Knowledge & Memory MCP Servers

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

S

Synap Memory

Knowledge & Memory

Persistent memory for AI agents — log and recall conversation context over MCP.

★ 79 MCP Server
D

DocsMint

Knowledge & Memory

Cloud or self-hosted knowledge for AI agents: hybrid search, reranking, GraphRAG, scoped MCP tools.

★ 78 MCP Server Requires auth
C

cdeust/cortex

Knowledge & Memory

Persistent memory for AI agents — 36 cited neuroscience mechanisms, local-first, hybrid retrieval.

★ 76 MCP Server
T

Total Agent Memory

Knowledge & Memory

Persistent local memory for coding agents: temporal knowledge graph, procedural and episodic recall

★ 75 MCP Server
H

Hatchdoor

Knowledge & Memory

Self-host your Obsidian vaults: a web UI for you, MCP for your AI agents. No Obsidian, no plugins.

★ 74 MCP Server
K

kyb

Knowledge & Memory

Git-backed shared memory for AI agent fleets: searchable knowledge base, incident and task tracking, every write versioned and attributed.…

★ 73 MCP Server
A

agentcairn

Knowledge & Memory

Local-first agent memory: a Markdown Obsidian vault as source of truth plus a rebuildable DuckDB index for hybrid BM25, vector and graph…

★ 72 MCP Server
O

obsidian-sync-mcp

Knowledge & Memory

Give AI agents access to your Obsidian vault via local files or Self-hosted LiveSync.

★ 72 MCP Server
K

kb-mcp-server

Knowledge & Memory

Build a knowledge base into a tar.gz and give it to this MCP server, and it is ready to serve.

★ 72 MCP Server
S

scrivener-mcp

Knowledge & Memory

MCP server for Scrivener: read, write, analyze, and search your manuscripts with AI assistants.

★ 71 MCP Server
L

logseq-mcp-tools

Knowledge & Memory

mcp server for logseq graph

★ 70 MCP Server
K

kirby-mcp

Knowledge & Memory

CLI-first MCP server for composer-based Kirby CMS projects — inspect blueprints/templates/plugins, interact with a real Kirby runtime, and…

★ 69 MCP Server
K

kaeru

Knowledge & Memory

Memory for LLM agents: a local graph where the agent itself keeps decisions, tasks, hypotheses and reasoning between sessions, and gets a…

★ 69 MCP Server
O

obsidian-mcp-rest

Knowledge & Memory

An MCP server implementation for accessing Obsidian via local REST API

★ 69 MCP Server
M

Myco: Agent-First Cognitive Substrate

Knowledge & Memory

Agent-first cognitive substrate: 20 verbs + 50 lint dims over a self-validating graph.

★ 67 MCP Server
R

Reverie

Knowledge & Memory

Graph memory that dreams: Neo4j knowledge-graph memory for AI agents with hybrid search

★ 67 MCP Server
D

docx-mcp

Knowledge & Memory

Read and edit Word (.docx) documents with tracked changes, threaded comments, footnotes, OOXML-level validation and document auditing.

★ 67 MCP Server
V

vouchdev/vouch

Knowledge & Memory

Git-native, review-gated knowledge base for LLM agents. Cited retrieval, audited writes.

★ 67 MCP Server
P

Paper Distill MCP

Knowledge & Memory

Academic paper search across 11 sources with AI curation, ranked push, Zotero and Obsidian support.

★ 66 MCP Server
M

MCP AutoMem

Knowledge & Memory

Graph-vector memory for AI assistants using FalkorDB and Qdrant

★ 66 MCP Server
R

rms-memory-mcp

Knowledge & Memory

Local-first memory for coding agents: hybrid LanceDB/Tantivy search, Markdown and code indexes, per-project vaults and recall that…

★ 65 MCP Server
D

devrag

Knowledge & Memory

Lightweight local RAG MCP server. 40x token reduction.

★ 64 MCP Server
M

mcp-think-tank

Knowledge & Memory

MCP Think Tank is a powerful Model Context Protocol (MCP) server designed to enhance the capabilities of AI assistants like Cursor and…

★ 63 MCP Server
B

bioinformatics-agent-skills

Knowledge & Memory

MCP server for bioinformatics agent skills — query a knowledge graph of 78 bioinformatics workflows directly from Claude Code

★ 63 MCP Server
A

alfredang/notebooklm-mcp

Knowledge & Memory

Bridge Google NotebookLM with Claude via MCP. Full programmatic access to create notebooks, manage sources, and generate AI-powered…

★ 62 MCP Server
O

obsidian-multivault-mcp

Knowledge & Memory

Multi-vault and multiuser Obsidian MCP

★ 62 MCP Server
C

Civil3D-mcp

Knowledge & Memory

Civil3d MCP server - 180 tools , Knowledge Base, Control UI, Automation

★ 62 MCP Server
Z

Zikkaron

Knowledge & Memory

Biologically-inspired persistent memory engine for Claude Code MCP agents

★ 61 MCP Server
C

Context Awesome

Knowledge & Memory

MCP server for accessing curated awesome list documentation

★ 61 MCP Server
P

people-context

Knowledge & Memory

Local-first MCP server giving AI agents contextual knowledge about the people in your life

★ 60 MCP Server
P

Perenna

Knowledge & Memory

A lightweight, Git-backed permanent memory for AI agents.

★ 60 MCP Server
C

ChatCrystal

Knowledge & Memory

Local-first AI PKM memory for coding conversations.

★ 60 MCP Server
S

smart-connections-mcp

Knowledge & Memory

Local semantic search over Obsidian vaults via Smart Connections embeddings. Multi-vault, private.

★ 59 MCP Server
O

onenote-mcp-server

Knowledge & Memory

Complete OneNote MCP Server for Claude Desktop - Access your entire OneNote knowledge base through AI with robust authentication and full…

★ 57 MCP Server
A

ai-memory-mcp

Knowledge & Memory

Persistent memory for any AI — zero token cost until recall

★ 56 MCP Server
M

mcp-rdf-explorer

Knowledge & Memory

A Model Context Protocol (MCP) server that provides conversational interface for the exploration and analysis of RDF (Turtle) based…

★ 56 MCP Server
J

jevreel

Knowledge & Memory

Search and understand videos without embeddings: contact sheets plus Jev typed decisions.

★ 54 MCP Server
D

distill-kura

Knowledge & Memory

蒸留蔵 — distilled long-term memory for agents: recall by meaning, writing gated by evidence, one kura per agent mode. Ships as a DeepSeek…

★ 54 MCP Server
R

roampal-core

Knowledge & Memory

Outcome-based persistent memory for Claude Code and OpenCode: memories that help get promoted, misleading ones get demoted.

★ 54 MCP Server
C

cove-book-forge-mcp

Knowledge & Memory

Turn PDF and EPUB books into cached AI analysis, Obsidian notes, and installable Codex/Claude Agent Skills through an open MCP server.

★ 53 MCP Server
F

flowstate-qmd

Knowledge & Memory

FlowState QMD — Anticipatory Memory for AI Agents. Hermes 2026 Hackathon Entry.

★ 52 MCP Server
F

fazer-ai/mcp-obsidian

Knowledge & Memory

MCP server for Obsidian (TypeScript + Bun)

★ 52 MCP Server
C

cortex-engine

Knowledge & Memory

Cognitive engine for AI agents — semantic memory, observations, embeddings, dream consolidation. Cloud Run service + MCP tools.

★ 51 MCP Server
D

Dragon-Brain

Knowledge & Memory

Dragon Brain — persistent long-term memory for AI agents via MCP (Model Context Protocol). Knowledge graph (FalkorDB) + vector search…

★ 51 MCP Server
C

codebase-mcp

Knowledge & Memory

Open-source MCP server that gives Claude Desktop local semantic code search, persistent memory and a quality-checked edit pipeline.…

★ 50 MCP Server
K

Kindex

Knowledge & Memory

Persistent knowledge graph and MCP server for AI workflows with git-tracked project context.

★ 49 MCP Server
U

understand-quickly

Knowledge & Memory

Public registry of code-knowledge graphs for AI agents with schema validation and drift detection.

★ 48 MCP Server
C

callimachus

Knowledge & Memory

MCP server for Callimachus: local index and search of your AI coding-agent threads

★ 47 MCP Server
M

mendeley-mcp

Knowledge & Memory

Search your Mendeley library, browse folders, get document metadata, search the global catalog and add papers to your collection.

★ 47 MCP Server
T

tstockham96/engram

Knowledge & Memory

Intelligent agent memory with automatic extraction, consolidation, and bi-temporal recall.

★ 47 MCP Server
L

logseq-mcp

Knowledge & Memory

simple logseq mcp server

★ 46 MCP Server
N

notebooklm-mcp-server

Knowledge & Memory

Universal installer and configuration guide for NotebookLM MCP server.

★ 46 MCP Server
O

org-mcp-server

Knowledge & Memory

MCP server for org-mode and org-roam knowledge base management

★ 46 MCP Server
C

ContextStream MCP Server

Knowledge & Memory

The context platform for AI agents: code search, team decisions, and grounded project context.

★ 45 MCP Server Requires auth
D

DollhouseMCP

Knowledge & Memory

OSS to create Personas, Skills, Templates, Agents, and Memories to customize your AI experience.

★ 45 MCP Server
A

assistant-mcp

Knowledge & Memory
Official

Connect to your Pinecone Assistant and retrieve context from its knowledge engine.

★ 45 MCP Server
R

Renor

Knowledge & Memory

Private memory for AI agents: save and recall facts across Claude Code, Codex, Cursor and ChatGPT.

★ 45 MCP Server Requires auth
M

mitre-attack-mcp

Knowledge & Memory

A Model-Context Protocol server for the MITRE ATT&CK knowledge base

★ 45 MCP Server
A

Adam

Knowledge & Memory

Persistent memory tools for Claude Desktop. Search your vault or Obsidian notes mid-conversation.

★ 45 MCP Server
W

Waggle-mcp

Knowledge & Memory

Persistent graph-backed conversational memory for AI agents.

★ 44 MCP Server