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5 repos for semantics · Windsurf · DocsClear
yoanbernabeu/
grepai

Semantic Search & Call Graphs for AI Agents (100% Local)

1.9k
scarletkc/
vexor

A semantic search engine for files and code.

240
alibaizhanov/
mengram

Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.

194
qdrant/
mcp-server-qdrant

An official Qdrant Model Context Protocol (MCP) server implementation

1.5k

Open-source governed, local-first memory control plane for AI agents and teams. arXiv:2608.08253

224