13 servers in Knowledge, Memory & RAG
Memory
modelcontextprotocol/memory
Knowledge graph-based persistent memory system.
Mastra/mcp-docs
mastra-ai/mastra
Provides AI assistants with direct access to Mastra.ai's complete knowledge base.
AWS Bedrock KB Retrieval
awslabs/mcp
Query Amazon Bedrock Knowledge Bases using natural language to retrieve relevant information from your data sources.
Notion
makenotion/notion-mcp-server
Notion official MCP server
Graphlit
graphlit/graphlit-mcp-server
Ingest content from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project, then search and retrieve relevant knowledge.
Assistant
pinecone-io/assistant-mcp
Connect to your Pinecone Assistant and retrieve context from its knowledge engine.
Mnemosyne OS
Mnemosyne-OS/Mnemosyne-Neural-OS
Human-governed memory in local, domain-separated vaults with hybrid retrieval; also reads other coding agents' output. Requires the Mnemosyne OS desktop app.
Routine
routineco/mcp-server
MCP server to interact with Routine: calendars, tasks, notes, etc.
Artifacta
SagaPeak/artifacta-mcp
Artifact store for agent outputs: persist, retrieve and share them across runs and sessions, with content-hash dedup and expiring share links.
Willi MaKo Knowledge Service
A knowledge service for Germany's complex Energy Market Communications (MaKo) regulations.
Brainy
memokar/brainy
Self-hosted shared brain for multiple agents: Git-versioned Markdown knowledge plus a task queue with atomic claims, per-space ACL, audit log and human approval, so Claude, ChatGPT and other agents can hand work to each other.
Solucortex
soluai-spa/solucortex-mcp
Technical memory for AI agents: recall a project's approved decisions, conventions and risks at task start and record lessons at the end.
Telys — on-device memory
thyn-ai/telys-sdk
Official Telys MCP server — private, on-device memory & retrieval for AI assistants: 19 tools covering memory CRUD, semantic + on-device BM25 lexical search, single-key filtered queries, compaction/IVF/tuning maintenance, and a self-refreshing repo auto-indexer. Stdio; introspection needs no credentials; execution requires the one-time free telys login (device authorization). pipx install telys