MCP servers · by job

Memory & knowledge MCP servers

330 MCP servers that give an agent long-term memory, notes and a knowledge base. 69 are SAFE, 83 CAUTION and 178 BLOCK. Ranked by trust score; each card opens the full audit.

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ModelsAtlas. “Memory & knowledge MCP servers”. Retrieved 29 Oct 2026. https://modelsatlas.com/mcp/topic/memory/page/3

Verdicts · 330 servers

✓SAFE69!CAUTION83✕BLOCK178

Transports

A server can list more than one transport.

Tool risk

108

servers expose at least one destructive tool: delete, overwrite or run. The median server with a readable tool list exposes 10 tools.

Servers with no destructive tools →

330 memory & knowledge servers

49–72 of 330 · ranked by trust score, then stars

Brain.md

mi4uu/brain.md

✓SAFE B

Local-first markdown notes with a first-class MCP server. 16 tools + 2 resources for Claude Code, Claude Desktop, Cursor and any MCP agent. Per-folder permissions, semantic RAG via LanceDB, single Bun binary. AGPL.

★ 331 writestreamable-http

Obsidian Omnisearch

anpigon/mcp-server-obsidian-omnisearch

✓SAFE B

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

★ 302 read

Cowork Semantic Search

zhubit/cowork-semantic-search

✓SAFE B
★ 291 read

Deep Research

pinkpixel-dev/deep-research-mcp

✓SAFE B

A Model Context Protocol (MCP) compliant server designed for comprehensive web research. It uses Tavily's Search and Crawl APIs to gather detailed information on a given topic, then structures this data in a format perfect for LLMs to create high-quality markdown documents.

★ 281 writestdio

Engram

kael-bit/engram-rs

✓SAFE B

Memory engine for AI agents — time axis (3-layer decay/promotion) + space axis (self-organizing topic tree). Hybrid search, LLM consolidation. Single Rust binary.

★ 281 destructivestdio

Obsidian Graph

drewburchfield/obsidian-graph

✓SAFE B

Semantic knowledge graph navigation for Obsidian or markdown vaults using AI-powered vector embeddings and PostgreSQL+pgvector

★ 254 readstdio

Knowledge Vault

oliverxuzy-ai/knowledge-in-a-vat

✓SAFE B

An intelligent knowledge management system connecting your local knowledge vault with Claude Desktop via MCP

★ 231 destructivestdio

Obsidian

piotr1215/mcp-obsidian

✓SAFE B

simple mcp server for interacting with local obsidian notes

★ 231 destructivestdio

alibaba-cloud-mcp

nirholas/alibaba-cloud-mcp

✓SAFE B

MCP server for Alibaba Cloud DashScope by three.ws — Qwen chat, embeddings, and model discovery using your own Alibaba Cloud API key.

★ 7Not listed in sourcestdio

ibm-watsonx-mcp

nirholas/ibm-watsonx-mcp

✓SAFE B

MCP server for IBM watsonx.ai by three.ws — chat, text generation, embeddings, tokenization, and model discovery with IBM Granite foundation models. Uses your own IBM Cloud credentials.

★ 7Not listed in sourcestdio

ibm-x402-mcp

nirholas/ibm-x402-mcp

✓SAFE B

x402 pay-per-use MCP server for IBM Granite AI — chat, code, embeddings, analysis, and time-series forecasting. Pay USDC on Solana per call. No IBM Cloud account required.

★ 7Not listed in sourcestdio

mneme

AgentGameLab/mneme

✓SAFE B

Persistent long-term memory for Claude Code agents — SQLite + FTS5 + sqlite-vec + RRF hybrid recall over MCP, with Chinese tokenization. Local-first, graceful degradation.

★ 72 readstdio

Kura

kurajs/kura

✓SAFE B

Kura — the knowledgebase for humans and agents. Agent-native docs infrastructure, built on June.

★ 51 read

cairntir

pnmcguire480/cairntir

!CAUTION B

Local-first persistent memory MCP server for Claude Code, Codex, Cursor, Qwen Code, and AI coding agents. Cross-session, cross-agent SQLite memory.

★ 51 writestdio

kx

distu/kx

!CAUTION B

Local-first MCP server and CLI for AI coding agents. Hybrid semantic + BM25 search across code, docs and notes, with SQLite and offline embeddings.

★ 52 writestdio

Biel Ai

TechDocsStudio/biel-mcp

✓SAFE B

Connect AI tools like Cursor, VS Code, and Claude to your product docs.

★ 3Not listed in sourcesse

context-compression

herreravalenz6620/context-compression

!CAUTION B

Reduce token usage for JSON, CSV, and TSV files with deterministic compression that keeps data intact for AI agents.

★ 31 read

create-ai-memory

rambaarde/create-ai-memory

!CAUTION B

Persistent, agent-agnostic session memory for AI coding CLIs (Claude Code, Codex, Gemini, Cursor, opencode). One Markdown vault, any agent.

★ 32 write

hubmesh

DemigodDSK/hubmesh

✓SAFE B

Centrality-aware GraphRAG retrieval planner — drop-in layer over any vector DB. Zero LLM in the query path; MCP server included.

★ 28 readstdio

agentRamen

palrajjp/agentRamen

✓SAFE B

Local-first codebase intelligence memory and task context for coding agents, via CLI, MCP, and local HTTP.

★ 110 readstdio

cloudscape-docs-mcp

prem676/cloudscape-docs-mcp

!CAUTION B

🌐 Enable seamless semantic search over AWS Cloudscape documentation for AI agents and coding assistants with this efficient MCP server.

★ 12 read

KYVAutoResearch-v2

kyvjyf/KYVAutoResearch-v2

✓SAFE B

Project-based auto-research AI agent framework. Problem × Evidence Matrix, evidence grading, MCP Server. Python 3.10+. | 项目制自动研究 Agent 框架:问题 × 证据矩阵、证据分级。

★ 115 writestdio

sovantica-engrava

sovantica/engrava-mcp

✓SAFE B

Model Context Protocol server for Engrava — expose an AI agent memory database to any MCP client (Claude Desktop, Cursor, VS Code...) over stdio.

★ 11 readstdio

web-search-mcp

awslew/web-search-mcp

✓SAFE B

编码 agent 查资料缺搜索 API key?免 key 搜多个引擎、优先可靠来源并抽取可读正文。 Search the web and read pages without an API key.

★ 13 readstdio

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Questions

How do you decide which servers are memory & knowledge servers?
By the categories each server's own repository declares, mapped onto this job by a hand-kept table. A server can belong to more than one job, and one whose repository declares no matching category is not listed here.
Which memory & knowledge MCP servers rank highest on trust?
Graphiti (getzep/graphiti), Memory Bank (alioshr/memory-bank-mcp) and Knowledge Graph Memory (shaneholloman/mcp-knowledge-graph), by trust score and then stars. Ranking never uses popularity to change a verdict.
How many memory & knowledge servers only read?
88 of the 330 declare tools that all only read; 108 expose at least one destructive tool.

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