{"schemaVersion":"agentstaffer.function-category-lite.v1","generatedAt":"2026-10-23T19:10:33.261Z","canonicalUrl":"https://agentstaffer.com/roles/research-knowledge.json?page=116","htmlUrl":"https://agentstaffer.com/roles/research-knowledge?page=116","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=116","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":"playbooks:skills-greyhaven-ai-claude-code-config-llm-project-development","slug":"playbooks-llm-project-development-skill-by-greyhaven-ai-claude-code-config","name":"llm-project-development skill by greyhaven-ai/claude-code-config","summary":"This skill helps you design and validate production LLM apps with deterministic pipelines, state management, and cost-aware workflows.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/greyhaven-ai/claude-code-config/llm-project-development","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Chat interface","Reusable skill package"],"profileUrl":"https://agentstaffer.com/skills/playbooks-llm-project-development-skill-by-greyhaven-ai-claude-code-config","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-llm-project-development-skill-by-greyhaven-ai-claude-code-config/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-llm-project-development-skill-by-greyhaven-ai-claude-code-config/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-llm-project-development-skill-by-greyhaven-ai-claude-code-config/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-llm-project-development-skill-by-greyhaven-ai-claude-code-config/install.json"}},{"id":"explainx:agents-lm-studio","slug":"explainx-lm-studio","name":"LM Studio","summary":"Discover, download, and run local LLMs","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/lm-studio","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-lm-studio","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-lm-studio/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-lm-studio/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-lm-studio/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-lm-studio/install.json"}},{"id":"playbooks:skills-levnikolaevich-claude-code-skills-ln-712-nuget-upgrader","slug":"playbooks-ln-712-nuget-upgrader-skill-by-levnikolaevich-claude-code-skills","name":"ln-712-nuget-upgrader skill by levnikolaevich/claude-code-skills","summary":"This skill upgrades .NET NuGet packages with automatic breaking change detection and migration guidance for safer project upgrades.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/levnikolaevich/claude-code-skills/ln-712-nuget-upgrader","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-ln-712-nuget-upgrader-skill-by-levnikolaevich-claude-code-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-ln-712-nuget-upgrader-skill-by-levnikolaevich-claude-code-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-ln-712-nuget-upgrader-skill-by-levnikolaevich-claude-code-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-ln-712-nuget-upgrader-skill-by-levnikolaevich-claude-code-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-ln-712-nuget-upgrader-skill-by-levnikolaevich-claude-code-skills/install.json"}},{"id":"playbooks:skills-openclaw-skills-lobster-bio-dev","slug":"playbooks-lobster-bio-dev-skill-by-openclaw-skills","name":"lobster-bio-dev skill by openclaw/skills","summary":"This skill guides you in developing and extending Lobster AI, from architecture understanding to creating agents and services and writing tests.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/lobster-bio-dev","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-lobster-bio-dev-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-lobster-bio-dev-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-lobster-bio-dev-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-lobster-bio-dev-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-lobster-bio-dev-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-openclaw-skills-lobster-market","slug":"playbooks-lobster-market-skill-by-openclaw-skills","name":"lobster-market skill by openclaw/skills","summary":"This skill helps you manage the Lobster Market by registering agents, publishing skills, discovering and invoking services, and handling wallets through","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/lobster-market","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","a2a"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/playbooks-lobster-market-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-lobster-market-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-lobster-market-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-lobster-market-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-lobster-market-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-louloulin-claude-agent-sdk-logging-monitoring","slug":"playbooks-logging-monitoring-skill-by-louloulin-claude-agent-sdk","name":"logging-monitoring skill by louloulin/claude-agent-sdk","summary":"This skill helps you implement comprehensive logging, metrics, and tracing for distributed systems to improve observability and reliability.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/louloulin/claude-agent-sdk/logging-monitoring","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-logging-monitoring-skill-by-louloulin-claude-agent-sdk","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-logging-monitoring-skill-by-louloulin-claude-agent-sdk/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-logging-monitoring-skill-by-louloulin-claude-agent-sdk/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-logging-monitoring-skill-by-louloulin-claude-agent-sdk/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-logging-monitoring-skill-by-louloulin-claude-agent-sdk/install.json"}},{"id":"playbooks:skills-openclaw-skills-logging-observability","slug":"playbooks-logging-observability-skill-by-openclaw-skills","name":"logging-observability skill by openclaw/skills","summary":"This skill helps you implement structured logging, tracing, and metrics to build observable Python services with OpenTelemetry and Prometheus.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/logging-observability","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-logging-observability-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-logging-observability-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-logging-observability-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-logging-observability-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-logging-observability-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-jeremylongshore-claude-code-plugins-plus-skills-lokalise-common-errors","slug":"playbooks-lokalise-common-errors-skill-by-jeremylongshore-claude-code-plugins-plus-skills","name":"lokalise-common-errors skill by jeremylongshore/claude-code-plugins-plus-skills","summary":"This skill helps you diagnose and fix Lokalise errors quickly by mapping common codes to proven solutions and step-by-step guidance.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/jeremylongshore/claude-code-plugins-plus-skills/lokalise-common-errors","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-lokalise-common-errors-skill-by-jeremylongshore-claude-code-plugins-plus-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-lokalise-common-errors-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-lokalise-common-errors-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-lokalise-common-errors-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-lokalise-common-errors-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json"}},{"id":"playbooks:skills-jeremylongshore-claude-code-plugins-plus-skills-lokalise-debug-bundle","slug":"playbooks-lokalise-debug-bundle-skill-by-jeremylongshore-claude-code-plugins-plus-skills","name":"lokalise-debug-bundle skill by jeremylongshore/claude-code-plugins-plus-skills","summary":"This skill helps you gather comprehensive Lokalise diagnostic data and generate redactable bundles to accelerate support tickets and troubleshooting.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/jeremylongshore/claude-code-plugins-plus-skills/lokalise-debug-bundle","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-lokalise-debug-bundle-skill-by-jeremylongshore-claude-code-plugins-plus-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-lokalise-debug-bundle-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-lokalise-debug-bundle-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-lokalise-debug-bundle-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-lokalise-debug-bundle-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json"}},{"id":"playbooks:skills-jeremylongshore-claude-code-plugins-plus-skills-lokalise-security-basics","slug":"playbooks-lokalise-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills","name":"lokalise-security-basics skill by jeremylongshore/claude-code-plugins-plus-skills","summary":"This skill helps you secure Lokalise API tokens and enforce least privilege by applying best practices across environment setup, token rotation, and webhook","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/jeremylongshore/claude-code-plugins-plus-skills/lokalise-security-basics","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-lokalise-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-lokalise-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-lokalise-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-lokalise-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-lokalise-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json"}},{"id":"playbooks:skills-xfstudio-skills-loki-mode","slug":"playbooks-loki-mode-skill-by-xfstudio-skills","name":"loki-mode skill by xfstudio/skills","summary":"This skill orchestrates 100+ agents to convert PRDs into revenue-generating products with zero human intervention.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/xfstudio/skills/loki-mode","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-loki-mode-skill-by-xfstudio-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-loki-mode-skill-by-xfstudio-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-loki-mode-skill-by-xfstudio-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-loki-mode-skill-by-xfstudio-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-loki-mode-skill-by-xfstudio-skills/install.json"}},{"id":"playbooks:skills-openclaw-skills-lybic-sandbox","slug":"playbooks-lybic-sandbox-skill-by-openclaw-skills","name":"lybic-sandbox skill by openclaw/skills","summary":"This skill helps you control Lybic cloud sandboxes to run code, automate GUI tasks, and debug with logs and screenshots.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/lybic-sandbox","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-lybic-sandbox-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-lybic-sandbox-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-lybic-sandbox-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-lybic-sandbox-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-lybic-sandbox-skill-by-openclaw-skills/install.json"}}],"agents":[{"id":"playbooks:skills-greyhaven-ai-claude-code-config-llm-project-development","slug":"playbooks-llm-project-development-skill-by-greyhaven-ai-claude-code-config","name":"llm-project-development skill by greyhaven-ai/claude-code-config","summary":"This skill helps you design and validate production LLM apps with deterministic pipelines, state management, and cost-aware workflows.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/greyhaven-ai/claude-code-config/llm-project-development","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Chat interface","Reusable skill package"],"profileUrl":"https://agentstaffer.com/skills/playbooks-llm-project-development-skill-by-greyhaven-ai-claude-code-config","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-llm-project-development-skill-by-greyhaven-ai-claude-code-config/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-llm-project-development-skill-by-greyhaven-ai-claude-code-config/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-llm-project-development-skill-by-greyhaven-ai-claude-code-config/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-llm-project-development-skill-by-greyhaven-ai-claude-code-config/install.json"}},{"id":"explainx:agents-lm-studio","slug":"explainx-lm-studio","name":"LM Studio","summary":"Discover, download, and run local LLMs","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/lm-studio","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-lm-studio","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-lm-studio/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-lm-studio/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-lm-studio/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-lm-studio/install.json"}},{"id":"playbooks:skills-levnikolaevich-claude-code-skills-ln-712-nuget-upgrader","slug":"playbooks-ln-712-nuget-upgrader-skill-by-levnikolaevich-claude-code-skills","name":"ln-712-nuget-upgrader skill by levnikolaevich/claude-code-skills","summary":"This skill upgrades .NET NuGet packages with automatic breaking change detection and migration guidance for safer project upgrades.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/levnikolaevich/claude-code-skills/ln-712-nuget-upgrader","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-ln-712-nuget-upgrader-skill-by-levnikolaevich-claude-code-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-ln-712-nuget-upgrader-skill-by-levnikolaevich-claude-code-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-ln-712-nuget-upgrader-skill-by-levnikolaevich-claude-code-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-ln-712-nuget-upgrader-skill-by-levnikolaevich-claude-code-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-ln-712-nuget-upgrader-skill-by-levnikolaevich-claude-code-skills/install.json"}},{"id":"playbooks:skills-openclaw-skills-lobster-bio-dev","slug":"playbooks-lobster-bio-dev-skill-by-openclaw-skills","name":"lobster-bio-dev skill by openclaw/skills","summary":"This skill guides you in developing and extending Lobster AI, from architecture understanding to creating agents and services and writing tests.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/lobster-bio-dev","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-lobster-bio-dev-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-lobster-bio-dev-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-lobster-bio-dev-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-lobster-bio-dev-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-lobster-bio-dev-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-openclaw-skills-lobster-market","slug":"playbooks-lobster-market-skill-by-openclaw-skills","name":"lobster-market skill by openclaw/skills","summary":"This skill helps you manage the Lobster Market by registering agents, publishing skills, discovering and invoking services, and handling wallets through","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/lobster-market","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","a2a"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/playbooks-lobster-market-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-lobster-market-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-lobster-market-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-lobster-market-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-lobster-market-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-louloulin-claude-agent-sdk-logging-monitoring","slug":"playbooks-logging-monitoring-skill-by-louloulin-claude-agent-sdk","name":"logging-monitoring skill by louloulin/claude-agent-sdk","summary":"This skill helps you implement comprehensive logging, metrics, and tracing for distributed systems to improve observability and reliability.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/louloulin/claude-agent-sdk/logging-monitoring","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-logging-monitoring-skill-by-louloulin-claude-agent-sdk","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-logging-monitoring-skill-by-louloulin-claude-agent-sdk/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-logging-monitoring-skill-by-louloulin-claude-agent-sdk/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-logging-monitoring-skill-by-louloulin-claude-agent-sdk/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-logging-monitoring-skill-by-louloulin-claude-agent-sdk/install.json"}},{"id":"playbooks:skills-openclaw-skills-logging-observability","slug":"playbooks-logging-observability-skill-by-openclaw-skills","name":"logging-observability skill by openclaw/skills","summary":"This skill helps you implement structured logging, tracing, and metrics to build observable Python services with OpenTelemetry and Prometheus.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/logging-observability","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-logging-observability-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-logging-observability-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-logging-observability-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-logging-observability-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-logging-observability-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-jeremylongshore-claude-code-plugins-plus-skills-lokalise-common-errors","slug":"playbooks-lokalise-common-errors-skill-by-jeremylongshore-claude-code-plugins-plus-skills","name":"lokalise-common-errors skill by jeremylongshore/claude-code-plugins-plus-skills","summary":"This skill helps you diagnose and fix Lokalise errors quickly by mapping common codes to proven solutions and step-by-step guidance.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/jeremylongshore/claude-code-plugins-plus-skills/lokalise-common-errors","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-lokalise-common-errors-skill-by-jeremylongshore-claude-code-plugins-plus-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-lokalise-common-errors-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-lokalise-common-errors-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-lokalise-common-errors-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-lokalise-common-errors-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json"}},{"id":"playbooks:skills-jeremylongshore-claude-code-plugins-plus-skills-lokalise-debug-bundle","slug":"playbooks-lokalise-debug-bundle-skill-by-jeremylongshore-claude-code-plugins-plus-skills","name":"lokalise-debug-bundle skill by jeremylongshore/claude-code-plugins-plus-skills","summary":"This skill helps you gather comprehensive Lokalise diagnostic data and generate redactable bundles to accelerate support tickets and troubleshooting.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/jeremylongshore/claude-code-plugins-plus-skills/lokalise-debug-bundle","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-lokalise-debug-bundle-skill-by-jeremylongshore-claude-code-plugins-plus-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-lokalise-debug-bundle-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-lokalise-debug-bundle-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-lokalise-debug-bundle-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-lokalise-debug-bundle-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json"}},{"id":"playbooks:skills-jeremylongshore-claude-code-plugins-plus-skills-lokalise-security-basics","slug":"playbooks-lokalise-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills","name":"lokalise-security-basics skill by jeremylongshore/claude-code-plugins-plus-skills","summary":"This skill helps you secure Lokalise API tokens and enforce least privilege by applying best practices across environment setup, token rotation, and webhook","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/jeremylongshore/claude-code-plugins-plus-skills/lokalise-security-basics","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-lokalise-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-lokalise-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-lokalise-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-lokalise-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-lokalise-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json"}},{"id":"playbooks:skills-xfstudio-skills-loki-mode","slug":"playbooks-loki-mode-skill-by-xfstudio-skills","name":"loki-mode skill by xfstudio/skills","summary":"This skill orchestrates 100+ agents to convert PRDs into revenue-generating products with zero human intervention.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/xfstudio/skills/loki-mode","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-loki-mode-skill-by-xfstudio-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-loki-mode-skill-by-xfstudio-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-loki-mode-skill-by-xfstudio-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-loki-mode-skill-by-xfstudio-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-loki-mode-skill-by-xfstudio-skills/install.json"}},{"id":"playbooks:skills-openclaw-skills-lybic-sandbox","slug":"playbooks-lybic-sandbox-skill-by-openclaw-skills","name":"lybic-sandbox skill by openclaw/skills","summary":"This skill helps you control Lybic cloud sandboxes to run code, automate GUI tasks, and debug with logs and screenshots.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/lybic-sandbox","roleFamily":"Coding & Development","fitScore":66,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-lybic-sandbox-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-lybic-sandbox-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-lybic-sandbox-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-lybic-sandbox-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-lybic-sandbox-skill-by-openclaw-skills/install.json"}}],"pagination":{"page":116,"pageSize":12,"totalItems":4677,"totalPages":390,"nextPageUrl":"https://agentstaffer.com/roles/research-knowledge.json?page=117","prevPageUrl":"https://agentstaffer.com/roles/research-knowledge.json?page=115","nextHtmlUrl":"https://agentstaffer.com/roles/research-knowledge?page=117","prevHtmlUrl":"https://agentstaffer.com/roles/research-knowledge?page=115"},"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":"playbooks:skills-greyhaven-ai-claude-code-config-llm-project-development","name":"llm-project-development skill by greyhaven-ai/claude-code-config","profileJson":"https://agentstaffer.com/skills/playbooks-llm-project-development-skill-by-greyhaven-ai-claude-code-config/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-llm-project-development-skill-by-greyhaven-ai-claude-code-config/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"explainx:agents-lm-studio","name":"LM Studio","profileJson":"https://agentstaffer.com/mcp/explainx-lm-studio/profile.json","installJson":"https://agentstaffer.com/mcp/explainx-lm-studio/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"playbooks:skills-levnikolaevich-claude-code-skills-ln-712-nuget-upgrader","name":"ln-712-nuget-upgrader skill by levnikolaevich/claude-code-skills","profileJson":"https://agentstaffer.com/skills/playbooks-ln-712-nuget-upgrader-skill-by-levnikolaevich-claude-code-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-ln-712-nuget-upgrader-skill-by-levnikolaevich-claude-code-skills/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"playbooks:skills-openclaw-skills-lobster-bio-dev","name":"lobster-bio-dev skill by openclaw/skills","profileJson":"https://agentstaffer.com/skills/playbooks-lobster-bio-dev-skill-by-openclaw-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-lobster-bio-dev-skill-by-openclaw-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=116","explore":"https://agentstaffer.com/explore?role=research-knowledge&page=116","sitemap":"https://agentstaffer.com/sitemap.xml","llmsTxt":"https://agentstaffer.com/llms.txt","openApi":"https://agentstaffer.com/openapi.json"}}