Local-first persistent brain for AI coding agents - SQLite knowledge graph + replayable trajectories, queryable over MCP.
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Sep 17, 2026 - TypeScript
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bm25-search
Here are 54 public repositories matching this topic...
A deterministic Windows AI agent that doesn't hallucinate actions. Features native UI Automation (no blind clicks), file rollbacks, and strict HITL security.
python3 ui-automation process-management human-in-the-loop ai-agents windows-automation desktop-assistant local-first rollback-support llm stt-tts agentic-workflow deterministic-ai bm25-search
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Aug 14, 2026 - Python
A Knowledge Graph-Infused RAG framework for multi-hop reasoning over Türkiye-related entities. It utilizes Neo4j for graph storage, Wikidata5M for structured data, and Ollama (Qwen 2.5) for agentic spreading activation to outperform traditional text-based RAG baselines.
natural-language-processing deep-learning neo4j wikidata language-model localllm ollama prompt- rag-pipeline graphrag agentic-ai qwen2-5 bm25-search
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Apr 25, 2026 - Python
Cross-tool memory for AI agents. Stitch context across Cursor, Claude Code, Codex, Gemini CLI, Windsurf, Copilot, and 9+ AI tools. Preserves decisions, failed experiments & warnings across sessions. Zero dependencies, MCP + instruction files, BM25 relevance search. Never re-explain your work.
mcp pyhton cursor copilot codex windsurf developer-productivity session-persistence ai-agent ai-memory gemini-cli mcp-server claude-code ai-context-management ai-coding-agent agent-handoff ai-amnesia-fix cursor-memory bm25-search cross-tool-memory
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May 12, 2026 - Python
Enable AI agents to share memory across tools and avoid repeating work when switching between tasks or platforms.
art r mcp cursor copilot cross-stitch windsurf cross-stitching developer-productivity session-persistence ai-agent gemini-cli claude-code ai-context-management ai-coding-agent agent-handoff ai-amnesia-fix cursor-memory bm25-search cross-tool-memory
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Oct 12, 2026 - Python
神农AI —— 基于 Neo4j AuraDB 云图数据库与 Agentic RAG 的中医药智能知识平台，收录 300+ 味常用药材，提供知识图谱可视化、药材管理、拍照识药、AI Agent问答、方剂推荐与配伍检测，实现可溯源RAG智能问答。
neo4j knowledge-graph embedding chinese-medicine langchain graphrag agentic-rag rrf-assignment-21 bm25-search
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Oct 21, 2026 - JavaScript
A hybrid search system for financial intelligence combining BM25, dense, and sparse vectors with Qdrant to improve retrieval across both exact keyword and semantic queries.
python embeddings sparse-vectors evaluation-metrics finance-data rag vector-search vector-database hybrid-search dense-retrieval qdrant evals rag-evaluation qdrant-rag bm25-search neural-reranker
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Aug 30, 2026 - Python
A RAG pipeline where an LLM agent chooses its own retrieval strategy through MCP, benchmarked against static baselines on 1,000 real biomedical questions.
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Oct 29, 2026 - Python
Local-first knowledge retrieval engine for AI agents — BM25, semantic search, reranking, MCP, Pi Agent and DeepSeek Harness integration.
embedded ts ast chunk pi obsidian bm25 rag obsidian-plugin obsidian-plugins obsidianmd bge-m3 pi-agent pi-coding-agent bm25-search pi-extension deepseek-harness dsh-plugin dsh-plugins dsh-plugin-verify
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Aug 28, 2026 - TypeScript
A privacy-first, self-hostable web search engine built from scratch in TypeScript — own crawler, own BM25 inverted index, zero cookies/tracking, and live hybrid fallback (Google Suggest + DuckDuckGo) when local results are thin.
nodejs search open-source search-engine information-retrieval privacy typescript self-hosted monorepo webcrawler search-engines bm25 privacy-tools bm25-search
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Nov 2, 2026 - TypeScript
Self-hosted AI search + chat platform that keeps LLM costs low: hybrid (BM25 + vector) search, RAG product chat, and rule-based query understanding that skips the LLM when it isn't needed. Works with OpenAI, Claude, Gemini, Groq, Ollama, or LiteLLM. Built on Typesense + FastAPI. ⭐ If you like this, please give it a star!
python gemini gpt bm25 ai-search rag fastapi vector-search typesense ai-search-algorithms hybrid-search llm ai-search-engine voyage-ai ai-search-optimization bm25-search
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Oct 30, 2026 - Python
🧭 ПолиГид — единый цифровой навигатор Московского Политеха: сервисы, расписание, база регламентов и ИИ-поиск для студентов, абитуриентов и родителей.
education schedule university python3 campus knowledge-base mospolytech streamlit-webapp rag-chatbot ai-asssistant bm25-search polyguide
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Oct 27, 2026 - Python
A progressive materials-engineering RAG lab: dense retrieval, reranking, hybrid search, multi-query, decomposition, adaptive/corrective retrieval, and agentic R&D workflows with reproducible evaluation.
nist kafka nasa materials-science materials-informatics nasa-data hyde reranking additive-manufacturing rag llm-agents rag-pipeline bge-embeddings bm25-search agentic-rag-retrieval
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Sep 19, 2026 - Python
AI compliance assistant for gold-loan branch staff: cited answers from RBI regulations, in English and Hindi · RAG with BM25 + Groq · Streamlit
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Sep 22, 2026 - Python
A local RAG assistant that will answer LLM security questions using retrieved OWASP documentation
python chunking semantic-search bm25 rag bi-encoder cross-encoder dense-retrieval qdrant lexical-search sparse-retrieval qdrant-vector-database llm-security rag-evaluation rag-pipeline owasp-llm-top-10 qdrant-rag cross-encoder-re-ranking bm25-search parent-child-chunking
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Nov 1, 2026 - Python
Advanced conversational RAG assistant with Hybrid Search, BM25, RRF, Multi-Query Retrieval, Contextual Compression, Memory, Structured Output, Evaluation, and Streamlit UI.
python machine-learning openai rag llm langchain chromadb retrieval-augmented-generation bm25-search
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Oct 7, 2026 - Python
AI-assisted job search backend that combines HH.ru filtering, semantic retrieval, BM25 ranking, LLM-based candidate evaluation, PostgreSQL caching, and cover letter generation.
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Oct 18, 2026 - Python
A learning-focused Agentic RAG system built to explore LangGraph orchestration, hybrid retrieval, semantic caching, and RAG evaluation using local LLMs.
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Aug 15, 2026 - Python
retrieval sqlite3-database uv groq llm retrieval-augmented-generation rag-pipeline pydantic-ai minsearch bm25-search
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Jul 13, 2026 - Jupyter Notebook
A local-first codebase context synthesizer. Uses AST parsing, DAG call-graph traversal, and BM25 search to pack token-budgeted context for LLMs.
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Sep 20, 2026 - Python
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