How do I connect Agent Memory Engine MCP Server to Claude?

The listing records `uv pip install 'memory-engine[semantic-transformers]' # sentence-transformers + sqlite-vec` as its setup step. Run it, then follow the repository's instructions for the client configuration; the listing names Claude Code, Cursor as compatible clients.

Is Agent Memory Engine MCP Server free?

The listed licence is MIT. Check the upstream terms for permitted use and commercial requirements; a public repository does not by itself mean the software is free or open source. Connected APIs and hosted services may have separate charges.

What can Agent Memory Engine MCP Server do?

Agent Memory Engine MCP Server documents 7 tools to the agent, including inspect_knowledge, inspect_memory, memory_status. The descriptions above come from project documentation. A live handshake does not test individual tool behavior.

Agent Memory Engine

Unclaimed

by uudam42

Memory Engine is a local-first MCP server that gives coding agents persistent, evidence-backed project memory. It automatically builds a project knowledge base, retrieves relevant architecture, constraints, incidents, and source context before complex tasks, and retains verified lessons after successful work.

Install

$uv pip install 'memory-engine[semantic-transformers]' # sentence-transformers + sqlite-vec

Set up this server

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This server needs project-specific setup. Follow the project instructions; no reusable public launch command is available yet.

Project instructions

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Security profile

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7 of 7 tools

Documented tools (7)

From project documentation. A server handshake does not verify each tool’s description or behavior.

inspect_knowledge

Inspect a KnowledgeChunk or source file range (redacted)

inspect_memory

Drill into a MemoryNode, its children, and evidence

memory_status

Project health, retrieval mode, index counts, revisions

reflect_and_write

Report validated work to the reflection pipeline

refresh_project_knowledge

Trigger incremental rescan; also builds Phase 10 proposition/paragraph/summary layers

retrieve_agent_context

Retrieve memory + knowledge before a coding task. Phase 10: pass taskintent, preferredlayers, propositiontypes to guide granularity routing.

seed_project_context

Call once on new projects. Write initial constraints, decisions, project description, and conventions directly as active memory nodes. Auto-extracts from README.md when fields are omitted. Eliminates cold-start problem.

Tool change history

Compared across complete checks of the same configuration. Tools were listed, not invoked. Input-schema changes are not measured here.

No complete tool checks yet.

FAQ

Questions about Agent Memory Engine MCP Server

How do I connect Agent Memory Engine MCP Server to Claude?: The listing records `uv pip install 'memory-engine[semantic-transformers]' # sentence-transformers + sqlite-vec` as its setup step. Run it, then follow the repository's instructions for the client configuration; the listing names Claude Code, Cursor as compatible clients.
Is Agent Memory Engine MCP Server free?: The listed licence is MIT. Check the upstream terms for permitted use and commercial requirements; a public repository does not by itself mean the software is free or open source. Connected APIs and hosted services may have separate charges.
What can Agent Memory Engine MCP Server do?: Agent Memory Engine MCP Server documents 7 tools to the agent, including inspect_knowledge, inspect_memory, memory_status. The descriptions above come from project documentation. A live handshake does not test individual tool behavior.