":4670},{"value":"source-guide","label":"Source guide","count":4},{"value":"cli-likely","label":"CLI likely","count":2},{"value":"cli-ready","label":"CLI ready","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":"remoteopenclaw:skills-hkuds-cli-anything-cli-hub-meta-skill","name":"cli-hub-meta-skill","profileJson":"https://agentstaffer.com/skills/remoteopenclaw-cli-hub-meta-skill/profile.json","installJson":"https://agentstaffer.com/skills/remoteopenclaw-cli-hub-meta-skill/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"awesomeskill:skill-ueberdosis-tiptap-tiptap","name":"tiptap","profileJson":"https://agentstaffer.com/skills/awesomeskill-tiptap/profile.json","installJson":"https://agentstaffer.com/skills/awesomeskill-tiptap/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"remoteopenclaw:skills-wshobson-agents-protect-mcp-setup","name":"protect-mcp-setup","profileJson":"https://agentstaffer.com/skills/remoteopenclaw-protect-mcp-setup/profile.json","installJson":"https://agentstaffer.com/skills/remoteopenclaw-protect-mcp-setup/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"playbooks:skills-refoundai-lenny-skills-writing-specs-designs","name":"writing-specs-designs skill by refoundai/lenny-skills","profileJson":"https://agentstaffer.com/skills/playbooks-writing-specs-designs-skill-by-refoundai-lenny-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-writing-specs-designs-skill-by-refoundai-lenny-skills/install.json","nextAction":"fetch_profile_then_run_trial"}]},"stats":{"sourceBreakdown":[{"label":"playbooks","count":3475},{"label":"explainx","count":814},{"label":"mcpservers","count":203},{"label":"github","count":34},{"label":"remoteopenclaw","count":27},{"label":"enterprisedna","count":23}],"typeBreakdown":[{"label":"skill","count":3623},{"label":"agent","count":747},{"label":"tool","count":197},{"label":"workflow","count":92},{"label":"model","count":13},{"label":"framework","count":5}],"protocolBreakdown":[{"label":"MCP","count":4670},{"label":"CLI","count":4569},{"label":"HTTP","count":4515},{"label":"SDK","count":2038},{"label":"A2A","count":119}]},"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=research-knowledge&page=24","explore":"https://agentstaffer.com/explore?role=research-knowledge&page=24","sitemap":"https://agentstaffer.com/sitemap.xml","llmsTxt":"https://agentstaffer.com/llms.txt","openApi":"https://agentstaffer.com/openapi.json"}}