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Best knowledge & memory MCP servers

The 15 most popular knowledge & memory MCP servers out of 419.

Updated 2026-10-18

The 15 most popular knowledge & memory MCP servers out of 419, with a security level for each.

#NamePopularitySecurity
1servers
Knowledge graph-based persistent memory for maintaining context.
91.3k ★Low risk
2Context7
Up-to-date code documentation for LLMs and AI code editors.
63.2k ★Review before installing
3hindsight
Hindsight: long-term memory for AI agents modeled on human memory.
50.9k ★Low risk
4Cognee
Memory manager for AI apps and agents using graph and vector stores, with ingestion from many data sources.
32.4k ★Low risk
5Skill Seeker
Turn docs, GitHub repos, PDFs, videos, Confluence, Notion and Slack/Discord into AI skills and RAG knowledge,
15.2k ★Low risk
6basic-memory
Local-first AI memory: a semantic knowledge graph of Markdown files that humans and LLMs both read and write,
4.3k ★Review before installing
7NoteDiscovery
Self-hosted Markdown knowledge base with a web UI: search, read, create, edit, tag and template notes.
2.8k ★Low risk
8memanto
Universal memory agent for AI: provides semantic search, namespace management, text/vector operations and RAG
2.3k ★Review before installing
9mcp-memory-service
Memory service with semantic search, persistent storage and autonomous memory consolidation.
2k ★Low risk
10mcp-obsidian
Safe read/write access to Obsidian vaults: search, batch operations, tag management and frontmatter handling.
1.7k ★Low risk
11ApeRAG
RAG platform combining Graph RAG, vector search and full-text search for building knowledge graphs and context
1.3k ★Low risk
12deja-vu
Local memory over session histories from Claude Code, Codex CLI and opencode: lexical search, session-start au
1.2k ★Low risk
13open-ontologies
Ontology engineering for OWL, RDF and SPARQL: validate, query, diff, lint, version and govern knowledge graphs
1.1k ★Low risk
14mcp-server-chatsum
Query and summarize your chat messages with AI prompts.
1k ★Low risk
15iai-personal-memory-engine
Local memory daemon with episodic, semantic and procedural tiers, SQLite and hnswlib storage, sleep-cycle cons
911 ★Low risk