Knowledge & Memory MCP Servers
Knowledge & Memory category — 531 MCP servers, ranked by GitHub stars.
ebullient/obsidian-vault-mcp
MCP tool allowing Open WebUI or Claude Desktop to retrieve files from your vault
mie
Persistent memory graph for AI agents. Facts, decisions, entities, and relationships that survive across sessions, tools, and providers.…
wiki-as-an-mcp
First general Wiki MCP following google's Open Knowledge Format. Let your agent to use, manage, maintain, and health check the wiki…
INITE Brain
Long-term memory for AI agents: a bitemporal knowledge graph with cited answers.
lstpsche/obsidian-mcp
Fast MCP server for local Obsidian vault usage by AI Agents
lean-memory
Embedded, local-first agent memory: one SQLite file per namespace, no server, no cloud.
Cairn.ink Memory
Cross-session memory for AI agents with a Source Receipt for every memory, over MCP.
Kage
Verified memory for coding agents: claims cited against code, stale withheld, savings receipts.
omermaksutii/mnemo
Persistent memory for Claude Code. Your AI never starts from scratch again.
mcp-server-zotero-dev
MCP server enabling AI assistants to build, test, and debug Zotero plugins
optimike-obsidian-mcp
Governed MCP server for Obsidian with search, controlled editing, tasks, live bridges, headless and multi-client HTTP runtimes, plus…
context1337
aboutSecurity project skill finder / dict finder / exp finder, auto suggest and team knowledge base.
engram-memory
The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.
cortexgraph
Temporal memory for AI with decay and reinforcement. Two-layer storage (JSONL + Markdown).
xevos117/mcp-zotero
Unofficial Zotero server: search your library, add papers by DOI, import PDFs, cite in Word
obsidian-mcp-server-enhanced
This is an enhanced version of the excellent cyanheads/obsidian-mcp-server with additional features specifically tailored for remote…
Cortex Memory Engine
Local-first AI memory engine — 4-tier memory, people graph, Bayesian beliefs. Encrypted, 62µs.
IHMT Memory
Long-term memory for AI coding agents, stored as a tree of plain local files.
Lotus Wisdom
Contemplative reasoning with Lotus Sutra wisdom framework and ext-apps visualization.
Vault Cortex
Standalone MCP server for Obsidian vaults — hybrid search, notes & files, memory, tasks, OAuth 2.1
neotoma
Deterministic state layer for agents: versioned entities like contacts, tasks and decisions with immutable observations and provenance, in…
librarian-mcp
The Karpathy LLM Wiki pattern, productionized. MCP server that gives Claude a librarian for your Obsidian vault — graph traversal,…
Local FAISS MCP Server
Local FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts.
bhived
Shared memory for AI agents: query proven fixes, avoid known mistakes, and find skills and MCPs.
RemembrallMCP
Persistent knowledge memory for AI agents. Hybrid search, code graph, pgvector.
tokenmizer
Graph-backed session memory for LLMs: checkpoint, resume, file analysis, token-savings stats.
obsidian-memory-mcp
🧠 MCP server for storing AI memories as Markdown files with Obsidian graph visualization support
llm_wiki_agent
MCP server that turns raw sources into an interlinked Obsidian wiki with Claude Code.
gomaa
Gomaa — Autonomous Agent Memory OS. Persistent memory system for AI agents with Obsidian vault integration, hybrid RRF search, knowledge…
enquire-mcp
Long-term memory for AI agents — your Obsidian vault as searchable persistent memory.
wuruiqi/cnki-mcp
CNKI(中国知网)文献检索·PDF下载·Zotero自动导入关联 MCP 服务器 | MCP server for CNKI literature search, PDF download, and Zotero import
agent-library
Agent Library personal knowledge base with a search and retrieval system MCP Server and CLI. Preconfigured local models and support for…
enhanced-mcp-memory
An enhanced MCP (Model Context Protocol) server for intelligent memory and task management, designed for AI assistants and development…
cursor-local-indexing
ChromaDB-powered local indexing support for Cursor, exposed as an MCP server
remem
Local-first automatic memory for Claude Code and Codex: capture, distill, recall from SQLite.
marcelmarais/obsidian-mcp-server
synaptic-memory
Knowledge graph + MCP tool server for LLM agents with hybrid retrieval, live DB sync, Korean FTS, and memory feedback.
long-term-memory-mcp
Large language model persistent memory module that lives outside the model itself
obsidian-mcp-pro
Obsidian vault access: full-text search, note CRUD, frontmatter queries, tags, backlinks, graph traversal, orphan and broken link…
rust-code-mcp
mcp server for rust code semantic hybrid search bm25 + embeddings with tree-sitter, gpu accelerated indexing and merkle tree updates
memem
Claude Code memory plugin that mines past sessions for decisions, conventions and bug fixes, stores them in an Obsidian vault and briefs…
agentic-memory
Persistent cognitive graph memory for AI agents — facts, decisions, reasoning chains, corrections. 16 query types, sub-millisecond. Rust…
papez
Open-source causal memory for AI agents: persistent, explainable, MCP-native memory (13 tools).
1c-templates-mcp
MCP-сервер с семантическим поиском по шаблонам кода 1С (BSL). 2200+ шаблонов, CRUD веб-UI с Monaco Editor, ChromaDB + embeddings.
logseq-api-mcp
A MCP server that uses Logseq API to extract and interact with Logseq notes.
mxLore
Self-hosted MCP server for AI coding assistants. Persistent knowledge base with 45 tools, 12 skills, institutional memory.
Gnosis MCP
Zero-config MCP server for searchable documentation. SQLite or PostgreSQL.
mcp-server-obsidian-omnisearch
An MCP server that enables searches within Obsidian vaults using the Omnisearch plugin API. Returns absolute paths to matching notes for…
MCP-Context-Provider
Static server providing persistent tool-specific context and rules to AI models.
GEML — a plain-text document format built to be edited in place, one section at a time
One section in, one section out — on Markdown/GEML files, bad writes refused.
Data Olympus
Governance-grade knowledge-base format (OKF-compatible) plus CLI and single-writer MCP server
Memorys
MemoryIndustry persistent memory MCP server: BM25+MMR retrieval and audit.
remnote-mcp-server
MCP server and CLI for connecting AI agents, OpenClaw/Hermes workflows, local automation, and coding harnesses to your RemNote knowledge…
RoboSystems
Accounting knowledge graphs: SEC XBRL filings, QuickBooks ledgers, reports and forecasts over MCP.
OpenMyMemo
Your AI memory as a local folder you own. Every app shares it; you see and can undo each change.
lexis
Lexical + structural code search MCP server for Claude Code, Cursor, Windsurf and any MCP client. Gives AI assistants 28 precise search…
GraphFlow
Local-first code knowledge graph and context harness for coding agents. MCP + DeepSeek Harness (dsh) plugin.
zotero-mcp-server
MCP server to expose local zotero repository to MCP clients
ZenBrain Memory
Agent memory: working, episodic, semantic, procedural and core layers. Local SQLite, no account.
engram-rs
Hierarchical memory for AI agents. Three-layer (buffer/working/core) with decay and promotion.