{"schemaVersion":"agentstaffer.inventory-index-db-lite.v1","generatedAt":"2026-10-28T03:35:23.857Z","canonicalUrl":"https://agentstaffer.com/agents.json?page=145","htmlUrl":"https://agentstaffer.com/agents?page=145","kind":"agents","count":146396,"data":[{"id":"mcpservers:agent-skills-langchain-ai-langchain-oss-primer","slug":"mcpservers-langchain-oss-primer","name":"langchain-oss-primer","type":"skill","source":"mcpservers","sourceUrl":"https://mcpservers.org/agent-skills/langchain-ai/langchain-oss-primer","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/mcpservers-langchain-oss-primer/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/mcpservers-langchain-oss-primer/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer","canonicalProfileUrl":"https://agentstaffer.com/agents/mcpservers-langchain-oss-primer","summary":"ALWAYS START HERE for any LangChain, Deep Agents, or LangGraph agent building project. Required starting point before choosing other skills or writing any…","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"tags":["skills","langchain-ai","skill","langchain-oss-primer","more skills from langchain-ai"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-15T15:13:52.440Z","relevanceScore":136,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"ALWAYS START HERE for any LangChain, Deep Agents, or LangGraph agent building project. Required starting point before choosing other skills or writing any…","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Engineering teams testing coding agents or skill packs","Builders comparing multi-agent orchestration patterns"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/profile.json","installJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/install.json","trustJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/trust.json","trialJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=mcpservers-langchain-oss-primer"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/profile.json","scoreJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/score.json","evidenceJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/evidence.json","trustJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/trust.json","trialJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/trial.json","installJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=mcpservers-langchain-oss-primer"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["mcpservers-langchain-oss-primer"],"htmlUrl":"https://agentstaffer.com/compare?ids=mcpservers-langchain-oss-primer","jsonUrl":"https://agentstaffer.com/compare.json?ids=mcpservers-langchain-oss-primer"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer","canonicalProfile":"https://agentstaffer.com/agents/mcpservers-langchain-oss-primer","typedProfile":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer","profileJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/profile.json","scoreJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/score.json","evidenceJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/evidence.json","trustJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/trust.json","trialJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/trial.json","historyJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/history.json","installJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/install.json","similarJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/mcpservers-langchain-oss-primer/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/mcpservers-langchain-oss-primer/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=mcpservers-langchain-oss-primer","compareJson":"https://agentstaffer.com/compare.json?ids=mcpservers-langchain-oss-primer","source":"https://mcpservers.org/agent-skills/langchain-ai/langchain-oss-primer"}},{"id":"playbooks:skills-jeremylongshore-claude-code-plugins-plus-skills-langchain-prod-checklist","slug":"playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills","name":"langchain-prod-checklist skill by jeremylongshore/claude-code-plugins-plus-skills","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/jeremylongshore/claude-code-plugins-plus-skills/langchain-prod-checklist","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills","canonicalProfileUrl":"https://agentstaffer.com/agents/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills","summary":"This skill helps you validate and approve LangChain production readiness by guiding configuration, observability, security, and deployment checks.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["skills","langchain-prod-checklist skill","overview","how this skill works","when to use it","best practices","example use cases","faq"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-09T15:34:07.988Z","relevanceScore":136,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"This skill helps you validate and approve LangChain production readiness by guiding configuration, observability, security, and deployment checks.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills"],"htmlUrl":"https://agentstaffer.com/compare?ids=playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills","jsonUrl":"https://agentstaffer.com/compare.json?ids=playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills","canonicalProfile":"https://agentstaffer.com/agents/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills","typedProfile":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills","profileJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trial.json","historyJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/history.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json","similarJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills","source":"https://playbooks.com/skills/jeremylongshore/claude-code-plugins-plus-skills/langchain-prod-checklist"}},{"id":"playbooks:skills-jeremylongshore-claude-code-plugins-plus-skills-langchain-reference-architecture","slug":"playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills","name":"langchain-reference-architecture skill by jeremylongshore/claude-code-plugins-plus-skills","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/jeremylongshore/claude-code-plugins-plus-skills/langchain-reference-architecture","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills","canonicalProfileUrl":"https://agentstaffer.com/agents/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills","summary":"This skill helps design production-ready LangChain architectures with scalable patterns, provider abstraction, and chain management for enterprise LLM","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["skills","langchain-reference-architecture skill","overview","how this skill works","when to use it","best practices","example use cases","faq"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-09T15:34:08.051Z","relevanceScore":136,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"This skill helps design production-ready LangChain architectures with scalable patterns, provider abstraction, and chain management for enterprise LLM","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills"],"htmlUrl":"https://agentstaffer.com/compare?ids=playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills","jsonUrl":"https://agentstaffer.com/compare.json?ids=playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills","canonicalProfile":"https://agentstaffer.com/agents/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills","typedProfile":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills","profileJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trial.json","historyJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/history.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json","similarJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills","source":"https://playbooks.com/skills/jeremylongshore/claude-code-plugins-plus-skills/langchain-reference-architecture"}},{"id":"playbooks:skills-jeremylongshore-claude-code-plugins-plus-skills-langchain-security-basics","slug":"playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills","name":"langchain-security-basics skill by jeremylongshore/claude-code-plugins-plus-skills","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/jeremylongshore/claude-code-plugins-plus-skills/langchain-security-basics","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills","canonicalProfileUrl":"https://agentstaffer.com/agents/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills","summary":"This skill helps you implement LangChain security best practices from secrets management to prompt protection for safe production usage.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["skills","langchain-security-basics skill","overview","how this skill works","when to use it","best practices","example use cases","faq"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-09T15:34:08.231Z","relevanceScore":136,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"This skill helps you implement LangChain security best practices from secrets management to prompt protection for safe production usage.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills"],"htmlUrl":"https://agentstaffer.com/compare?ids=playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills","jsonUrl":"https://agentstaffer.com/compare.json?ids=playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills","canonicalProfile":"https://agentstaffer.com/agents/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills","typedProfile":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills","profileJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/trial.json","historyJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/history.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json","similarJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills","source":"https://playbooks.com/skills/jeremylongshore/claude-code-plugins-plus-skills/langchain-security-basics"}},{"id":"playbooks:skills-a5c-ai-babysitter-langchain-tools","slug":"playbooks-langchain-tools-skill-by-a5c-ai-babysitter","name":"langchain-tools skill by a5c-ai/babysitter","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/a5c-ai/babysitter/langchain-tools","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter","canonicalProfileUrl":"https://agentstaffer.com/agents/playbooks-langchain-tools-skill-by-a5c-ai-babysitter","summary":"This skill helps you create and integrate LangChain tools with robust schemas, enabling reliable function calling and resilient tool orchestration.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"tags":["skills","langchain-tools skill","overview","how this skill works","when to use it","best practices","example use cases","faq"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-09T15:18:55.811Z","relevanceScore":136,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"This skill helps you create and integrate LangChain tools with robust schemas, enabling reliable function calling and resilient tool orchestration.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/install.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain-tools-skill-by-a5c-ai-babysitter"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain-tools-skill-by-a5c-ai-babysitter"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["playbooks-langchain-tools-skill-by-a5c-ai-babysitter"],"htmlUrl":"https://agentstaffer.com/compare?ids=playbooks-langchain-tools-skill-by-a5c-ai-babysitter","jsonUrl":"https://agentstaffer.com/compare.json?ids=playbooks-langchain-tools-skill-by-a5c-ai-babysitter"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter","canonicalProfile":"https://agentstaffer.com/agents/playbooks-langchain-tools-skill-by-a5c-ai-babysitter","typedProfile":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter","profileJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/trial.json","historyJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/history.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/install.json","similarJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=playbooks-langchain-tools-skill-by-a5c-ai-babysitter","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain-tools-skill-by-a5c-ai-babysitter","source":"https://playbooks.com/skills/a5c-ai/babysitter/langchain-tools"}},{"id":"playbooks:skills-giuseppe-trisciuoglio-developer-kit-langchain4j-ai-services-patterns","slug":"playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit","name":"langchain4j-ai-services-patterns skill by giuseppe-trisciuoglio/developer-kit","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/giuseppe-trisciuoglio/developer-kit/langchain4j-ai-services-patterns","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit","canonicalProfileUrl":"https://agentstaffer.com/agents/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit","summary":"This skill helps you build declarative, type-safe AI services with LangChain4j in Java, enabling memory, tool integration, and structured outputs.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["skills","langchain4j-ai-services-patterns skill","overview","how this skill works","when to use it","best practices","example use cases","faq"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-09T15:30:12.798Z","relevanceScore":136,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"This skill helps you build declarative, type-safe AI services with LangChain4j in Java, enabling memory, tool integration, and structured outputs.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/install.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit"],"htmlUrl":"https://agentstaffer.com/compare?ids=playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit","jsonUrl":"https://agentstaffer.com/compare.json?ids=playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit","canonicalProfile":"https://agentstaffer.com/agents/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit","typedProfile":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit","profileJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/trial.json","historyJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/history.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/install.json","similarJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit","source":"https://playbooks.com/skills/giuseppe-trisciuoglio/developer-kit/langchain4j-ai-services-patterns"}},{"id":"explainx:skills-giuseppe-trisciuoglio-developer-kit-langchain4j-rag-implementation-patterns","slug":"explainx-langchain4j-rag-implementation-patterns","name":"langchain4j-rag-implementation-patterns","type":"skill","source":"explainx","sourceUrl":"https://explainx.ai/skills/giuseppe-trisciuoglio/developer-kit/langchain4j-rag-implementation-patterns","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/explainx-langchain4j-rag-implementation-patterns/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-langchain4j-rag-implementation-patterns/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns","canonicalProfileUrl":"https://agentstaffer.com/agents/explainx-langchain4j-rag-implementation-patterns","summary":"Complete Retrieval-Augmented Generation systems with LangChain4j for knowledge-enhanced AI applications. \\n \\n Document ingestion pipelines with configurable…","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["skills","langchain4j","rag","implementation","patterns","ai/ml","ai agent skill","giuseppe-trisciuoglio"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-08T16:32:13.287Z","relevanceScore":136,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"Complete Retrieval-Augmented Generation systems with LangChain4j for knowledge-enhanced AI applications. \\n \\n Document ingestion pipelines with configurable…","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/profile.json","installJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/install.json","trustJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/trust.json","trialJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-langchain4j-rag-implementation-patterns"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/profile.json","scoreJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/score.json","evidenceJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/evidence.json","trustJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/trust.json","trialJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/trial.json","installJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-langchain4j-rag-implementation-patterns"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["explainx-langchain4j-rag-implementation-patterns"],"htmlUrl":"https://agentstaffer.com/compare?ids=explainx-langchain4j-rag-implementation-patterns","jsonUrl":"https://agentstaffer.com/compare.json?ids=explainx-langchain4j-rag-implementation-patterns"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns","canonicalProfile":"https://agentstaffer.com/agents/explainx-langchain4j-rag-implementation-patterns","typedProfile":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns","profileJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/profile.json","scoreJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/score.json","evidenceJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/evidence.json","trustJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/trust.json","trialJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/trial.json","historyJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/history.json","installJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/install.json","similarJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-langchain4j-rag-implementation-patterns/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/explainx-langchain4j-rag-implementation-patterns/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=explainx-langchain4j-rag-implementation-patterns","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-langchain4j-rag-implementation-patterns","source":"https://explainx.ai/skills/giuseppe-trisciuoglio/developer-kit/langchain4j-rag-implementation-patterns"}},{"id":"playbooks:skills-giuseppe-trisciuoglio-developer-kit-langchain4j-spring-boot-integration","slug":"playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit","name":"langchain4j-spring-boot-integration skill by giuseppe-trisciuoglio/developer-kit","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/giuseppe-trisciuoglio/developer-kit/langchain4j-spring-boot-integration","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit","canonicalProfileUrl":"https://agentstaffer.com/agents/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit","summary":"This skill helps Spring Boot developers integrate LangChain4j with declarative AI services and auto-configuration for production-grade AI apps.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["skills","langchain4j-spring-boot-integration skill","overview","how this skill works","when to use it","best practices","example use cases","faq"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-09T15:30:12.051Z","relevanceScore":136,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"This skill helps Spring Boot developers integrate LangChain4j with declarative AI services and auto-configuration for production-grade AI apps.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/install.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit"],"htmlUrl":"https://agentstaffer.com/compare?ids=playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit","jsonUrl":"https://agentstaffer.com/compare.json?ids=playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit","canonicalProfile":"https://agentstaffer.com/agents/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit","typedProfile":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit","profileJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/trial.json","historyJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/history.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/install.json","similarJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit","source":"https://playbooks.com/skills/giuseppe-trisciuoglio/developer-kit/langchain4j-spring-boot-integration"}},{"id":"explainx:skills-giuseppe-trisciuoglio-developer-kit-langchain4j-testing-strategies","slug":"explainx-langchain4j-testing-strategies","name":"langchain4j-testing-strategies","type":"skill","source":"explainx","sourceUrl":"https://explainx.ai/skills/giuseppe-trisciuoglio/developer-kit/langchain4j-testing-strategies","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/explainx-langchain4j-testing-strategies/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-langchain4j-testing-strategies/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies","canonicalProfileUrl":"https://agentstaffer.com/agents/explainx-langchain4j-testing-strategies","summary":"Comprehensive testing strategies for LangChain4j applications with mocks, containers, and RAG validation. \\n \\n Provides unit testing patterns with mock mode…","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["skills","langchain4j","testing","strategies","ai/ml","ai agent skill","giuseppe-trisciuoglio","developer-kit"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-08T16:32:30.120Z","relevanceScore":136,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"Comprehensive testing strategies for LangChain4j applications with mocks, containers, and RAG validation. \\n \\n Provides unit testing patterns with mock mode…","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/profile.json","installJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/install.json","trustJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/trust.json","trialJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-langchain4j-testing-strategies"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/profile.json","scoreJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/score.json","evidenceJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/evidence.json","trustJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/trust.json","trialJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/trial.json","installJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-langchain4j-testing-strategies"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["explainx-langchain4j-testing-strategies"],"htmlUrl":"https://agentstaffer.com/compare?ids=explainx-langchain4j-testing-strategies","jsonUrl":"https://agentstaffer.com/compare.json?ids=explainx-langchain4j-testing-strategies"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies","canonicalProfile":"https://agentstaffer.com/agents/explainx-langchain4j-testing-strategies","typedProfile":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies","profileJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/profile.json","scoreJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/score.json","evidenceJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/evidence.json","trustJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/trust.json","trialJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/trial.json","historyJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/history.json","installJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/install.json","similarJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-langchain4j-testing-strategies/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/explainx-langchain4j-testing-strategies/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=explainx-langchain4j-testing-strategies","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-langchain4j-testing-strategies","source":"https://explainx.ai/skills/giuseppe-trisciuoglio/developer-kit/langchain4j-testing-strategies"}},{"id":"playbooks:skills-giuseppe-trisciuoglio-developer-kit-langchain4j-testing-strategies","slug":"playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit","name":"langchain4j-testing-strategies skill by giuseppe-trisciuoglio/developer-kit","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/giuseppe-trisciuoglio/developer-kit/langchain4j-testing-strategies","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit","canonicalProfileUrl":"https://agentstaffer.com/agents/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit","summary":"This skill provides testing strategies for LangChain4J applications, enabling reliable unit, integration, and end-to-end tests with mocks and Testcontainers.","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["skills","langchain4j-testing-strategies skill","overview","how this skill works","when to use it","best practices","example use cases","faq"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-09T15:30:14.111Z","relevanceScore":136,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"This skill provides testing strategies for LangChain4J applications, enabling reliable unit, integration, and end-to-end tests with mocks and Testcontainers.","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/install.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit"],"htmlUrl":"https://agentstaffer.com/compare?ids=playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit","jsonUrl":"https://agentstaffer.com/compare.json?ids=playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit","canonicalProfile":"https://agentstaffer.com/agents/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit","typedProfile":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit","profileJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/profile.json","scoreJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/score.json","evidenceJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/evidence.json","trustJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/trial.json","historyJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/history.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/install.json","similarJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit","compareJson":"https://agentstaffer.com/compare.json?ids=playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit","source":"https://playbooks.com/skills/giuseppe-trisciuoglio/developer-kit/langchain4j-testing-strategies"}},{"id":"explainx:skills-giuseppe-trisciuoglio-developer-kit-langchain4j-tool-function-calling-patterns","slug":"explainx-langchain4j-tool-function-calling-patterns","name":"langchain4j-tool-function-calling-patterns","type":"skill","source":"explainx","sourceUrl":"https://explainx.ai/skills/giuseppe-trisciuoglio/developer-kit/langchain4j-tool-function-calling-patterns","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/explainx-langchain4j-tool-function-calling-patterns/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-langchain4j-tool-function-calling-patterns/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns","canonicalProfileUrl":"https://agentstaffer.com/agents/explainx-langchain4j-tool-function-calling-patterns","summary":"Annotation-based and programmatic tool system for LangChain4j agents to execute external functions, APIs, and services. \\n \\n Define tools using @Tool annota…","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"tags":["skills","langchain4j","tool","function","calling","patterns","ai/ml","ai agent skill"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-08T16:29:36.320Z","relevanceScore":136,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"Annotation-based and programmatic tool system for LangChain4j agents to execute external functions, APIs, and services. \\n \\n Define tools using @Tool annota…","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Engineering teams testing coding agents or skill packs","Builders comparing multi-agent orchestration patterns"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/profile.json","installJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/install.json","trustJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/trust.json","trialJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-langchain4j-tool-function-calling-patterns"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/profile.json","scoreJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/score.json","evidenceJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/evidence.json","trustJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/trust.json","trialJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/trial.json","installJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-langchain4j-tool-function-calling-patterns"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["explainx-langchain4j-tool-function-calling-patterns"],"htmlUrl":"https://agentstaffer.com/compare?ids=explainx-langchain4j-tool-function-calling-patterns","jsonUrl":"https://agentstaffer.com/compare.json?ids=explainx-langchain4j-tool-function-calling-patterns"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns","canonicalProfile":"https://agentstaffer.com/agents/explainx-langchain4j-tool-function-calling-patterns","typedProfile":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns","profileJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/profile.json","scoreJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/score.json","evidenceJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/evidence.json","trustJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/trust.json","trialJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/trial.json","historyJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/history.json","installJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/install.json","similarJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-langchain4j-tool-function-calling-patterns/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/explainx-langchain4j-tool-function-calling-patterns/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=explainx-langchain4j-tool-function-calling-patterns","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-langchain4j-tool-function-calling-patterns","source":"https://explainx.ai/skills/giuseppe-trisciuoglio/developer-kit/langchain4j-tool-function-calling-patterns"}},{"id":"explainx:skills-giuseppe-trisciuoglio-developer-kit-langchain4j-vector-stores-configuration","slug":"explainx-langchain4j-vector-stores-configuration","name":"langchain4j-vector-stores-configuration","type":"skill","source":"explainx","sourceUrl":"https://explainx.ai/skills/giuseppe-trisciuoglio/developer-kit/langchain4j-vector-stores-configuration","license":null,"vendorStatus":{"schemaVersion":"agentstaffer.vendor-status.v1","claimStatus":"unclaimed","claimLabel":"Unclaimed","claimed":false,"claimedBy":null,"ownerProof":null,"verifiedLevel":"unverified","verifiedLabel":"Unverified","ownershipVerified":false,"installVerified":false,"safetyReviewed":false,"trialReviewed":false,"evidenceVerified":false,"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"sponsored":{"active":false,"until":null,"placementRule":"Sponsored visibility can affect exposure only after verification; it does not change scores."},"badges":[],"publicSignals":[{"id":"claim","label":"Claim status","status":"unclaimed","passed":false,"detail":"Unclaimed; maintainer proof can be submitted from /claim."},{"id":"verified","label":"Verified level","status":"unverified","passed":false,"detail":"Unverified"},{"id":"trial","label":"Trial reviewed","status":"not_recorded","passed":false,"detail":"No sandbox trial review is attached yet."},{"id":"verified_launch","label":"Verified Launch","status":"not_issued","passed":false,"detail":"No evidence-backed Verified Launch report is attached."},{"id":"sponsored","label":"Sponsored visibility","status":"inactive","passed":false,"detail":"No active sponsored placement."}],"visibilityReportUrl":"https://agentstaffer.com/vendors/explainx-langchain4j-vector-stores-configuration/visibility-report","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-langchain4j-vector-stores-configuration/visibility-report.json"},"profileUrl":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration","canonicalProfileUrl":"https://agentstaffer.com/agents/explainx-langchain4j-vector-stores-configuration","summary":"LangChain4J vector store configuration for RAG applications with multiple database backends. \\n \\n Supports PostgreSQL/pgvector, Pinecone, MongoDB Atlas, Mil…","roleFamily":"Coding & Development","roleFamilies":["Coding & Development","Workflow Automation","Multi-agent Orchestration","MCP & Tool Integration"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface"],"tags":["skills","langchain4j","vector","stores","configuration","ai/ml","ai agent skill","giuseppe-trisciuoglio"],"protocolSupport":["mcp","http","cli"],"trustLevel":"Needs review","riskTier":{"id":"medium","label":"Medium risk","description":"Important install, trust, or metadata evidence is still thin."},"installReadiness":"MCP ready","sourceActivity":"Source review needed","reviewSignal":"Pending","lastUpdatedAt":"2026-06-08T16:29:46.594Z","relevanceScore":136,"fitScore":61,"recommendation":{"label":"Needs review","score":61},"recommendedAction":"compare","metrics":{"stars":0,"downloads":0,"likes":0,"rating":null,"reviews":0,"externalScore":null,"externalReviews":0},"agentSummary":{"oneLine":"LangChain4J vector store configuration for RAG applications with multiple database backends. \\n \\n Supports PostgreSQL/pgvector, Pinecone, MongoDB Atlas, Mil…","decision":"Needs review","decisionReason":"Needs review trust signal with MCP ready install readiness.","bestFor":["Teams standardizing agent tool access through MCP","Operators building repeatable agent workflows","Engineering teams testing coding agents or skill packs"],"notFor":["Production use before profile, trust, install, and trial evidence are reviewed."]},"answerPolicy":{"schemaVersion":"agentstaffer.answer-policy-index-lite.v1","recommendedStance":"Needs review","mustFetch":{"profileJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/profile.json","installJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/install.json","trustJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/trust.json","trialJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/trial.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-langchain4j-vector-stores-configuration"},"rule":"Fetch profileJson, installJson, trustJson, and trialJson before recommending install, hire, promotion, credential access, or production use."},"hiringPacket":{"schemaVersion":"agentstaffer.hiring-packet-index-lite.v1","recommendedAction":"compare","label":"compare","readyForTrial":true,"readyForPromotion":false,"evidenceLinks":{"profileJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/profile.json","scoreJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/score.json","evidenceJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/evidence.json","trustJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/trust.json","trialJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/trial.json","installJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/install.json","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-langchain4j-vector-stores-configuration"}},"hiringLifecycle":{"stage":"pending","nextAction":"compare","label":"compare","detail":"Fetch profile, trust, install, and trial resources before making a hire decision."},"comparison":{"ids":["explainx-langchain4j-vector-stores-configuration"],"htmlUrl":"https://agentstaffer.com/compare?ids=explainx-langchain4j-vector-stores-configuration","jsonUrl":"https://agentstaffer.com/compare.json?ids=explainx-langchain4j-vector-stores-configuration"},"decisionResources":{"recommendedOrder":["profileJson","scoreJson","evidenceJson","trustJson","trialJson","historyJson","installJson","similarJson","compareJson"],"rule":"Use linked profile resources for full evidence; this index is intentionally compact."},"urls":{"profile":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration","canonicalProfile":"https://agentstaffer.com/agents/explainx-langchain4j-vector-stores-configuration","typedProfile":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration","profileJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/profile.json","scoreJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/score.json","evidenceJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/evidence.json","trustJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/trust.json","trialJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/trial.json","historyJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/history.json","installJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/install.json","similarJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/similar.json","summaryMarkdown":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/summary.md","dossierMarkdown":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/dossier.md","visibilityReportJson":"https://agentstaffer.com/vendors/explainx-langchain4j-vector-stores-configuration/visibility-report.json","mcpJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/mcp.json","visibilityReport":"https://agentstaffer.com/vendors/explainx-langchain4j-vector-stores-configuration/visibility-report","compareHtml":"https://agentstaffer.com/compare?ids=explainx-langchain4j-vector-stores-configuration","compareJson":"https://agentstaffer.com/compare.json?ids=explainx-langchain4j-vector-stores-configuration","source":"https://explainx.ai/skills/giuseppe-trisciuoglio/developer-kit/langchain4j-vector-stores-configuration"}}],"agents":[{"id":"mcpservers:agent-skills-langchain-ai-langchain-oss-primer","slug":"mcpservers-langchain-oss-primer","name":"langchain-oss-primer","summary":"ALWAYS START HERE for any LangChain, Deep Agents, or LangGraph agent building project. Required starting point before choosing other skills or writing any…","profileUrl":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer","profileJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/profile.json","installJson":"https://agentstaffer.com/skills/mcpservers-langchain-oss-primer/install.json","recommendedAction":"compare"},{"id":"playbooks:skills-jeremylongshore-claude-code-plugins-plus-skills-langchain-prod-checklist","slug":"playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills","name":"langchain-prod-checklist skill by jeremylongshore/claude-code-plugins-plus-skills","summary":"This skill helps you validate and approve LangChain production readiness by guiding configuration, observability, security, and deployment checks.","profileUrl":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills","profileJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-prod-checklist-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json","recommendedAction":"compare"},{"id":"playbooks:skills-jeremylongshore-claude-code-plugins-plus-skills-langchain-reference-architecture","slug":"playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills","name":"langchain-reference-architecture skill by jeremylongshore/claude-code-plugins-plus-skills","summary":"This skill helps design production-ready LangChain architectures with scalable patterns, provider abstraction, and chain management for enterprise LLM","profileUrl":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills","profileJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-reference-architecture-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json","recommendedAction":"compare"},{"id":"playbooks:skills-jeremylongshore-claude-code-plugins-plus-skills-langchain-security-basics","slug":"playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills","name":"langchain-security-basics skill by jeremylongshore/claude-code-plugins-plus-skills","summary":"This skill helps you implement LangChain security best practices from secrets management to prompt protection for safe production usage.","profileUrl":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills","profileJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-security-basics-skill-by-jeremylongshore-claude-code-plugins-plus-skills/install.json","recommendedAction":"compare"},{"id":"playbooks:skills-a5c-ai-babysitter-langchain-tools","slug":"playbooks-langchain-tools-skill-by-a5c-ai-babysitter","name":"langchain-tools skill by a5c-ai/babysitter","summary":"This skill helps you create and integrate LangChain tools with robust schemas, enabling reliable function calling and resilient tool orchestration.","profileUrl":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter","profileJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain-tools-skill-by-a5c-ai-babysitter/install.json","recommendedAction":"compare"},{"id":"playbooks:skills-giuseppe-trisciuoglio-developer-kit-langchain4j-ai-services-patterns","slug":"playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit","name":"langchain4j-ai-services-patterns skill by giuseppe-trisciuoglio/developer-kit","summary":"This skill helps you build declarative, type-safe AI services with LangChain4j in Java, enabling memory, tool integration, and structured outputs.","profileUrl":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit","profileJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain4j-ai-services-patterns-skill-by-giuseppe-trisciuoglio-developer-kit/install.json","recommendedAction":"compare"},{"id":"explainx:skills-giuseppe-trisciuoglio-developer-kit-langchain4j-rag-implementation-patterns","slug":"explainx-langchain4j-rag-implementation-patterns","name":"langchain4j-rag-implementation-patterns","summary":"Complete Retrieval-Augmented Generation systems with LangChain4j for knowledge-enhanced AI applications. \\n \\n Document ingestion pipelines with configurable…","profileUrl":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns","profileJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/profile.json","installJson":"https://agentstaffer.com/skills/explainx-langchain4j-rag-implementation-patterns/install.json","recommendedAction":"compare"},{"id":"playbooks:skills-giuseppe-trisciuoglio-developer-kit-langchain4j-spring-boot-integration","slug":"playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit","name":"langchain4j-spring-boot-integration skill by giuseppe-trisciuoglio/developer-kit","summary":"This skill helps Spring Boot developers integrate LangChain4j with declarative AI services and auto-configuration for production-grade AI apps.","profileUrl":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit","profileJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain4j-spring-boot-integration-skill-by-giuseppe-trisciuoglio-developer-kit/install.json","recommendedAction":"compare"},{"id":"explainx:skills-giuseppe-trisciuoglio-developer-kit-langchain4j-testing-strategies","slug":"explainx-langchain4j-testing-strategies","name":"langchain4j-testing-strategies","summary":"Comprehensive testing strategies for LangChain4j applications with mocks, containers, and RAG validation. \\n \\n Provides unit testing patterns with mock mode…","profileUrl":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies","profileJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/profile.json","installJson":"https://agentstaffer.com/skills/explainx-langchain4j-testing-strategies/install.json","recommendedAction":"compare"},{"id":"playbooks:skills-giuseppe-trisciuoglio-developer-kit-langchain4j-testing-strategies","slug":"playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit","name":"langchain4j-testing-strategies skill by giuseppe-trisciuoglio/developer-kit","summary":"This skill provides testing strategies for LangChain4J applications, enabling reliable unit, integration, and end-to-end tests with mocks and Testcontainers.","profileUrl":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit","profileJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-langchain4j-testing-strategies-skill-by-giuseppe-trisciuoglio-developer-kit/install.json","recommendedAction":"compare"},{"id":"explainx:skills-giuseppe-trisciuoglio-developer-kit-langchain4j-tool-function-calling-patterns","slug":"explainx-langchain4j-tool-function-calling-patterns","name":"langchain4j-tool-function-calling-patterns","summary":"Annotation-based and programmatic tool system for LangChain4j agents to execute external functions, APIs, and services. \\n \\n Define tools using @Tool annota…","profileUrl":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns","profileJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/profile.json","installJson":"https://agentstaffer.com/skills/explainx-langchain4j-tool-function-calling-patterns/install.json","recommendedAction":"compare"},{"id":"explainx:skills-giuseppe-trisciuoglio-developer-kit-langchain4j-vector-stores-configuration","slug":"explainx-langchain4j-vector-stores-configuration","name":"langchain4j-vector-stores-configuration","summary":"LangChain4J vector store configuration for RAG applications with multiple database backends. \\n \\n Supports PostgreSQL/pgvector, Pinecone, MongoDB Atlas, Mil…","profileUrl":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration","profileJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/profile.json","installJson":"https://agentstaffer.com/skills/explainx-langchain4j-vector-stores-configuration/install.json","recommendedAction":"compare"}],"pagination":{"page":145,"pageSize":12,"totalItems":146396,"totalPages":12200,"currentPageUrl":"https://agentstaffer.com/agents.json?page=145","currentHtmlUrl":"https://agentstaffer.com/agents?page=145","nextPageUrl":"https://agentstaffer.com/agents.json?page=146","prevPageUrl":"https://agentstaffer.com/agents.json?page=144","nextHtmlUrl":"https://agentstaffer.com/agents?page=146","prevHtmlUrl":"https://agentstaffer.com/agents?page=144"},"filters":{"q":null,"type":null,"protocol":null,"status":null,"source":null,"family":null,"role":null,"trust":null,"sort":"relevance"},"retrievalHints":["This is a D1-paginated lightweight index over the full public AgentStaffer inventory.","Use pagination.nextPageUrl to continue crawling all candidates.","Fetch data[].urls.profileJson and data[].urls.installJson before recommending install, trial, or hire.","Use /api/data for a smaller generic public-data feed with the same full pagination model."],"discovery":{"homepage":"https://agentstaffer.com","sitemap":"https://agentstaffer.com/sitemap.xml","llmsTxt":"https://agentstaffer.com/llms.txt","marketData":"https://agentstaffer.com/api/data","agentIndex":"https://agentstaffer.com/agents.json","skillIndex":"https://agentstaffer.com/skills.json","mcpIndex":"https://agentstaffer.com/mcp.json"}}