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AI dev and agent tools, decision-grade.

Benchmarks we run. Prices we verify daily. Field evidence we curate from postmortems, dev posts, and vendor retros ; terse, dated, honest.

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SectionVector Databases10 tools
  1. chroma

    chroma-core

    Search infrastructure for AI

  2. kiwifs

    kiwifs

    Knowledge filesystem agents can write to, search, query, and trust.

  3. mcp-server-qdrant

    Qdrant

    An official Qdrant Model Context Protocol (MCP) server implementation

  4. memgraph

    memgraph

    High-performance open-source in-memory graph database for GraphRAG, AI memory, agentic AI, and real-time graph analytics. Cypher-compatible, built in C++.

  5. memsearch

    zilliztech

    A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex), backed by Markdown and Milvus.

  6. milvus

    milvus-io

    Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search

  7. OpenMemory

    CaviraOSS

    Local persistent memory store for LLM applications including claude desktop, github copilot, codex, antigravity, etc.

  8. Pinecone

    Pinecone

    Production-grade managed vector database with serverless and pod-based tiers.

  9. powermem

    oceanbase

    PowerMem: Your AI-Powered Long-Term Memory — Accurate, Agile, Affordable. Also friendly support for the OpenClaw Memory Plugin.

  10. Qdrant

    Qdrant

    Open-source vector database with rich filtering, payload indexing, and quantization.