Atlas Beta

MCP Ecosystem

Atlas JSON

Model Context Protocol servers, tool surfaces, and agent integration projects.

Data source: d1 / d1_query 1065 projects loaded Generated 2026-08-13T06:28:41.638Z

Ecosystem

MCP Ecosystem

Map

Model Context Protocol servers, tool surfaces, and agent integration projects.

Atlas Layer

MCP Ecosystem

Model Context Protocol servers, tool surfaces, and agent integration projects.

Concepts6
Projects8
Avg Git.Top Score93
Top Projectaffaan-m/ECC

Compare Path

Compare leading candidates

Compare the strongest indexed projects in MCP Ecosystem before choosing a default.

affaan-m/ECCheadroomlabs-ai/headroomBerriAI/litellmaaif-goose/goose

Compare Path

Evaluate fallback options

Compare high-quality fallback candidates when the top project is not the right operational fit.

headroomlabs-ai/headroomBerriAI/litellmAstrBotDevs/AstrBotSigNoz/signoz

Journey

Choose a production candidate

Start broad in MCP Ecosystem, then narrow to one project with score and graph evidence.

  1. Discover: Browse the ecosystem entry point.
  2. Recommend: Generate a constrained shortlist.
  3. Score: Inspect affaan-m/ECC risk and score evidence.

Journey

Map dependencies and neighbors

Follow graph relationships before deciding whether a project fits the stack.

  1. Graph: Open affaan-m/ECC relationship graph.
  2. Related: Inspect adjacent projects as structured JSON.
  3. Atlas: Fetch the ecosystem map for agent planning.

Journey

Compare replacement paths

Move from the top project to alternatives and a decision matrix.

  1. Alternatives: Find alternatives for affaan-m/ECC.
  2. Compare: Compare affaan-m/ECC and headroomlabs-ai/headroom.
  3. Agent Map: Choose the next REST or MCP surface.

mcp_server

affaan-m/ECC

86

The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.

Library OnlyLocal Graph Alternatives Score

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.

DockerVercel Graph Alternatives Score

mcp_server

BerriAI/litellm

89

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]

DockerLibrary Only Graph Alternatives Score
89

AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. ✨

DockerLibrary Only Graph Alternatives Score

mcp_server

SigNoz/signoz

88

SigNoz is an open-source, OpenTelemetry-native observability platform for your team and their AI agents. Get logs, metrics, and traces in one tool with features like APM, distributed tracing, log management, infra monitoring, etc. Combined with SigNoz MCP and a native AI teammate (in SigNoz Cloud) it helps you build more resilient apps.

DockerKubernetes Graph Alternatives Score
86

⌥ AI Coding agent for the terminal — hash-anchored edits, optimized tool harness, LSP, Python, browser, subagents, and more

DockerLocal Graph Alternatives Score
87

Enhanced ChatGPT Clone: Features Agents, MCP, Skills, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching, message search, Code Interpreter, langchain, DALL-E-3, OpenAPI Actions, Functions, Secure Multi-User Auth, Presets, open-source for self-hosting. Active

DockerLocal Graph Alternatives Score