Sematic Search Python Packages

marm-mcp-server

Local-first 3-in-1 AI memory layer & MCP server for Claude Code, Codex, Grok, Gemini, VS Code and Cursor. Fuses session history, codebase indexing & concept graphs in SQLite. Enables zero-cloud, privacy-first context & instant recall, supports multi-agent swarms.

bhakti

An easy-to-use vector database.

iflow-mcp-lyellr88-marm-mcp-server

Local-first 3-in-1 AI memory layer & MCP server for Claude Code, Codex, Grok, Gemini, VS Code and Cursor. Fuses session history, codebase indexing & concept graphs in SQLite. Enables zero-cloud, privacy-first context & instant recall, supports multi-agent swarms.

memcoder

Provider-free persistent cognition for AI agents: verified memory, failure frontiers, proof-gated branches, and reversible learning.