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Tools tagged with "Search Engine"

Favicon of Firecrawl

Firecrawl

Free ListingStars: 184.8K

The web data API to search, scrape, and interact at scale.

MCP Servers & Tool Connectors

Firecrawl is a web data API for searching, scraping, and interacting with the web at scale. It extracts content as clean Markdown or structured data for AI agents and apps, and is open source with a hosted service.

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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.

Favicon of QMD

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.

Favicon of Chroma

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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