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 1226 projects loaded Generated 2026-11-11T00:12:46.088Z

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/browser-runlianluo-esign/ferrogate

Compare Path

Cloudflare deployment fit

Compare projects that carry explicit Cloudflare deployment signals.

cloudflare/agentscloudflare/mcp-server-cloudflarecloudflare/browser-runlianluo-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/browser-runcloudflare/mcp-server-cloudflare

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

69

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/langchainDietrichGebert/ponytailagentscope-ai/agentscopeThe-PR-Agent/pr-agent

Compare Path

Evaluate fallback options

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

langchain-ai/langchainagentscope-ai/agentscopeThe-PR-Agent/pr-agentDietrichGebert/ponytail

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 DietrichGebert/ponytail.
  3. Agent Map: Choose the next REST or MCP surface.
85

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

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

Atlas Layer

MCP Ecosystem

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

Concepts6
Projects8
Avg Git.Top Score93
Top Projectbrowser-use/browser-use

Compare Path

Compare leading candidates

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

browser-use/browser-usegoogle-gemini/gemini-cliheygen-com/hyperframesruvnet/ruflo

Compare Path

Evaluate fallback options

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

browser-use/browser-usegoogle-gemini/gemini-cliheadroomlabs-ai/headroomupstash/context7

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 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 google-gemini/gemini-cli.
  3. Agent Map: Choose the next REST or MCP surface.

mcp_server

ruvnet/ruflo

86

🌊 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

LocalCloud 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.

DockerLibrary Only 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

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 an agent-native database: a Retrieval-Augmented Generation (RAG) engine that grew into context infrastructure.

DockerLibrary Only Graph Alternatives Score

rag_framework

QuantumNous/new-api

87

Open-source AI gateway. Self-hosted LLM gateway with OpenAI-, Claude- and Gemini-compatible APIs, model routing, access control, usage tracking and cost accounting.

DockerLocal Graph Alternatives Score

rag_framework

mem0ai/mem0

88

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

83

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.

DockerLocal Graph Alternatives Score

Atlas Layer

Browser AI Ecosystem

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

Concepts6
Projects8
Avg Git.Top Score91
Top Projectvercel-labs/agent-browser

Compare Path

Compare leading candidates

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

vercel-labs/agent-browserjackwener/OpenCLITencent/BrowserSkillcitrolabs/ego-lite

Compare Path

Evaluate fallback options

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

vercel-labs/agent-browserjackwener/OpenCLITencent/BrowserSkillcitrolabs/ego-lite

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 vercel-labs/agent-browser risk and score evidence.

Journey

Map dependencies and neighbors

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

  1. Graph: Open vercel-labs/agent-browser 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 vercel-labs/agent-browser.
  2. Compare: Compare vercel-labs/agent-browser and jackwener/OpenCLI.
  3. Agent Map: Choose the next REST or MCP surface.
79

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

LocalCloud Graph Alternatives Score

browser_agent

citrolabs/ego-lite

73

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.

LocalCloud Graph Alternatives Score
80

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

DockerLibrary Only Graph Alternatives Score

browser_agent

apify/crawlee

84

Crawlee—A web scraping and browser automation library for Node.js to build reliable crawlers. In JavaScript and TypeScript. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Puppeteer, Playwright, Cheerio, JSDOM, and raw HTTP. Both headful and headless mode. With proxy rotation.

DockerLibrary Only 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 Score83
Top ProjectParadevAI/Paradev

Compare Path

Compare leading candidates

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

ParadevAI/ParadevTabbyML/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.

ParadevAI/Paradevgeneralaction/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 ParadevAI/Paradev risk and score evidence.

Journey

Map dependencies and neighbors

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

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

coding_agent

ParadevAI/Paradev

87

Paradev is an open-source Codex App and Conductor alternative. Orchestrate an army coding agents in parallel with your own subscriptions.

DockerVercel Graph Alternatives Score

coding_agent

KbWen/agentic-os

60

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

72

One local endpoint that routes Claude Code, Cursor, Cline, Aider, Codex CLI and the SDKs through the Claude and ChatGPT plans you already pay for: seats first, then the fallback chain you configure, and a ledger of who paid. Zero runtime dependencies.

DockerLibrary Only 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 Score77
Top ProjectHal0ai/hal0

Compare Path

Compare leading candidates

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

Hal0ai/hal0VkRainB/ccMeshsxueck/llm-gatewayizzoa/polyrouter

Compare Path

Evaluate fallback options

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

Hal0ai/hal0openai/openai-openapiVkRainB/ccMeshsxueck/llm-gateway

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 Hal0ai/hal0 risk and score evidence.

Journey

Map dependencies and neighbors

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

  1. Graph: Open Hal0ai/hal0 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 Hal0ai/hal0.
  2. Compare: Compare Hal0ai/hal0 and VkRainB/ccMesh.
  3. Agent Map: Choose the next REST or MCP surface.

llm_gateway

Hal0ai/hal0

63

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

llm_gateway

VkRainB/ccMesh

63

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
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

llm_gateway

izzoa/polyrouter

58

A self-hostable LLM router / gateway: OpenAI- and Anthropic-compatible, explicit-first routing with fallbacks, spend limits, and metadata-only cost tracking. No markup, no third-party proxy — your keys, your box.

DockerLocal Graph Alternatives Score
53

Zero trust LLM gateway. OpenAI-compatible proxy with semantic routing and load balancing across OpenAI, Anthropic, Ollama, vLLM, and any compatible backend. Identity-based access, virtual API keys, and end-to-end encryption via OpenZiti

LocalCloud 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 Score88
Top Projectpydantic/logfire

Compare Path

Compare leading candidates

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

pydantic/logfireopenlit/openlitjaegertracing/jaegertraceloop/openllmetry

Compare Path

Evaluate fallback options

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

pydantic/logfireopenlit/openlitjaegertracing/jaegerlangchain-ai/langsmith-sdk

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 openlit/openlit.
  3. Agent Map: Choose the next REST or MCP surface.

ai_observability

openlit/openlit

83

Same agent Smaller bill. The tools and infrastructure to get more work from your AI. Fewer tokens. Less compute. Lower cost.

DockerLibrary Only 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 Score94
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/difymicrosoft/playwrightlightpanda-io/browser

Compare Path

Evaluate fallback options

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

lightpanda-io/browsern8n-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

workflow_automation

kestra-io/kestra

90

Orchestrate everything, everywhere. The open-source control plane for workflows across data, infrastructure, business processes and AI agents. Declarative YAML, event-driven, any language, Git-versioned, scalable to millions of executions.

DockerKubernetes Graph Alternatives Score