chroma
Apache-2.0
An open-source search and retrieval engine (vector database) for building AI applications with embeddings-based memory and RAG.
★ 29k⬇ 13M/mo · pypiTools agents can call — MCP servers, APIs, and function libraries.
17 listed. Get a project listed →
Apache-2.0
An open-source search and retrieval engine (vector database) for building AI applications with embeddings-based memory and RAG.
★ 29k⬇ 13M/mo · pypiApache-2.0
An official MCP server exposing Chrome DevTools to coding agents, letting them inspect, debug, and drive a real Chrome browser.
★ 47k⬇ 11M/mo · npmMIT
A platform giving agents 1000+ tool integrations, tool search, managed authentication, and a sandboxed workbench for taking real-world actions.
★ 29k⬇ 1.7M/mo · pypiMIT
An MCP server that feeds up-to-date, version-specific library documentation into LLMs and AI code editors so generated code targets current APIs.
★ 59k⬇ 4.1M/mo · npmOther (see repo)
A production-ready platform for building agentic LLM applications and workflows, combining a visual builder, RAG, and model orchestration.
★ 149kApache-2.0
Open-source secure cloud sandboxes that let AI agents run code and use real tools in isolated environments.
★ 13k⬇ 4.9M/mo · pypiMIT
An MCP server exposing Exa's neural web search and crawling so agents can retrieve current information from the web.
★ 4.7k⬇ 96k/mo · npmApache-2.0
A Pythonic framework for building Model Context Protocol servers and clients quickly, handling the protocol plumbing for you.
★ 26k⬇ 97M/mo · pypiAn MCP server that hands Figma layout and design data to AI coding agents so they can build UIs that match a design.
★ 15k⬇ 393k/mo · npmAGPL-3.0
An API that crawls, scrapes, and searches the web at scale and returns clean, LLM-ready markdown for agents and RAG pipelines.
★ 150k⬇ 7.3M/mo · pypiThe official Firecrawl MCP server, adding web scraping and search to MCP-compatible clients like Claude and Cursor.
★ 6.9k⬇ 537k/mo · npmGitHub's official MCP server, letting agents work with repositories, issues, pull requests, and Actions through the GitHub API.
★ 31kApache-2.0
Google's open-source MCP server for databases, giving agents secure, pooled access to query many SQL and NoSQL data stores.
★ 16kApache-2.0
A universal memory layer for AI agents and assistants that stores, recalls, and manages long-term user and session memory.
★ 61k⬇ 3.1M/mo · pypiOther (see repo)
A fair-code workflow automation platform with native AI features and hundreds of integrations, letting you wire agents and tools into visual, self-hostable pipelines.
★ 196kOther (see repo)
A self-hosted, user-friendly web interface for local and API-based LLMs, with support for Ollama, OpenAI-compatible endpoints, RAG, and tools.
★ 145kApache-2.0
Microsoft's MCP server that gives agents structured, accessibility-tree-based control of a browser via Playwright, without relying on screenshots.
★ 35k⬇ 24M/mo · npmNo matches. Try clearing the search or filters.
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