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.
Cite
Cite this page
ModelsAtlas. “Memory & knowledge MCP servers”. Retrieved 29 Oct 2026. https://modelsatlas.com/mcp/topic/memory/page/3
Verdicts · 330 servers
Transports
- stdio, runs locally239
- Streamable HTTP, remote142
- SSE, legacy remote21
- Not declared47
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
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.
Obsidian Omnisearch
anpigon/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 seamless integration. 🚀
Cowork Semantic Search
zhubit/cowork-semantic-search
Deep Research
pinkpixel-dev/deep-research-mcp
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.
Engram
kael-bit/engram-rs
Memory engine for AI agents — time axis (3-layer decay/promotion) + space axis (self-organizing topic tree). Hybrid search, LLM consolidation. Single Rust binary.
Obsidian Graph
drewburchfield/obsidian-graph
Semantic knowledge graph navigation for Obsidian or markdown vaults using AI-powered vector embeddings and PostgreSQL+pgvector
Knowledge Vault
oliverxuzy-ai/knowledge-in-a-vat
An intelligent knowledge management system connecting your local knowledge vault with Claude Desktop via MCP
Obsidian
piotr1215/mcp-obsidian
simple mcp server for interacting with local obsidian notes
alibaba-cloud-mcp
nirholas/alibaba-cloud-mcp
MCP server for Alibaba Cloud DashScope by three.ws — Qwen chat, embeddings, and model discovery using your own Alibaba Cloud API key.
ibm-watsonx-mcp
nirholas/ibm-watsonx-mcp
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.
ibm-x402-mcp
nirholas/ibm-x402-mcp
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.
mneme
AgentGameLab/mneme
Persistent long-term memory for Claude Code agents — SQLite + FTS5 + sqlite-vec + RRF hybrid recall over MCP, with Chinese tokenization. Local-first, graceful degradation.
Kura
kurajs/kura
Kura — the knowledgebase for humans and agents. Agent-native docs infrastructure, built on June.
cairntir
pnmcguire480/cairntir
Local-first persistent memory MCP server for Claude Code, Codex, Cursor, Qwen Code, and AI coding agents. Cross-session, cross-agent SQLite memory.
kx
distu/kx
Local-first MCP server and CLI for AI coding agents. Hybrid semantic + BM25 search across code, docs and notes, with SQLite and offline embeddings.
Biel Ai
TechDocsStudio/biel-mcp
Connect AI tools like Cursor, VS Code, and Claude to your product docs.
context-compression
herreravalenz6620/context-compression
Reduce token usage for JSON, CSV, and TSV files with deterministic compression that keeps data intact for AI agents.
create-ai-memory
rambaarde/create-ai-memory
Persistent, agent-agnostic session memory for AI coding CLIs (Claude Code, Codex, Gemini, Cursor, opencode). One Markdown vault, any agent.
hubmesh
DemigodDSK/hubmesh
Centrality-aware GraphRAG retrieval planner — drop-in layer over any vector DB. Zero LLM in the query path; MCP server included.
agentRamen
palrajjp/agentRamen
Local-first codebase intelligence memory and task context for coding agents, via CLI, MCP, and local HTTP.
cloudscape-docs-mcp
prem676/cloudscape-docs-mcp
🌐 Enable seamless semantic search over AWS Cloudscape documentation for AI agents and coding assistants with this efficient MCP server.
KYVAutoResearch-v2
kyvjyf/KYVAutoResearch-v2
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。
sovantica-engrava
sovantica/engrava-mcp
Model Context Protocol server for Engrava — expose an AI agent memory database to any MCP client (Claude Desktop, Cursor, VS Code...) over stdio.
web-search-mcp
awslew/web-search-mcp
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.
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