Team engineering memory for AI coding assistants. 47 MCP tools, pgvector semantic search.
Memforge-memory is an MCP integration. Team engineering memory for AI coding assistants. 47 MCP tools, pgvector semantic search.
The published npm package is @memforgeai/memory-service, version 1.0.1. Its declared MCP transport is stdio.
The package declares DATABASE_URL (required): PostgreSQL connection string; OPENAI_BASE_URL (required): Embedding API base URL (OpenAI-compatible); OPENAI_API_KEY (required): Embedding API key; OPENAI_EMBEDDING_MODEL (required): Embedding model name (e.g. BAAI/bge-m3).
Check the maintainer’s instructions for account access, authentication and the supported client configuration. Once connected, inspect the tools your client receives and try a small task that matches the server’s stated purpose. The registry description does not include a verified, complete tool list.
View the publisher’s registry entry. This profile uses version 1.0.1 from the registry. Registration identifies the publisher namespace; it does not establish that this is a first-party integration for every service it connects.
Browse related developer tools MCP servers for tools that cover the same kind of work.
| Variable | Description | Required |
|---|---|---|
| DATABASE_URL | PostgreSQL connection string | Yes |
| OPENAI_BASE_URL | Embedding API base URL (OpenAI-compatible) | Yes |
| OPENAI_API_KEY | Embedding API key | Yes |
| OPENAI_EMBEDDING_MODEL | Embedding model name (e.g. BAAI/bge-m3) | Yes |
Store entities, relations and observations in a local knowledge graph with the reference Memory MCP server.
A structured scratchpad for hard problems — stepwise reasoning with revisions, branches and visible logic.
Symbol-level code navigation, refactoring and memory for coding agents — the IDE brain your assistant has been missing.
Stop letting your assistant hallucinate n8n node parameters — this server hands it the real schemas, templates and validation.
Chat with your second brain — search, read and write vault notes through the Local REST API.
Enables AI assistants to securely interact with Azure DevOps through a standardized protocol.