Ecosystem
MCP Ecosystem
Model Context Protocol servers, tool surfaces, and agent integration projects.
Atlas Beta
Model Context Protocol servers, tool surfaces, and agent integration projects.
Ecosystem
Model Context Protocol servers, tool surfaces, and agent integration projects.
Atlas Layer
Model Context Protocol servers, tool surfaces, and agent integration projects.
Browse indexed projects around MCP Ecosystem.
recommend Get RecommendationsGenerate an explainable shortlist for MCP Ecosystem.
graph Open GraphInspect relationships around browser-use/browser-use.
alternatives Find AlternativesFind replacements and adjacent options for browser-use/browser-use.
score Explain ScoreUnderstand why browser-use/browser-use has its Git.Top Score.
compare Compare OptionsCompare browser-use/browser-use and google-gemini/gemini-cli.
Compare Path
Compare the strongest indexed projects in MCP Ecosystem before choosing a default.
Compare Path
Compare high-quality fallback candidates when the top project is not the right operational fit.
Journey
Start broad in MCP Ecosystem, then narrow to one project with score and graph evidence.
Journey
Follow graph relationships before deciding whether a project fits the stack.
Journey
Move from the top project to alternatives and a decision matrix.
mcp_server
Open-source Python library for AI browser agents, plus Browser Use Cloud: stealth browsers and a hosted agent API.
mcp_server
An open-source AI agent that brings the power of Gemini directly into your terminal.
mcp_server
Write HTML. Render video. Built for agents.
mcp_server
🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, federation, vector RAG integration, and native Claude Code / Codex / Hermes and many more Integrated
mcp_server
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.
mcp_server
Context7 Platform -- Up-to-date docs for AI agents
mcp_server
The fastest, litest AI Gateway. Rust core with Python SDK. Call 100+ LLM APIs in OpenAI (or native) format with cost tracking, guardrails, load balancing, and logging [Bedrock, Azure, OpenAI, Anthropic, OpenAI, VertexAI, vLLM, Nvidia NIM]
mcp_server
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.