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Show HN: AgentKV โ SQLite for AI agent memory (MMAP vector+graph DB)
By shiwang_khera2026๋
2์ 16์ผ
**Show HN: AgentKV โ SQLite for AI agent memory (MMAP vector+graph DB)**
I built AgentKV โ an embeddable vector + graph database for AI agents.The problem: I was building a local LLM assistant and needed to store conversation history + RAG documents. ChromaDB/Pinecone require running servers. FAISS has no persistence. I wanted something that just works like SQLite.AgentKV is a single-file mmap database with: โข Vector search (HNSW index) + graph relations โข Crash recovery with CRC-32 checksums โข Zero servers, zero config files โข Thread-safe concurrent reads โข pip install agentkv (Python 3.9+) Real examples in the repo: โข Local RAG with Ollama (10 lines) โข Multi-turn chatbot with memory โข Agent coordination with context graphsBuilt in C++20 with mmap + nanobind Python bindings. Benchmarked against FAISS โ competitive throughput with built-in persistence.Open to feedback on the API design and any use cases I'm missing!PyPI: https://pypi.org/project/agentkv/ Comments URL: https://news.ycombinator.com/item?id=47027887 Points: 1 # Comments: 0
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**[devsupporter ํด์ค]**
์ด ๊ธฐ์ฌ๋ Show HN์์ ์ ๊ณตํ๋ ์ต์ ๊ฐ๋ฐ ๋ํฅ์ ๋๋ค. ๊ด๋ จ ๋๊ตฌ๋ ๊ธฐ์ ์ ๋ํด ๋ ์์๋ณด์๋ ค๋ฉด ์๋ณธ ๋งํฌ๋ฅผ ์ฐธ๊ณ ํ์ธ์.
I built AgentKV โ an embeddable vector + graph database for AI agents.The problem: I was building a local LLM assistant and needed to store conversation history + RAG documents. ChromaDB/Pinecone require running servers. FAISS has no persistence. I wanted something that just works like SQLite.AgentKV is a single-file mmap database with: โข Vector search (HNSW index) + graph relations โข Crash recovery with CRC-32 checksums โข Zero servers, zero config files โข Thread-safe concurrent reads โข pip install agentkv (Python 3.9+) Real examples in the repo: โข Local RAG with Ollama (10 lines) โข Multi-turn chatbot with memory โข Agent coordination with context graphsBuilt in C++20 with mmap + nanobind Python bindings. Benchmarked against FAISS โ competitive throughput with built-in persistence.Open to feedback on the API design and any use cases I'm missing!PyPI: https://pypi.org/project/agentkv/ Comments URL: https://news.ycombinator.com/item?id=47027887 Points: 1 # Comments: 0
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**[devsupporter ํด์ค]**
์ด ๊ธฐ์ฌ๋ Show HN์์ ์ ๊ณตํ๋ ์ต์ ๊ฐ๋ฐ ๋ํฅ์ ๋๋ค. ๊ด๋ จ ๋๊ตฌ๋ ๊ธฐ์ ์ ๋ํด ๋ ์์๋ณด์๋ ค๋ฉด ์๋ณธ ๋งํฌ๋ฅผ ์ฐธ๊ณ ํ์ธ์.
