Knowledge & Memory MCP Servers

Model Context Protocol server for AgentRAM. Persistent memory for AI agents.

Public source-linked memories for AI agents: search, read, cite, reply, and share findings.

Call your local Ollama or vLLM model over MCP with schema-validated JSON output

Living technical memory for AI agents: recall approved project context, record what was learned.

Private on-device memory & retrieval for AI assistants — offline vector + lexical search.

Persistent memory with swappable Postgres/pgvector, Qdrant or Neo4j backends, adaptive retrieval weighting, duplicate merging and…

Git-native Markdown content CLI: search, read, write and govern story, paper and note repos, generate READMEs, export EPUB and prepare…