{"id":"8d436dc1-88d8-4f41-9e6a-9c69cc0b9913","entityType":"agent","slug":"gitlab-public-projects-io-devel-rag-mcp-go","name":"rag-mcp-go","canonicalUrl":"https://www.xpersona.co/agent/gitlab-public-projects-io-devel-rag-mcp-go","canonicalPath":"/agent/gitlab-public-projects-io-devel-rag-mcp-go","generatedAt":"2026-10-09T14:15:43.415Z","source":"GITLAB_PUBLIC_PROJECTS","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-09T01:20:56.401Z","emptyReason":null},"description":"A Go-based Open Source Universal Memory server that exposes a Model Context Protocol (MCP) interface for LLM clients. It provides semantic document search (for user documents), agent memory management, and a knowledge graph - backed by PgVector or ChromaDB - enabling AI agents to store, retrieve, and interconnect knowledge across sessions. A Go-based Open Source Universal Memory server that exposes a Model Context Protocol (MCP) interface for LLM clients. It provides semantic document search (for user documents), agent memory management, and a knowledge graph - backed by PgVector or ChromaDB - enabling AI agents to store, retrieve, and interconnect knowledge across sessions.. Knowledge Graph MCP-server Persistent Memory Retrieval-Augmented Generation (","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.","installCommand":null,"sourceUrl":"https://gitlab.com/io-devel/rag-mcp-go","homepage":"https://gitlab.com/io-devel/rag-mcp-go","primaryLinks":[{"label":"View Source","url":"https://gitlab.com/io-devel/rag-mcp-go","kind":"source"}],"safetyScore":79,"overallRank":50.5,"popularityScore":8,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"A Go-based Open Source Universal Memory server that exposes a Model Context Protocol (MCP) interface for LLM clients. It provides semantic document search (for "},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-09T01:20:56.401Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"Knowledge Graph","status":"self-declared"},{"label":"MCP-server","status":"self-declared"},{"label":"Persistent Memory","status":"self-declared"},{"label":"Retrieval-Augmented Generation (RAG)","status":"self-declared"},{"label":"agentic","status":"self-declared"},{"label":"autonomous database","status":"self-declared"},{"label":"autonomous systems","status":"self-declared"},{"label":"autonomous-agents","status":"self-declared"},{"label":"claude-code","status":"self-declared"},{"label":"claude-plugin","status":"self-declared"},{"label":"claude-skill","status":"self-declared"},{"label":"cursor","status":"self-declared"},{"label":"golang","status":"self-declared"},{"label":"knowledge base","status":"self-declared"},{"label":"memorystore","status":"self-declared"},{"label":"scalable-memory","status":"self-declared"},{"label":"storage","status":"self-declared"},{"label":"working-memory","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":18,"capabilityMatrix":{"rows":[{"key":"Knowledge Graph","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"MCP-server","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"Persistent Memory","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"Retrieval-Augmented Generation (RAG)","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"agentic","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"autonomous database","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"autonomous systems","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"autonomous-agents","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"claude-code","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"claude-plugin","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"claude-skill","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"cursor","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"golang","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"knowledge base","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"memorystore","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"scalable-memory","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"storage","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"working-memory","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:Knowledge Graph|supported|profile capability:MCP-server|supported|profile capability:Persistent Memory|supported|profile capability:Retrieval-Augmented Generation (RAG)|supported|profile capability:agentic|supported|profile capability:autonomous database|supported|profile capability:autonomous systems|supported|profile capability:autonomous-agents|supported|profile capability:claude-code|supported|profile capability:claude-plugin|supported|profile capability:claude-skill|supported|profile capability:cursor|supported|profile capability:golang|supported|profile capability:knowledge base|supported|profile capability:memorystore|supported|profile capability:scalable-memory|supported|profile capability:storage|supported|profile capability:working-memory|supported|profile"}},"adoption":{"evidence":{"source":"no-adoption-signals","verified":false,"confidence":"low","updatedAt":"2026-10-09T01:20:56.401Z","emptyReason":"No source adoption metrics were available."},"stars":null,"forks":null,"downloads":null,"packageName":null,"latestVersion":null,"tractionLabel":null},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-09T01:20:56.400Z","emptyReason":null},"lastUpdatedAt":"2026-10-09T01:20:56.401Z","lastCrawledAt":"2026-10-09T01:20:56.400Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-12T01:20:56.400Z","lastVerifiedAt":null,"highlights":[]},"execution":{"evidence":{"source":"GitLab","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No published capability contract is available yet."},"installCommand":null,"setupComplexity":"low","setupSteps":["Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.","Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data."],"contract":{"contractStatus":"missing","authModes":[],"requires":[],"forbidden":[],"supportsMcp":false,"supportsA2a":false,"supportsStreaming":false,"inputSchemaRef":null,"outputSchemaRef":null,"dataRegion":null,"contractUpdatedAt":null,"sourceUpdatedAt":null,"freshnessSeconds":null},"invocationGuide":{"preferredApi":{"snapshotUrl":"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-io-devel-rag-mcp-go/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-io-devel-rag-mcp-go/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-io-devel-rag-mcp-go/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-io-devel-rag-mcp-go/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-io-devel-rag-mcp-go/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-io-devel-rag-mcp-go/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"GITLAB_PUBLIC_PROJECTS","generatedAt":"2026-10-09T14:15:43.415Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-io-devel-rag-mcp-go/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-io-devel-rag-mcp-go/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-io-devel-rag-mcp-go/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/gitlab-public-projects-io-devel-rag-mcp-go/trust"}},"reliability":{"evidence":{"source":"runtime-metrics","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No trust, reliability, or runtime telemetry is available."},"trust":{"status":"unavailable","handshakeStatus":"UNKNOWN","verificationFreshnessHours":null,"reputationScore":null,"p95LatencyMs":null,"successRate30d":null,"fallbackRate":null,"attempts30d":null,"trustUpdatedAt":null,"trustConfidence":"unknown","sourceUpdatedAt":null,"freshnessSeconds":null},"decisionGuardrails":{"doNotUseIf":["Contract metadata is missing or unavailable for deterministic execution."],"safeUseWhen":[],"riskFlags":["missing_or_unavailable_contract","trust_data_unavailable","schema_references_missing"],"operationalConfidence":"low"},"executionMetrics":{"observedLatencyMsP50":null,"observedLatencyMsP95":null,"estimatedCostUsd":null,"uptime30d":null,"rateLimitRpm":null,"rateLimitBurst":null,"lastVerifiedAt":null,"verificationSource":null},"runtimeMetrics":{"successRate":null,"avgLatencyMs":null,"avgCostUsd":null,"hallucinationRate":null,"retryRate":null,"disputeRate":null,"p50Latency":null,"p95Latency":null,"lastUpdated":null}},"benchmarks":{"evidence":{"source":"no-benchmark-data","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No benchmark suites or observed failure patterns are available."},"suites":[],"failurePatterns":[]},"artifacts":{"evidence":{"source":"GitLab","verified":false,"confidence":"high","updatedAt":"2026-10-09T01:20:56.401Z","emptyReason":null},"readme":"A Go-based Open Source Universal Memory server that exposes a Model Context Protocol (MCP) interface for LLM clients. It provides semantic document search (for user documents), agent memory management, and a knowledge graph - backed by PgVector or ChromaDB - enabling AI agents to store, retrieve, and interconnect knowledge across sessions.. Knowledge Graph MCP-server Persistent Memory Retrieval-Augmented Generation (RAG) agentic autonomous database autonomous systems autonomous-agents claude-code claude-plugin claude-skill cursor golang knowledge base memorystore scalable-memory storage working-memory. A I / rag-mcp-go gitlab agent","readmeExcerpt":"A Go-based Open Source Universal Memory server that exposes a Model Context Protocol (MCP) interface for LLM clients. It provides semantic document search (for user documents), agent memory management, and a knowledge graph - backed by PgVector or ChromaDB - enabling AI agents to store, retrieve, and interconnect knowledge across sessions.. Knowledge Graph MCP-server Persistent Memory Retrieval-Augmented Generation (","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"GitLab","editorialOverview":"A Go-based Open Source Universal Memory server that exposes a Model Context Protocol (MCP) interface for LLM clients. It provides semantic document search (for user documents), agent memory management, and a knowledge graph - backed by PgVector or ChromaDB - enabling AI agents to store, retrieve, and interconnect knowledge across sessions. A Go-based Open Source Universal Memory server that exposes a Model Context Protocol (MCP) interface for LLM clients. It provides semantic document search (for user documents), agent memory management, and a knowledge graph - backed by PgVector or ChromaDB - enabling AI agents to store, retrieve, and interconnect knowledge across sessions.. Knowledge Graph MCP-server Persistent Memory Retrieval-Augmented Generation (","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":430,"uniquenessScore":57,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-09T01:20:56.401Z","emptyReason":"No screenshots, media assets, or demo links are available."},"primaryImageUrl":null,"mediaAssetCount":0,"assets":[],"demoUrl":null},"ownerResources":{"evidence":{"source":"unclaimed","verified":false,"confidence":"low","updatedAt":"2026-10-09T01:20:56.401Z","emptyReason":"This page has not been claimed by the agent owner."},"hasCustomPage":false,"customPageUpdatedAt":null,"customLinks":[],"structuredLinks":{"docsUrl":null,"demoUrl":null,"supportUrl":null,"pricingUrl":null,"statusUrl":null},"customPage":null},"relatedAgents":{"evidence":{"source":"agent-directory","verified":false,"confidence":"low","updatedAt":"2026-10-09T14:15:43.415Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/gitlab_public_projects","protocols":[]}}}