Tools

firecrawl

AGPL-3.0

An API that crawls, scrapes, and searches the web at scale and returns clean, LLM-ready markdown for agents and RAG pipelines.

open-webui

Other (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.

Agent-Reach

MIT

Command-line tool that gives AI agents eyes across the public internet — reading and searching X/Twitter, Reddit, YouTube, GitHub, Bilibili, and Xiaohongshu from one interface, with no per-platform API keys required.

mem0

Apache-2.0

A universal memory layer for AI agents and assistants that stores, recalls, and manages long-term user and session memory.

n8n

Other (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.

chrome-devtools-mcp

Apache-2.0

An official MCP server exposing Chrome DevTools to coding agents, letting them inspect, debug, and drive a real Chrome browser.

context7

MIT

An MCP server that feeds up-to-date, version-specific library documentation into LLMs and AI code editors so generated code targets current APIs.

playwright-mcp

Apache-2.0

Microsoft's MCP server that gives agents structured, accessibility-tree-based control of a browser via Playwright, without relying on screenshots.

dify

Other (see repo)

A production-ready platform for building agentic LLM applications and workflows, combining a visual builder, RAG, and model orchestration.

fastmcp

Apache-2.0

A Pythonic framework for building Model Context Protocol servers and clients quickly, handling the protocol plumbing for you.

chroma

Apache-2.0

An open-source search and retrieval engine (vector database) for building AI applications with embeddings-based memory and RAG.

composio

MIT

A platform giving agents 1000+ tool integrations, tool search, managed authentication, and a sandboxed workbench for taking real-world actions.

OpenCLI

Apache-2.0

Command-line tool that turns dozens of websites and desktop apps into deterministic CLI commands, executed through your own logged-in browser — with an agent-skill layer so coding agents can drive it or author new adapters.

E2B

Apache-2.0

Open-source secure cloud sandboxes that let AI agents run code and use real tools in isolated environments.

Figma-Context-MCP

MIT

An MCP server that hands Figma layout and design data to AI coding agents so they can build UIs that match a design.

TencentDB-Agent-Memory

Other (see repo)

TencentCloud's team-level memory hub for AI agents, distilling conversations, docs, and code into reusable, queryable memory assets that agents can share.

github-mcp-server

MIT

GitHub's official MCP server, letting agents work with repositories, issues, pull requests, and Actions through the GitHub API.

Google Workspace CLI

Apache-2.0

Google's official command-line tool for Drive, Gmail, Calendar, Sheets, and the rest of Workspace, generated from the Discovery APIs — usable by humans and by agents needing programmatic Workspace access.

firecrawl-mcp-server

MIT

The official Firecrawl MCP server, adding web scraping and search to MCP-compatible clients like Claude and Cursor.

mcp-toolbox

Apache-2.0

Google's open-source MCP server for databases, giving agents secure, pooled access to query many SQL and NoSQL data stores.

exa-mcp-server

MIT

An MCP server exposing Exa's neural web search and crawling so agents can retrieve current information from the web.