Knowledge, Memory & RAG MCP servers · page 8

Persistent memory, knowledge graphs, vector databases and RAG pipelines so AI agents remember context across sessions.

1,502 servers · showing 337–384

  1. 337Passbatonleesgit/passbatonLocal session continuity across Claude Code, Codex CLI and Gemini CLI: context injection on start, compaction handover, memory, tasks and multilingual search.LocalFree7
  2. 338Central IntelligenceAlekseiMarchenko/central-intelligencePersistent agent memory to remember, recall, forget and share, with semantic vector search and agent, user and org scoping.LocalAccount needed3133
  3. 339Krimtokrimto-labs/krimtoTeam memory for coding agents stored as Markdown in git, with user, team and org access levels and hybrid SQLite/sqlite-vec retrieval.LocalFree7
  4. 340Ossiandockndevai/ossian-mcpRAG over your own documents with cited passages, plus durable agent memory ranked by relevance, importance and recency; read-only by default.LocalAccount needed2153
  5. 341SoulAntonioTF5/soul-mcp-serverValidate and generate SOUL.md agent identity files, a YAML format for an agent's personality, voice, values and behavioral constraints.LocalFree2146
  6. 342Threadctxthreadctx-dev/threadctx-mcpLocal-first shared team memory for coding agents: decisions, fixes and gotchas persist per repo and are shared across teammates' agents.LocalFree1188
  7. 343aisAnode1/aisMemory for agents and people: exact recall from a plain-text index, by your own keys.LocalFree7
  8. 344Ariel MemoryCipher208/mcp-ariel-memoryTwo-layer memory MCP server for AI agents with 37 tools, RAG, graphs, wiki, authLocalFree224
  9. 345Claude Code Live Memoryshofer-dev/claude-code-live-memoryPersistent, read-only codebase memory for Claude Code; ask it instead of re-reading files.LocalFree7
  10. 346GenPark Concurrency Semaphore Guardalphaparkinc/genpark-concurrency-semaphore-guard-skillIn-memory concurrency leaky-bucket and fair semaphore guard protecting downstream LLM APIs from rateLocalFree7
  11. 347GenPark Distributed Lease Lock Coordinatoralphaparkinc/genpark-distributed-lease-lock-coordinator-skillIn-memory distributed lease lock with monotonically increasing fencing tokens preventing multi-agentLocalFree7
  12. 348GenPark LRU TTL Multi-Tier Cachealphaparkinc/genpark-lru-ttl-multi-tier-cache-skillIn-memory LRU cache with per-key TTL expiration, deterministic eviction, and hit/miss/stale telemetrLocalFree7
  13. 349GenPark RAG Semantic Boundary Chunkeralphaparkinc/genpark-rag-semantic-boundary-chunker-skillSemantic boundary preserving text chunker maintaining markdown headers, code fences, and paragraphsLocalFree7
  14. 350GenPark Redact Unredact Session Vaultalphaparkinc/genpark-redact-unredact-session-vault-skillBidirectional in-memory sensitive vault and surrogate token masker protecting credentials in LLM proLocalFree7
  15. 351GenPark Vector Embedding Cache Deduplication Sentinelalphaparkinc/genpark-vector-embedding-cache-deduplication-sentinel-skillHigh-dimensional vector embedding semantic SimHash deduplication sentinel with LRU cache simulationLocalFree7
  16. 352GriasaStari-am/griasaLocal-first Mac meeting memory: open promises, people, next-meeting briefs. Read-only.LocalFree7
  17. 353Kernalpintomatic/kernalGraph-native memory for AI agents: a knowledge graph built from conversation, via MCP.LocalFree2137
  18. 354MarsNMeMarsmanleo/MarsNMeAgent-agnostic memory backend that preserves continuity between humans and AI over time.LocalAccount needed7
  19. 355MINDtheastraway/mind-mcp-serverMIND knowledge-graph memory for agents. 44 tools: CRM, Life, MoneyMIND, Budget, Sheets, Email, Sign.LocalAccount needed7
  20. 356Octopus Blackboardoctoryn/octopus-blackboardShared memory & coordination for AI coding agents — a blackboard, not an orchestrator.LocalFree7130
  21. 357Pickaxeaplaceforallmystuff/mcp-pickaxeMCP server for Pickaxe API - manage AI agents, knowledge bases, users, and analyticsLocalAccount needed2141
  22. 358Provena Agent Memoryadmiralpunk/ProvenaSelf-hosted MCP memory for AI agents: persistent context with evidence-backed claims.LocalAccount needed7
  23. 359Sovsealsovseal/coreLocal-first, zero-knowledge AI memory across Claude, Cursor, and every MCP client. 0 RTT reads.LocalFree7
  24. 360Aiqbee BrainAIQBee/aiqbee-aiAI knowledge graph for architecture, portfolio, and digital strategy management.RemoteAccount needed7
  25. 361Afairafairai/afairSelf-organizing, self-hostable, encrypted memory for AI tools, with background entity extraction, conflict resolution, consolidation and decay.LocalFree6
  26. 362Agent Memorytverney/mcp-agent-memoryFilesystem-based persistent agent memory: agents read, write and search memory while a background daemon handles consolidation and extraction.LocalFree6
  27. 363Agenthelmjayasukuv11-beep/agenthelmShared, versioned memory and governance for AI coding agents, resolving architectural decision conflicts across agents.LocalAccount needed6
  28. 364Conversation Handofftrust-delta/conversation-handoff-mcpHand off conversation context between Claude Desktop projects and across MCP clients, stored in memory rather than files.LocalFree6
  29. 365Counselmercurialsolo/counsel-mcpStrategic reasoning, multi-perspective debate analysis and interactive advisory sessions via the Counsel API.LocalAccount needed6
  30. 366Flaiwheeldl4rce/flaiwheelSelf-hosted memory and governance for coding agents: structured knowledge capture, hybrid search with reranking, codebase analysis and git-native storage.LocalFree6
  31. 367WaypathTheStack-ai/waypathLocal-first memory CLI for coding agents: SQLite-backed context, graph-aware recall via FTS5 and RRF, and governed memory with promote and review gates.LocalFree6
  32. 368agentmemThezenmonster/agentmemGoverned memory for coding agents with trust lifecycle (hypothesis, active, validated, deprecated), conflict detection, staleness tracking and health scoring.LocalFree6
  33. 369Context FirstXJTLUmedia/Context-First-MCPSession memory with tiered storage, context health monitoring, reasoning quality checks and truthfulness verification.LocalAccount needed2116
  34. 370Fresh JotsGoran-Arsov/freshjots-mcpRead and write your Fresh Jots notes (plain-text notebooks with an API and append-only logging streams) — hosted connector or local stdio server.Local + RemoteAccount needed1155
  35. 371Mindmapravi-labs/mindmap-mcp-serverLocal-first memory and context handoff across AI tools, with graceful decay, a persona layer and a portable memory passport.LocalFree6
  36. 372open-memexstoneskin/open-memexLocal-first persistent memory for AI coding agents: plain Markdown as the source of truth with SQLite FTS5 search, one memory shared across VS Code, Visual Studio, Cursor, opencode and Claude Code, and team sharing via git PRs.LocalFree68.3k
  37. 373OpenClaw Agent Instruction RegistryAgentBase1/mcp-serverAgentBase: an open registry of agent instruction files. Search and retrieve system prompts, skills, workflows, domain packs and safety filters.LocalAccount needed1150
  38. 374Penfield Memorypenfieldlabs/penfield-mcpPenfield: persistent memory with hybrid BM25/vector/graph search, typed graph relations, context checkpoints, artifact storage and a personality system.RemoteAccount needed6
  39. 375Agendumsralli/agendumAI agent memory: task tracking, scoped work packages, decisions, and cross-session continuityLocalFree6
  40. 376Ainative Opencode MemoryAINative-Studio/ainative-opencode-memory-mcpPersistent cross-session memory for OpenCode and MCP coding agents, powered by ZeroDB.LocalFree0176
  41. 377Better Notionai-aviate/better-mcp-notionOperate Notion with a single Markdown document — read, create, and update pages in one call.LocalAccount needed2116
  42. 378Dubaimahdi-salmanzade/MCP-DubaiDubai and UAE public data plus curated business setup knowledge across 120 MCP tools.LocalFree6
  43. 379Dunjnio.dunjn/dunjnTabletop RPG campaign wiki for game masters: NPCs, places, sessions, encounters, notes, roll tablesLocal + RemoteAccount needed182
  44. 380IntentsVladUZH/intents-mcpYour Mac's App Intents (Reminders, Calendar, Notes…) as MCP tools via Shortcuts. Public APIs only.LocalFree6
  45. 381Markdown NotesNarashiman-K/Markdown-Notes-MCPConvert PDF, Word, Excel, PowerPoint, EPUB and images to Markdown locally, with no upload.LocalFree0189
  46. 382Memory for AILonelyTraderBay/memory-for-aiLocal codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.LocalFree185
  47. 383mwe-mcp — Memory Wiki EngineFr4nZ82/mwe-mcpSelf-hosted multi-user memory for AI agents: a human-readable Markdown wiki with per-fragment ACL.LocalFree6
  48. 384Project Knowledgepunic-pillars/project-knowledge-mcpCross-project knowledge graph for MCP — map features across mobile, backend, and admin codebases.LocalFree1148