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Data / Repositories / Semantic search / Python

Python Semantic search repositories on GitHub: 12 ranked by stars

12 public Python repositories tagged Semantic search are on GitHub, with 50,972 stars between them; 7 had a push in the last 30 days. The most starred: arc53/DocsGPT (18,319), semantica-agi/semantica (14,039), 54yyyu/zotero-mcp (5,387).

SpecStream is the live web data engine for teams and agents. It reads open-source repositories on GitHub and keeps what it reads, and this page groups that reading by topic. Ask for the repositories you track by topic, language, license or activity, and new ones and changes arrive in your sheet, CRM, Slack or agent.

Every repository, most starred first

RepositoryWhat it isStarsForksLicenseLast pushRead
arc53/DocsGPTPrivate AI platform for agents, assistants and enterprise search. Built-in Agent Builder, Deep research, Document analysis, Multi-model support, and API connectivity for agents.18,3192,208MITOct 14Oct 14
semantica-agi/semanticaGraph-Native Infrastructure for Context and Accountable AI Systems14,0391,630MITOct 14Oct 14
54yyyu/zotero-mcpZotero MCP: Connects your Zotero research library with Claude and other AI assistants via the Model Context Protocol to discuss papers, get summaries, analyze citations, and more.5,387426MITOct 8Oct 14
vitali87/code-graph-ragThe ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs5,256699MITOct 14Oct 14
aiming-lab/SimpleMem[ICML'26] SimpleMem: Efficient Lifelong Memory for LLM Agents — Text & Multimodal3,831404MITJul 24Oct 14
doobidoo/mcp-memory-serviceOpen-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.2,014347Apache-2.0Oct 14Oct 14
qdrant/mcp-server-qdrantAn official Qdrant Model Context Protocol (MCP) server implementation1,548307Apache-2.0Sep 4Oct 14
jgravelle/jdocmunch-mcpThe leading, most token-efficient MCP server for documentation exploration and retrieval via structured section indexing20448Oct 14Oct 14
ali-kamali/Axon.MCP.ServerTransform your codebase into an intelligent knowledge base for AI-powered development with Cursor IDE, Google AntiGravity, and MCP-enabled assistants16624Jun 30Oct 14
baryhuang/mcp-hubspotA Model Context Protocol (MCP) server that enables AI assistants to interact with HubSpot CRM data, providing built-in vector storage and caching mechanisms help overcome HubSpot…13063MITNov 11, 2025Oct 14
TedHaley/pensievePensieve: never lose the thread. A local MCP server and Mac app that links your files, repos, agent sessions, tickets and messages into one thread per task, for you and your AI…728MITOct 21Oct 21
Hulupeep/ruvscanThe AI that finds the code you didn't know you needed - Sublinear-intelligence MCP server for discovering GitHub leverage64Nov 9, 2025Oct 14

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Every Semantic search repository

Read from GitHub by SpecStream between October 14, 2026 and October 21, 2026; each row shows the day its repository was read. Stars and pushes change every day, and the GitHub page is the current one. Forks and archived repositories are left out.