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Tools tagged with "Vector Search"

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Qdrant

Free ListingStars: 34.8K

High-performance vector database and vector search engine

Vector Databases

Qdrant is a high-performance, massive-scale vector database and vector similarity search engine for next-generation AI applications. It stores, searches, and manages vectors with payload filtering. Also available as managed Qdrant Cloud.

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Cognee

Free ListingStars: 31K

Open-source memory platform for AI agents

MCP Servers & Tool Connectors

Cognee is an open-source agent memory platform that gives LLM agents persistent long-term memory across sessions. It combines graph, vector, and relational retrieval and runs self-hosted, in Docker, on-prem, or on Cognee Cloud.

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QMD

Free ListingStars: 30.1K

On-device hybrid search for docs, notes, and knowledge bases

MCP Servers & Tool Connectors

QMD is a local-first mini CLI search engine for docs, knowledge bases, meeting notes, and other text. It combines BM25 full-text search, vector semantic search, and LLM re-ranking while running on-device via node-llama-cpp with GGUF models.

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Chroma

Free ListingStars: 29.4K

Open-source search infrastructure for AI

Vector Databases

Chroma is open-source search infrastructure for AI. It provides fast, serverless, scalable infrastructure for vector, sparse vector, full-text, regex, and metadata search, built on object storage for multi-tenant indexes.

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