Atlas Beta

Open-source ecosystems as a map

Atlas JSON

Atlas is the Git.Top map layer: a way to move from ecosystem to project, graph, alternatives, and score without starting from a repository name.

Data source: d1 / d1_query 1213 projects loaded Generated 2026-09-26T15:42:59.064Z

Ecosystem

Cloudflare Ecosystem

Map

Edge-native AI and agent projects connected to Workers, D1, R2, Durable Objects, and AI Gateway.

Ecosystem

AI Agent Ecosystem

Map

Agent frameworks, coding agents, orchestration tools, and runtime integrations.

Ecosystem

MCP Ecosystem

Map

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

Ecosystem

RAG Ecosystem

Map

Retrieval, indexing, document processing, vector database, and evaluation projects.

Ecosystem

Browser AI Ecosystem

Map

Browser automation, computer-use agents, Playwright integrations, and web workflow tools.

Ecosystem

AI IDE Ecosystem

Map

Coding agents, AI-first editors, and terminal workflows that shape the daily developer experience.

Ecosystem

LLM Gateway Ecosystem

Map

Model routing, proxying, policy, and observability projects that sit between apps and providers.

Ecosystem

AI Observability Ecosystem

Map

Tracing, evaluation, prompt logging, cost control, and runtime analysis for AI products.

Ecosystem

Workflow Automation Ecosystem

Map

Automation engines, integrations, and orchestration layers that connect AI actions to business workflows.

Atlas Layer

Cloudflare Ecosystem

Edge-native AI and agent projects connected to Workers, D1, R2, Durable Objects, and AI Gateway.

Concepts6
Projects8
Avg Git.Top Score80
Top Projectcloudflare/agents

Compare Path

Compare leading candidates

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

cloudflare/agentscloudflare/mcp-server-cloudflarecloudflare/puppeteerlianluo-esign/ferrogate

Compare Path

Cloudflare deployment fit

Compare projects that carry explicit Cloudflare deployment signals.

cloudflare/agentscloudflare/mcp-server-cloudflarecloudflare/puppeteerlianluo-esign/ferrogate

Compare Path

Evaluate fallback options

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

ComposioHQ/composiocloudflare/agentscloudflare/mcp-server-cloudflarecloudflare/puppeteer

Journey

Choose a production candidate

Start broad in Cloudflare 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 cloudflare/agents risk and score evidence.

Journey

Map dependencies and neighbors

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

  1. Graph: Open cloudflare/agents 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 cloudflare/agents.
  2. Compare: Compare cloudflare/agents and cloudflare/mcp-server-cloudflare.
  3. Agent Map: Choose the next REST or MCP surface.

Open-source AI gateway on Cloudflare Workers, in TypeScript: OpenAI/Anthropic-compatible chat with SSE streaming, Files + Batch APIs, provider routing with circuit breaking and failover, virtual API keys, per-tenant Durable Object storage, quotas/wallets/budgets, guardrails, response cache, MCP server, durable metering, contract-driven Admin API.

DockerCloudflare Graph Alternatives Score
90

Composio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.

CloudflareServerless Graph Alternatives Score

mcp_server

zendev-sh/goai

67

Go AI SDK, the Go way. One unified API across 21+ providers. Streaming, structured output, MCP support, stdlib only. Go AI SDK for AI applications inspired by Vercel AI SDK.

CloudflareServerless Graph Alternatives Score

Atlas Layer

AI Agent Ecosystem

Agent frameworks, coding agents, orchestration tools, and runtime integrations.

Concepts6
Projects8
Avg Git.Top Score92
Top Projectlangchain-ai/langchain

Compare Path

Compare leading candidates

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

langchain-ai/langchaincrewAIInc/crewAIalibaba/open-code-reviewagentscope-ai/agentscope

Compare Path

Evaluate fallback options

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

langchain-ai/langchainagentscope-ai/agentscopealibaba/open-code-reviewcrewAIInc/crewAI

Journey

Choose a production candidate

Start broad in AI Agent 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 langchain-ai/langchain risk and score evidence.

Journey

Map dependencies and neighbors

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

  1. Graph: Open langchain-ai/langchain 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 langchain-ai/langchain.
  2. Compare: Compare langchain-ai/langchain and crewAIInc/crewAI.
  3. Agent Map: Choose the next REST or MCP surface.

agent_framework

crewAIInc/crewAI

85

Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.

LocalCloud Graph Alternatives Score
87

Secure, fast, efficient, battle-tested at Alibaba's scale. Hybrid architecture code review tool: deterministic pipelines + LLM Agent, precise line-level comments, built-in multi-language ruleset (NPE, thread-safety, XSS, SQL injection), OpenAI & Anthropic compatible.

Library OnlyLocal Graph Alternatives Score

Atlas Layer

MCP Ecosystem

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

Concepts6
Projects8
Avg Git.Top Score93
Top Projectheadroomlabs-ai/headroom

Compare Path

Compare leading candidates

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

headroomlabs-ai/headroomBerriAI/litellmaffaan-m/ECCcan1357/oh-my-pi

Compare Path

Evaluate fallback options

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

headroomlabs-ai/headroomBerriAI/litellmcan1357/oh-my-pit8y2/dbx

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 headroomlabs-ai/headroom risk and score evidence.

Journey

Map dependencies and neighbors

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

  1. Graph: Open headroomlabs-ai/headroom 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 headroomlabs-ai/headroom.
  2. Compare: Compare headroomlabs-ai/headroom and BerriAI/litellm.
  3. Agent Map: Choose the next REST or MCP surface.

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

mcp_server

affaan-m/ECC

85

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

mcp_server

t8y2/dbx

86

25 MB lightweight cross-platform database client for 100+ databases, including MySQL, PostgreSQL, SQLite, Redis, MongoDB, DuckDB, SQL Server, and Dameng. Built-in AI, MCP Server, CLI, desktop and Docker. | 轻量级跨平台数据库管理工具,支持 MySQL、PostgreSQL、SQLite、Redis、MongoDB、达梦等 100+ 数据库,提供桌面端、Docker、CLI、内置 AI 助手和 MCP。

DockerLocal 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

Atlas Layer

RAG Ecosystem

Retrieval, indexing, document processing, vector database, and evaluation projects.

Concepts6
Projects8
Avg Git.Top Score91
Top Projecthuggingface/transformers

Compare Path

Compare leading candidates

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

huggingface/transformersggml-org/llama.cppinfiniflow/ragflowQuantumNous/new-api

Compare Path

Evaluate fallback options

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

ggml-org/llama.cppinfiniflow/ragflowhuggingface/transformersQuantumNous/new-api

Journey

Choose a production candidate

Start broad in RAG 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 huggingface/transformers risk and score evidence.

Journey

Map dependencies and neighbors

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

  1. Graph: Open huggingface/transformers 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 huggingface/transformers.
  2. Compare: Compare huggingface/transformers and ggml-org/llama.cpp.
  3. Agent Map: Choose the next REST or MCP surface.
88

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Library OnlyLocal Graph Alternatives Score

rag_framework

infiniflow/ragflow

90

RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs

DockerLibrary Only Graph Alternatives Score

rag_framework

QuantumNous/new-api

87

A unified AI model hub for aggregation & distribution. It supports cross-converting various LLMs into OpenAI-compatible, Claude-compatible, or Gemini-compatible formats. A centralized gateway for personal and enterprise model management.

DockerLocal Graph Alternatives Score

rag_framework

mem0ai/mem0

89

The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.

DockerVercel Graph Alternatives Score

rag_framework

bytedance/deer-flow

85

An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.

DockerLibrary Only Graph Alternatives Score

Atlas Layer

Browser AI Ecosystem

Browser automation, computer-use agents, Playwright integrations, and web workflow tools.

Concepts6
Projects8
Avg Git.Top Score92
Top Projectbrowser-use/browser-use

Compare Path

Compare leading candidates

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

browser-use/browser-usejo-inc/camofox-browserbrowserbase/stagehandvercel-labs/agent-browser

Compare Path

Evaluate fallback options

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

browser-use/browser-usevercel-labs/agent-browserjo-inc/camofox-browserbrowserbase/stagehand

Journey

Choose a production candidate

Start broad in Browser AI 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 browser-use/browser-use risk and score evidence.

Journey

Map dependencies and neighbors

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

  1. Graph: Open browser-use/browser-use 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 browser-use/browser-use.
  2. Compare: Compare browser-use/browser-use and jo-inc/camofox-browser.
  3. Agent Map: Choose the next REST or MCP surface.
82

Stealth headless browser for AI agents — bypass Cloudflare, bot detection, and anti-scraping. Drop-in Puppeteer/Playwright replacement.

DockerLibrary Only Graph Alternatives Score
75

Let AI agents use your real, logged-in browser without interrupting your work. CLI + extension for browser automation across any shell-capable AI agent.

Library OnlyLocal Graph Alternatives Score

browser_agent

citrolabs/ego-lite

72

The fastest browser for AI agents to run browser automation, built for sharing your logged-in browser state with your AI agents, like Codex or Claude Code, without disturbing you. Zero cost, zero config.

VercelServerless Graph Alternatives Score

Atlas Layer

AI IDE Ecosystem

Coding agents, AI-first editors, and terminal workflows that shape the daily developer experience.

Concepts6
Projects8
Avg Git.Top Score84
Top Projectsuperset-sh/superset

Compare Path

Compare leading candidates

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

superset-sh/supersetTabbyML/tabbyAider-AI/aidernumtide/llm-agents.nix

Compare Path

Evaluate fallback options

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

superset-sh/supersetgeneralaction/emdashAider-AI/aidernumtide/llm-agents.nix

Journey

Choose a production candidate

Start broad in AI IDE 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 superset-sh/superset risk and score evidence.

Journey

Map dependencies and neighbors

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

  1. Graph: Open superset-sh/superset 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 superset-sh/superset.
  2. Compare: Compare superset-sh/superset and TabbyML/tabby.
  3. Agent Map: Choose the next REST or MCP surface.

coding_agent

KbWen/agentic-os

62

Governance framework for AI coding agents. It runs them through a five-step workflow (plan, build, review, test, ship) where no step counts as done without evidence. Drop-in rules and guardrails for Claude Code, Codex, Cursor, Copilot, and Antigravity, via AGENTS.md.

LocalCloud Graph Alternatives Score

coding_agent

askalf/dario

74

Use your Claude and ChatGPT subscriptions in Cursor, Cline, Aider, Claude Code and the Agent SDK — at subscription pricing, not per-token API bills. One local Anthropic + OpenAI-compatible endpoint: either plan answers either wire shape, auto-failover when one hits its limit, multi-seat pooling, live Claude Code drift tracking.

DockerKubernetes Graph Alternatives Score

Atlas Layer

LLM Gateway Ecosystem

Model routing, proxying, policy, and observability projects that sit between apps and providers.

Concepts6
Projects8
Avg Git.Top Score81
Top Projecttrefeon/freebucks-proxy

Compare Path

Compare leading candidates

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

trefeon/freebucks-proxyvllm-project/aibrixoff-grid-ai/OGADVkRainB/ccMesh

Compare Path

Evaluate fallback options

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

vllm-project/aibrixtrefeon/freebucks-proxyoff-grid-ai/OGADVkRainB/ccMesh

Journey

Choose a production candidate

Start broad in LLM Gateway 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 trefeon/freebucks-proxy risk and score evidence.

Journey

Map dependencies and neighbors

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

  1. Graph: Open trefeon/freebucks-proxy 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 trefeon/freebucks-proxy.
  2. Compare: Compare trefeon/freebucks-proxy and vllm-project/aibrix.
  3. Agent Map: Choose the next REST or MCP surface.

llm_gateway

off-grid-ai/OGAD

65

Off Grid AI — private, on-device AI. Run open models (text, vision, image, voice) locally through one OpenAI-compatible gateway. No cloud, no accounts, no API keys.

Library OnlyLocal Graph Alternatives Score

llm_gateway

VkRainB/ccMesh

64

Claude Code / Codex local AI proxy gateway desktop app (Tauri). Anthropic Messages <-> OpenAI-compatible protocol transform, model mapping, endpoint rotation/failover. 本地桌面代理网关:协议转换、模型映射、多端点轮换/熔断,对接官方 API 或中转站,不改客户端。Windows/macOS/Linux.

Library OnlyLocal Graph Alternatives Score

llm_gateway

Hal0ai/hal0

62

Open-source self-hosted home AI inference platform for AMD Strix Halo — multi-backend slots, OpenAI-compatible gateway, Vue 3 + FastAPI + systemd.

LocalCloud Graph Alternatives Score
61

Lightweight distributed LLM gateway w/ web UI for model mgmt & routing. Supports vibe programming, prompt opt., & optimized OpenAI API/Anthropic calls

DockerLocal Graph Alternatives Score

Atlas Layer

AI Observability Ecosystem

Tracing, evaluation, prompt logging, cost control, and runtime analysis for AI products.

Concepts6
Projects8
Avg Git.Top Score90
Top Projectpydantic/logfire

Compare Path

Compare leading candidates

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

pydantic/logfiretraceloop/openllmetrylangchain-ai/langsmith-sdkjaegertracing/jaeger

Compare Path

Evaluate fallback options

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

pydantic/logfirelangchain-ai/langsmith-sdkjaegertracing/jaegertraceloop/openllmetry

Journey

Choose a production candidate

Start broad in AI Observability 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 pydantic/logfire risk and score evidence.

Journey

Map dependencies and neighbors

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

  1. Graph: Open pydantic/logfire 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 pydantic/logfire.
  2. Compare: Compare pydantic/logfire and traceloop/openllmetry.
  3. Agent Map: Choose the next REST or MCP surface.

ai_observability

monoscope-tech/monoscope

76

Monoscope lets you ingest and explore your logs, traces and metrics. We store these in S3 compatible buckets. Query in natural language via LLMs.

DockerKubernetes Graph Alternatives Score

Atlas Layer

Workflow Automation Ecosystem

Automation engines, integrations, and orchestration layers that connect AI actions to business workflows.

Concepts6
Projects8
Avg Git.Top Score93
Top Projectn8n-io/n8n

Compare Path

Compare leading candidates

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

n8n-io/n8nlanggenius/difylangflow-ai/langflowmicrosoft/playwright

Compare Path

Evaluate fallback options

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

langflow-ai/langflown8n-io/n8nlanggenius/difymicrosoft/playwright

Journey

Choose a production candidate

Start broad in Workflow Automation 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 n8n-io/n8n risk and score evidence.

Journey

Map dependencies and neighbors

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

  1. Graph: Open n8n-io/n8n 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 n8n-io/n8n.
  2. Compare: Compare n8n-io/n8n and langgenius/dify.
  3. Agent Map: Choose the next REST or MCP surface.

workflow_automation

n8n-io/n8n

88

Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.

DockerLocal Graph Alternatives Score

workflow_automation

langgenius/dify

87

Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.

DockerLocal Graph Alternatives Score

workflow_automation

microsoft/playwright

86

Playwright is a framework for Web Testing and Automation. It allows testing Chromium, Firefox and WebKit with a single API.

Library OnlyLocal Graph Alternatives Score