Knowledge & Memory MCP Servers

Knowledge & Memory category — 531 MCP servers, ranked by GitHub stars.

E

ebullient/obsidian-vault-mcp

Knowledge & Memory

MCP tool allowing Open WebUI or Claude Desktop to retrieve files from your vault

★ 44 MCP Server
M

mie

Knowledge & Memory

Persistent memory graph for AI agents. Facts, decisions, entities, and relationships that survive across sessions, tools, and providers.…

★ 44 MCP Server
W

wiki-as-an-mcp

Knowledge & Memory

First general Wiki MCP following google's Open Knowledge Format. Let your agent to use, manage, maintain, and health check the wiki…

★ 44 MCP Server
I

INITE Brain

Knowledge & Memory

Long-term memory for AI agents: a bitemporal knowledge graph with cited answers.

★ 43 MCP Server Reachable
L

lstpsche/obsidian-mcp

Knowledge & Memory

Fast MCP server for local Obsidian vault usage by AI Agents

★ 43 MCP Server
L

lean-memory

Knowledge & Memory

Embedded, local-first agent memory: one SQLite file per namespace, no server, no cloud.

★ 43 MCP Server
C

Cairn.ink Memory

Knowledge & Memory

Cross-session memory for AI agents with a Source Receipt for every memory, over MCP.

★ 42 MCP Server Requires auth
K

Kage

Knowledge & Memory

Verified memory for coding agents: claims cited against code, stale withheld, savings receipts.

★ 41 MCP Server
O

omermaksutii/mnemo

Knowledge & Memory

Persistent memory for Claude Code. Your AI never starts from scratch again.

★ 41 MCP Server
M

mcp-server-zotero-dev

Knowledge & Memory

MCP server enabling AI assistants to build, test, and debug Zotero plugins

★ 40 MCP Server
O

optimike-obsidian-mcp

Knowledge & Memory

Governed MCP server for Obsidian with search, controlled editing, tasks, live bridges, headless and multi-client HTTP runtimes, plus…

★ 40 MCP Server
C

context1337

Knowledge & Memory

aboutSecurity project skill finder / dict finder / exp finder, auto suggest and team knowledge base.

★ 40 MCP Server
E

engram-memory

Knowledge & Memory

The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.

★ 39 MCP Server
C

cortexgraph

Knowledge & Memory

Temporal memory for AI with decay and reinforcement. Two-layer storage (JSONL + Markdown).

★ 39 MCP Server
X

xevos117/mcp-zotero

Knowledge & Memory

Unofficial Zotero server: search your library, add papers by DOI, import PDFs, cite in Word

★ 38 MCP Server
O

obsidian-mcp-server-enhanced

Knowledge & Memory

This is an enhanced version of the excellent cyanheads/obsidian-mcp-server with additional features specifically tailored for remote…

★ 37 MCP Server
C

Cortex Memory Engine

Knowledge & Memory

Local-first AI memory engine — 4-tier memory, people graph, Bayesian beliefs. Encrypted, 62µs.

★ 37 MCP Server
I

IHMT Memory

Knowledge & Memory

Long-term memory for AI coding agents, stored as a tree of plain local files.

★ 37 MCP Server
L

Lotus Wisdom

Knowledge & Memory

Contemplative reasoning with Lotus Sutra wisdom framework and ext-apps visualization.

★ 37 MCP Server Reachable
V

Vault Cortex

Knowledge & Memory

Standalone MCP server for Obsidian vaults — hybrid search, notes & files, memory, tasks, OAuth 2.1

★ 36 MCP Server
N

neotoma

Knowledge & Memory

Deterministic state layer for agents: versioned entities like contacts, tasks and decisions with immutable observations and provenance, in…

★ 36 MCP Server
L

librarian-mcp

Knowledge & Memory

The Karpathy LLM Wiki pattern, productionized. MCP server that gives Claude a librarian for your Obsidian vault — graph traversal,…

★ 36 MCP Server
L

Local FAISS MCP Server

Knowledge & Memory

Local FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts.

★ 36 MCP Server
B

bhived

Knowledge & Memory

Shared memory for AI agents: query proven fixes, avoid known mistakes, and find skills and MCPs.

★ 35 MCP Server
R

RemembrallMCP

Knowledge & Memory

Persistent knowledge memory for AI agents. Hybrid search, code graph, pgvector.

★ 35 MCP Server
T

tokenmizer

Knowledge & Memory

Graph-backed session memory for LLMs: checkpoint, resume, file analysis, token-savings stats.

★ 35 MCP Server
O

obsidian-memory-mcp

Knowledge & Memory

🧠 MCP server for storing AI memories as Markdown files with Obsidian graph visualization support

★ 35 MCP Server
L

llm_wiki_agent

Knowledge & Memory

MCP server that turns raw sources into an interlinked Obsidian wiki with Claude Code.

★ 34 MCP Server
G

gomaa

Knowledge & Memory

Gomaa — Autonomous Agent Memory OS. Persistent memory system for AI agents with Obsidian vault integration, hybrid RRF search, knowledge…

★ 34 MCP Server
E

enquire-mcp

Knowledge & Memory

Long-term memory for AI agents — your Obsidian vault as searchable persistent memory.

★ 34 MCP Server
W

wuruiqi/cnki-mcp

Knowledge & Memory

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

★ 34 MCP Server
A

agent-library

Knowledge & Memory

Agent Library personal knowledge base with a search and retrieval system MCP Server and CLI. Preconfigured local models and support for…

★ 33 MCP Server
E

enhanced-mcp-memory

Knowledge & Memory

An enhanced MCP (Model Context Protocol) server for intelligent memory and task management, designed for AI assistants and development…

★ 33 MCP Server
C

cursor-local-indexing

Knowledge & Memory

ChromaDB-powered local indexing support for Cursor, exposed as an MCP server

★ 33 MCP Server
R

remem

Knowledge & Memory

Local-first automatic memory for Claude Code and Codex: capture, distill, recall from SQLite.

★ 33 MCP Server
M

marcelmarais/obsidian-mcp-server

Knowledge & Memory

★ 33 MCP Server
S

synaptic-memory

Knowledge & Memory

Knowledge graph + MCP tool server for LLM agents with hybrid retrieval, live DB sync, Korean FTS, and memory feedback.

★ 33 MCP Server
L

long-term-memory-mcp

Knowledge & Memory

Large language model persistent memory module that lives outside the model itself

★ 33 MCP Server
O

obsidian-mcp-pro

Knowledge & Memory

Obsidian vault access: full-text search, note CRUD, frontmatter queries, tags, backlinks, graph traversal, orphan and broken link…

★ 33 MCP Server
R

rust-code-mcp

Knowledge & Memory

mcp server for rust code semantic hybrid search bm25 + embeddings with tree-sitter, gpu accelerated indexing and merkle tree updates

★ 32 MCP Server
M

memem

Knowledge & Memory

Claude Code memory plugin that mines past sessions for decisions, conventions and bug fixes, stores them in an Obsidian vault and briefs…

★ 32 MCP Server
A

agentic-memory

Knowledge & Memory

Persistent cognitive graph memory for AI agents — facts, decisions, reasoning chains, corrections. 16 query types, sub-millisecond. Rust…

★ 31 MCP Server
P

papez

Knowledge & Memory

Open-source causal memory for AI agents: persistent, explainable, MCP-native memory (13 tools).

★ 31 MCP Server
1

1c-templates-mcp

Knowledge & Memory

MCP-сервер с семантическим поиском по шаблонам кода 1С (BSL). 2200+ шаблонов, CRUD веб-UI с Monaco Editor, ChromaDB + embeddings.

★ 31 MCP Server
L

logseq-api-mcp

Knowledge & Memory

A MCP server that uses Logseq API to extract and interact with Logseq notes.

★ 31 MCP Server
M

mxLore

Knowledge & Memory

Self-hosted MCP server for AI coding assistants. Persistent knowledge base with 45 tools, 12 skills, institutional memory.

★ 31 MCP Server
G

Gnosis MCP

Knowledge & Memory

Zero-config MCP server for searchable documentation. SQLite or PostgreSQL.

★ 31 MCP Server
M

mcp-server-obsidian-omnisearch

Knowledge & Memory

An MCP server that enables searches within Obsidian vaults using the Omnisearch plugin API. Returns absolute paths to matching notes for…

★ 30 MCP Server
M

MCP-Context-Provider

Knowledge & Memory

Static server providing persistent tool-specific context and rules to AI models.

★ 30 MCP Server
G

GEML — a plain-text document format built to be edited in place, one section at a time

Knowledge & Memory

One section in, one section out — on Markdown/GEML files, bad writes refused.

★ 30 MCP Server Reachable
D

Data Olympus

Knowledge & Memory

Governance-grade knowledge-base format (OKF-compatible) plus CLI and single-writer MCP server

★ 30 MCP Server
M

Memorys

Knowledge & Memory

MemoryIndustry persistent memory MCP server: BM25+MMR retrieval and audit.

★ 30 MCP Server
R

remnote-mcp-server

Knowledge & Memory

MCP server and CLI for connecting AI agents, OpenClaw/Hermes workflows, local automation, and coding harnesses to your RemNote knowledge…

★ 30 MCP Server
R

RoboSystems

Knowledge & Memory

Accounting knowledge graphs: SEC XBRL filings, QuickBooks ledgers, reports and forecasts over MCP.

★ 30 MCP Server Requires auth
O

OpenMyMemo

Knowledge & Memory

Your AI memory as a local folder you own. Every app shares it; you see and can undo each change.

★ 29 MCP Server
L

lexis

Knowledge & Memory

Lexical + structural code search MCP server for Claude Code, Cursor, Windsurf and any MCP client. Gives AI assistants 28 precise search…

★ 29 MCP Server
G

GraphFlow

Knowledge & Memory

Local-first code knowledge graph and context harness for coding agents. MCP + DeepSeek Harness (dsh) plugin.

★ 29 MCP Server
Z

zotero-mcp-server

Knowledge & Memory

MCP server to expose local zotero repository to MCP clients

★ 29 MCP Server
Z

ZenBrain Memory

Knowledge & Memory

Agent memory: working, episodic, semantic, procedural and core layers. Local SQLite, no account.

★ 29 MCP Server
E

engram-rs

Knowledge & Memory

Hierarchical memory for AI agents. Three-layer (buffer/working/core) with decay and promotion.

★ 28 MCP Server