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 1065 projects loaded Generated 2026-08-13T06:28:13.214Z

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 Score81
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

66

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 Score93
Top Projectlangchain-ai/langchain

Compare Path

Compare leading candidates

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

langchain-ai/langchainunslothai/unslothcrewAIInc/crewAIiOfficeAI/AionUi

Compare Path

Evaluate fallback options

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

langchain-ai/langchainunslothai/unslothcrewAIInc/crewAIiOfficeAI/AionUi

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

agent_framework

unslothai/unsloth

90

Local UI to run and train LLMs and diffusion models, including Qwen3.8, Kimi K3, MiniMax-H3, Gemma 4, DeepSeek-V4, FLUX and more.

DockerLibrary Only Graph Alternatives Score

agent_framework

crewAIInc/crewAI

87

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

Library OnlyLocal Graph Alternatives Score

agent_framework

iOfficeAI/AionUi

86

Open-source 24/7 Cowork app for OpenClaw, Hermes, Claude Code, Codex, OpenCode and 20+ more CLI Agent | Customize your assistants | Team them up|Star if you like it!

DockerLocal Graph Alternatives Score
86

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 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

βŒ₯ AI Coding agent for the terminal β€” 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

Atlas Layer

RAG Ecosystem

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

Concepts6
Projects8
Avg Git.Top Score91
Top Projectggml-org/llama.cpp

Compare Path

Compare leading candidates

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

ggml-org/llama.cppinfiniflow/ragflowhuggingface/transformersmem0ai/mem0

Compare Path

Evaluate fallback options

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

mem0ai/mem0ggml-org/llama.cppinfiniflow/ragflowQuantumNous/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 ggml-org/llama.cpp risk and score evidence.

Journey

Map dependencies and neighbors

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

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

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
88

πŸ€— 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

QuantumNous/new-api

89

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. πŸ₯

DockerLibrary Only Graph Alternatives Score

rag_framework

bytedance/deer-flow

82

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 Score90
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-usevercel-labs/agent-browserunclecode/crawl4aicitrolabs/ego-lite

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-browserunclecode/crawl4aicitrolabs/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 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 vercel-labs/agent-browser.
  3. Agent Map: Choose the next REST or MCP surface.

browser_agent

unclecode/crawl4ai

84

πŸš€πŸ€– Crawl4AI: Open-source LLM Friendly Web Crawler & Scraper. Don't be shy, join here: https://discord.gg/jP8KfhDhyN

DockerLibrary Only Graph Alternatives Score

browser_agent

citrolabs/ego-lite

70

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
79

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

DockerLibrary Only Graph Alternatives Score

browser_agent

apify/crawlee

82

Crawleeβ€”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 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/supersetzosmaai/zosma-coworkTabbyML/tabbysipyourdrink-ltd/bernstein

Compare Path

Evaluate fallback options

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

superset-sh/supersetgeneralaction/emdashsipyourdrink-ltd/bernsteinAider-AI/aider

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 zosmaai/zosma-cowork.
  3. Agent Map: Choose the next REST or MCP surface.

Deterministic orchestrator for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). No model in the coordination loop, so parallel runs in per-task git worktrees replay byte-identically. Signed lineage plus an opt-in HMAC audit chain a reviewer checks offline. Cluster mode, air-gap deploy. Status: beta. https://bernstein.run

DockerCloudflare Graph Alternatives Score
84

Emdash is the Open-Source Agentic Development Environment (🧑 YC W26). Run multiple coding agents in parallel. Use any provider.

DockerLocal Graph Alternatives Score

coding_agent

vinhnx/VTCode

73

VT Code is a Rust coding agent with LLM-native code understanding, OS-native sandboxing, and multi-provider support.

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 Score76
Top Projectvllm-project/aibrix

Compare Path

Compare leading candidates

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

vllm-project/aibrixHal0ai/hal0off-grid-ai/OGADMiXaiLL76/auto_ai_router

Compare Path

Evaluate fallback options

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

vllm-project/aibrixoff-grid-ai/OGADHal0ai/hal0MiXaiLL76/auto_ai_router

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 vllm-project/aibrix risk and score evidence.

Journey

Map dependencies and neighbors

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

  1. Graph: Open vllm-project/aibrix 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 vllm-project/aibrix.
  2. Compare: Compare vllm-project/aibrix and Hal0ai/hal0.
  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 β€” multi-backend slots, OpenAI-compatible gateway, Vue 3 + FastAPI + systemd.

DockerLocal Graph Alternatives Score

llm_gateway

off-grid-ai/OGAD

64

Off Grid AI β€” 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
58

OpenAI-compatible gateway aggregating 8 free LLM providers with automatic failover, circuit breakers, and smart routing. 32+ models, zero cost.

DockerCloudflare Graph Alternatives Score
54

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 Score89
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-sdkmonoscope-tech/monoscope

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

75

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

ai_observability

olemeyer/rocketplaneIO

67

Self-hosted AI SRE for Kubernetes β€” zero-instrumentation eBPF observability plus a copilot that fixes issues through guardrailed, self-verifying actions. BYO-LLM, air-gapped capable.

DockerKubernetes Graph Alternatives Score

ai_observability

langfuse/langfuse-js

70

πŸͺ’ Langfuse JS/TS SDKs - Instrument your LLM app and get detailed tracing/observability. Works with any LLM or framework

VercelServerless 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.

langgenius/difyn8n-io/n8nlangflow-ai/langflowlightpanda-io/browser

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

90

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.

DockerKubernetes 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