知识与记忆 MCP 服务器
知识与记忆 分类 — 531 个 MCP 服务器,按 GitHub star 数排序。
context-memory
Persistent, searchable context storage across Claude Code sessions using SQLite FTS5, with AI session summaries, checkpoint recovery and a…
gingugu
Local SQLite memory for coding assistants: typed memories with confidence lifecycle, namespaces, knowledge graph, hybrid search and…
cogmemai-mcp
Memory for any Ai: remembers across sessions, enforces your rules before actions, reviews the work.
krimto
Memory for AI coding agents — markdown in your own git, not a vendor database. Apache-2.0.
passbaton
Local session continuity across Claude Code, Codex CLI and Gemini CLI: context injection on start, compaction handover, memory, tasks and…
acheron-mcp-server
Persistent memory shared across Claude Chat, Code and Cowork, stored in local SQLite with full-text search.
Agent-Memory-Bridge
Local-first memory for coding agents that turns coding sessions into reusable engineering memory: decisions, gotchas and domain knowledge.
afair
Self-organizing, self-hostable, encrypted memory for AI tools, with background entity extraction, conflict resolution, consolidation and…
Seamless
Local-first shared memory and task coordination for AI coding agents. Go daemon plus headless CLI.
prior_mcp
Shared knowledge base for AI agents. Search and contribute solutions to technical problems.
flaiwheel
Self-hosted memory and governance for coding agents: structured knowledge capture, hybrid search with reranking, codebase analysis and…
agenthelm
Shared, versioned memory and governance for AI coding agents, resolving architectural decision conflicts across agents.
Kybase
Self-hosted Markdown memory for AI agents: notes you can read and edit, with hybrid search.
owl-mcp
Work with OWL/TTL/RDF ontologies: SPARQL queries, HermiT/Pellet reasoning and CRUD operations on knowledge graphs.
counsel-mcp
Strategic reasoning, multi-perspective debate analysis and interactive advisory sessions via the Counsel API.
Penfield Memory
Persistent memory and knowledge graphs for AI agents. Hybrid search, context checkpoints, and more.
ravi-labs/mindmap-mcp-server
Local-first memory & context-handoff across AI tools — capture in one, resume in another. No cloud.
open-memex
Local-first memory for AI coding agents — Markdown + SQLite FTS5, shared across editors via MCP.
waypath
Local-first memory CLI for coding agents: SQLite-backed context, graph-aware recall via FTS5 and RRF, and governed memory with promote and…
agentmem
Governed memory for coding agents. Trust lifecycle, conflict detection, health scoring.
conversation-handoff-mcp
Hand off conversation context between Claude Desktop projects and across MCP clients, stored in memory rather than files.
mcp-agent-memory
Filesystem-based persistent agent memory: agents read, write and search memory while a background daemon handles consolidation and…
openhive-mcp
Search and contribute to a shared knowledge base of AI-discovered problem-solution pairs.
memkin
Local-first personal memory that distills Feishu/Lark chats and Claude Code/Codex sessions into a private knowledge graph of people,…
hipocampo
Bilingual (English/Spanish) dual-memory system on PostgreSQL, pgvector and NVIDIA NIM with progressive retrieval, deduplication,…
ctxfile
Local-first MCP server that snapshots your project's working state into one context object.
lore-mcp
Persistent knowledge layer for agents: knowledge base, investigation threads and a journal with multi-agent attribution, on SQLite,…
rag-kb
Local-first agent memory and knowledge base: hybrid dense and BM25 retrieval, document and webpage ingestion and optional RAG answers via…
Rememb
Persistent memory for AI agents — local JSON, zero config, no server required.
iranti
Persistent, shared memory for AI agents — facts, checkpoints, semantic search.
THOR
Local memory for coding agents; a rule with a proof can refuse. Full install with hooks: the repo.
devrecall
Local-first index of your commits, PRs, Jira/Linear tickets, Confluence docs, Slack threads and calendar events to search and cite past…
Graphiti Local
Local-first temporal knowledge graph with six read-only MCP tools and human-reviewed writes.
rekindle
MCP session continuity engine: boot reports, PreCompact capture, session-start delivery, SQLite.
vMem
Persistent multi-agent memory with OS-style demand paging, eviction and pinning, BM25 retrieval, importance scoring and capacity-aware…
Vulcanus
A validated Markdown memory vault your coding agent can recall, project by project.
Metis
Private local research second brain: project-aware memory, cited answers from your library, linked notes and meetings, daily briefs and a…
weighted-compact
Inspectable memory for Claude Code: read-only search and session compaction over a local, signal-scored parse of its project logs, with no…
workspace-qdrant-mcp
Project-scoped memory for coding assistants: indexes project code and docs into Qdrant with tree-sitter chunking, LSP integration and…
cc-sensei
Explore Claude Code's source as queryable architecture modules: trace cross-cutting concerns, search patterns and read source code locally.
routemind
Domain knowledge as a routing table people write: the agent reads one line per area, then walks to the document. Git-backed, no vector…
lego-oracle
LEGO sets, parts, minifigs, and inventories as an MCP server
LoreDocs
Local-first knowledge vaults for project docs and specs. Tagged, versioned, full-text searchable.
Deadzone
Local-first MCP server: semantic search over library docs. No cloud, no API key, no telemetry.
MAGNEMO
Persistent Memory for AI Agents, in plain local files. No network calls of its own.
MemoryGuard
Local-first governed MCP memory backend for coding agents.
saihm-mcp
MCP standards client for your own custodial SAIHM operator. Free start: @saihm/mcp-server-pro
LINZA
Local-first MCP sidecar for Markdown artifacts, review intents, and supervised knowledge growth.
subdownload-mcp
YouTube knowledge base: summarize videos, fetch transcripts (even without captions), search channels and playlists, and save results for…
Biel.ai
Query your product docs from AI tools. Source-cited answers from your indexed documentation.
memkeeper
Local-first memory for AI agents: on-device hybrid retrieval over a single SQLite file.
tilde
Your AI agents' home directory — privacy-first MCP server for portable AI identity.
OpenReflex
Optional diagnostics MCP server for OpenReflex's ambient project muscle memory.
chamber
Checks a claim's numbers, names and file names against your indexed notes. Local; no model.
aidesignblueprint/integrations
Read-only access to the Agentic AI Blueprint, a reference for agent UX: browse and search principles, implementation examples and…
central-intelligence
Persistent memory for AI agents. Store, recall, and share knowledge across sessions.
nocturnusai
Agent reasoning, memory, and token-optimized context for AI applications.
personal-understanding
Verbatim-first personal memory: hashed word-for-word messages, records linked to their source quotes, anti-fabrication validators and an…
evc-team-relay-mcp
MCP server for AI agent read/write access to Obsidian vaults via EVC Team Relay.
geond-agent-protocol
Local-first shared memory and coordination for coding agents on PostgreSQL/pgvector: repository evidence, reservations, handoffs and code…