Skip to content

weijt606/ai-agent-map

Repository files navigation

AI Agent Map

ZH EN License Agent

Pixel-art style AI Agent Map banner showing four regions — daily coding agents, general autonomous agents, frameworks and platforms, and runtimes and tools — with agent icons placed on an illustrated treasure-map landscape

AI Agent Map is a practical, visual-first guide for comparing mainstream AI agents, agent platforms, runtimes, and orchestration tools.

The goal is simple: help readers get to a sensible shortlist faster.

What This Repo Is For

  • The agent landscape is crowded.
  • Many resources explain ideas, but not fit, anti-fit, or operating cost.
  • People usually need a comparison layer, not another pile of links.

This repo stays focused on selection: what a system is good at, where it breaks down, and what kind of operator cost comes with it.

Where To Start

If your question is... Start here
I need a shortlist first Open agents
I need help choosing for coding automation Read coding guide
I already have candidates and want a side-by-side view View mainstream matrix
I care about dimensions like approval, memory, scheduling, and deployment Browse capabilities
I want the stock rankings and the weekly trend chart View rankings
I want problem-first guides or the full comparison list Use cases · Comparisons

Recent Heat Ranking

Popularity is not fit.

This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot. The rank follows the 7-day gain. The total star counts below were checked when this repo was updated.

Last updated: 2026-07-14 · Snapshot window: 2026-07-08 → 2026-07-14 (gain since last update, ~6 days, approximate) · Star counts: checked at update time

Project names link to the upstream GitHub repo. When this map has a written profile, it is linked separately in the "Map status" column.

Rank Project Current stars Snapshot gain Map status How to read it
#1 (=) mattpocock/skills 168.3k +7,712 Watchlist (Skills Wave) Held the gain lead for a fourth straight window — Matt Pocock's curated .claude/skills directory cleared 168k
#2 (↑) addyosmani/agent-skills 77.9k +5,052 Watchlist (Skills Wave) Climbed one spot to #2 — Addy Osmani's curated agent-skills collection cleared 77k
#3 (↓) Superpowers 253.8k +4,445 In scope · profile Slipped one spot but crossed 253k — the wave's framework anchor keeps compounding
#4 (=) Hermes Agent 214.2k +2,915 In scope · profile Steady at #4 — the in-scope absolute leader cleared 214k
#5 (↑) Pi 70.5k +1,907 In scope · profile Jumped two spots from #7 — the Earendil-owned harness cleared 70k
#6 (↓) anthropics/skills 160.9k +1,490 Watchlist (Skills Wave canonical) Slipped one spot — Anthropic's own reference .claude/skills repo, the upstream source, cleared 160k
#7 (↑) Codex CLI 97.7k +1,459 In scope · profile Climbed two spots from #9 — OpenAI's Codex CLI neared 98k
#8 (↓) colbymchenry/codegraph 59.7k +1,147 In scope · profile Cooled two spots to #8 — the pre-indexed code knowledge graph neared 60k
#9 (↓) TradingAgents 92.8k +1,038 Out of scope Vertical finance-research multi-agent system slipped one spot and cleared 92k — high total, steady gain, but out of scope as a domain vertical
#10 (=) Imbad0202/academic-research-skills 37.7k +821 Watchlist (Skills Wave) Held #10 — academic research pipeline for Claude Code cleared 37k
More window notes: skills-wave share, OpenClaw, and everything growing outside the top 10
  • The .claude/skills wave still holds five of the top ten (mattpocock/skills, addyosmani/agent-skills, Superpowers, anthropics/skills, academic-research-skills). Policy unchanged: curated collections are tracked as Skills Wave entries, the framework end is covered through Superpowers.
  • TradingAgents slipped to #9 (+1.0k, past 92k) but stays out of scope as a finance-research vertical; Codex CLI climbed to #7 (near 98k) and Pi to #5 (past 70k).
  • OpenClaw remains the absolute leader at 382.8k stars (+0.7k); it is profiled but stays out of the gain-ranked table because reliable week-over-week deltas for a project this large are noisy.
  • Continuing to grow but outside the top 10 by gain: Ruflo 64.3k (+0.8k), scientific-agent-skills 30.8k (+0.4k), openhuman 34.8k (+0.4k), CLI-Anything 45.3k (+0.3k), MiMoCode 11.9k (+0.3k), agentmemory 25.1k (+0.3k), financial-services 33.5k (+0.2k), CodeWhale 39.7k (+0.2k), 12-factor-agents 24.2k (+0.2k), jcode 8.3k (+0.1k), Kimi Code 3.1k (+0.1k), CoStrict 4.3k (flat).

Ranking Trend

How the weekly top 10 has shifted since tracking began — each line is one project, breaks mean it fell off the board that week:

Weekly heat ranking trend (bump chart)

Full stock rankings by category — agents, agent infra, skills, and their verticals, sorted by total stars — live in rankings/.

Market Pulse

The three structural stories shaping selection right now — full records with dates and sources live in market-events.md:

  • The .claude/skills wave keeps compounding (May 2026 → ongoing): curated skill collections and skills frameworks have held roughly half of the weekly heat top 10 for two months. For many tasks the skill layer now matters as much as the underlying agent. This map profiles the framework end through Superpowers and tracks collections on the skill boards.
  • The model layer became a budget decision: Anthropic's Mythos-class Claude Fable 5 (June 9) sits above Opus 4.8 on metered credits, while OpenAI's GPT-5.6 (July 9) ships in three price tiers — on both sides, "which tier of intelligence for this task" is now part of agent selection. Spring reference point: GPT-5.5.
  • Product boundaries are collapsing upward: OpenAI merged Codex into the ChatGPT app (July 9) — on the OpenAI side, "which coding agent" is turning into "how you use ChatGPT." See Codex.

The First Cut Of The Map

Route Representative projects Typical user
Direct execution Claude Code, Aider, Codex, Kimi Code, MiMoCode, CodeWhale, Devin, Jules Someone who wants to hand a concrete coding task to an agent (see the terminal coding CLI comparison)
Agent harness framework Pi, OpenHands, SWE-agent, mini-swe-agent, OpenHarness Someone who wants to own the agent loop, tool surface, and permissions instead of inheriting a vendor's product (see the harness comparison)
Frontier agentic model Claude Fable 5, GPT-5.5 Someone choosing which model to wire into their own agent system or evaluating the capability ceiling of Anthropic / OpenAI surfaces
Agentic skills framework Superpowers Someone who wants a methodology + composable skills layer that plugs into Claude Code, Codex, Cursor, and similar agents
Workflow / orchestration layer oh-my-claudecode, oh-my-codex, Ruflo Someone who already likes Claude Code or Codex and wants stronger orchestration on top (Ruflo extends this to multi-machine federation and 100+ specialized agents)
Editor-centric AI workflow Cursor, Windsurf, Continue Someone who wants the editor itself to stay central
Review-first automation Cline, GitHub Copilot, Froge Code, CoStrict Someone who wants review and human control to stay central (CoStrict adds enterprise strict-workflow + private deployment)
Managed background path Claude Managed Agents Someone who needs scheduled, cloud, or detached Anthropic workflows
General-purpose autonomous agent AutoGPT, Agent Zero, BabyAGI, Julep, GenericAgent, ml-intern Someone who wants autonomous, general-purpose task execution (or, in ml-intern's case, autonomous ML engineering)
Build-your-own system LangChain, LangGraph, CrewAI, LlamaIndex, Haystack, Semantic Kernel, DSPy, Pydantic AI Teams building their own agent platform instead of buying one
Runtime and tools n8n, MemGPT, Open Interpreter, LiteLLM, Flowise, CodeGraph, CLI-Anything Teams that need workflow automation, code execution, LLM gateways, agent context infrastructure, agent-driven CLIs, or visual builders
Self-hosted / local runtime AI Edge Gallery, Goose, Hermes Agent, OpenClaw, Mercury Agent, OpenHuman Users who need on-device privacy, long-running agents, local control, channels, devices, or personal-data life integration

Current Mainstream Coverage

54 profiled projects, grouped by what they are. Expand a group, or browse the full route/coverage tables in agents/.

Coding agents, editors, and orchestration (23 projects)
Project Route One-line positioning
Aider Direct execution Terminal-first AI pair programmer close to git
Claude Code Direct execution Local and IDE-first coding agent
Claude Managed Agents Managed background path Anthropic managed / cloud execution mapping
Codex Direct execution Coding agent inside the ChatGPT app, with async cloud delegation
oh-my-claudecode Workflow layer Teams-first orchestration layer on top of Claude Code
oh-my-codex Workflow layer Stronger workflow, teams, and persistent state around Codex CLI
Cursor Editor-centric platform AI editor spanning local coding, cloud agents, and integrations
GitHub Copilot Platform Multi-surface agent platform across VS Code and GitHub
Cline Review-first execution Approval-first editor-native coding agent
Windsurf AI-native IDE Cascade-centered AI IDE
OpenHands Open-source execution Open-source software engineering agent
Devin Managed execution End-to-end managed software engineering execution
Jules Managed cloud execution GitHub-connected coding delegation with PR handoff
Continue Editor-centric Open-source IDE extension with full model freedom
Froge Code Review-first automation Provisionally mapped to Automagik Genie
Pi Direct execution Minimal terminal coding-agent harness with multi-provider LLM support
CodeWhale Direct execution DeepSeek + MiMo terminal coding agent (formerly DeepSeek-TUI)
Kimi Code Direct execution Moonshot AI's official Kimi-native terminal coding CLI (successor to kimi-cli)
MiMoCode Direct execution Xiaomi's official MiMo terminal coding agent with built-in cross-session memory
CoStrict Review-first automation Enterprise Cline-lineage coding agent with strict standardized workflow, AI code review, and private deployment
SWE-agent Agent harness framework Princeton + Stanford's original SWE-bench harness with single-YAML configuration
mini-swe-agent Agent harness framework The ~100-line Python successor to SWE-agent that still scores >74% on SWE-bench Verified
OpenHarness Agent harness framework HKUDS's 10-subsystem open agent harness with 43+ tools, anthropics/skills, and MCP
Autonomous and self-hosted agents (13 projects)
Project Route One-line positioning
AI Edge Gallery On-device local runtime Mobile-first local assistant sandbox with agent skills
Goose Open-source local platform Extensible local agent across desktop, CLI, and API
Hermes Agent Multi-agent / self-hosted Long-lived self-hosted environment with memory and skills
OpenClaw Runtime Local-first multi-channel runtime layer
AutoGPT Autonomous agent platform Visual agent builder with workflows, marketplace, and multi-model support
Agent Zero Autonomous agent Self-building autonomous agent with dynamic tool creation
BabyAGI Experimental Pioneering autonomous agent experiment — educational, not production
Open Interpreter Runtime Natural language to local code execution, no sandbox
Mercury Agent Self-hosted multi-channel Permission-hardened agent for CLI and Telegram with token budgets
ml-intern Domain-specific autonomous agent Hugging Face's autonomous ML engineer — research, code, and ship ML using HF tooling
GenericAgent Self-evolving autonomous agent Small-seed agent that grows a personal skill tree on every task
OpenHuman Self-hosted / local runtime Desktop life-integration agent with 118+ connectors, local Memory Tree, and Ollama support
Julep Workflow engine Temporal-backed durable workflow engine for stateful AI agents
Frameworks and infrastructure (15 projects)
Project Route One-line positioning
LangChain Platform High-level framework for building custom agents quickly
LangGraph Platform Low-level framework for durable stateful workflows
CrewAI Multi-agent framework Role-based agent collaboration with fast prototyping
LlamaIndex Data-first framework RAG and agentic applications over documents and data
n8n Workflow automation Visual workflow platform with native AI agent nodes and 400+ integrations
MemGPT Stateful agent platform Persistent memory agents that learn across sessions (now Letta)
Haystack Framework Production-oriented RAG and agent framework by deepset
Semantic Kernel Framework Microsoft's AI orchestration SDK for .NET, Python, and Java
DSPy Framework Programmatic prompt optimization — programming, not prompting, LMs
LiteLLM Infrastructure Unified API gateway for 100+ LLM providers
Pydantic AI Framework Type-safe Python agent framework with structured outputs
Flowise Visual builder Drag-and-drop LLM app and agent builder on top of LangChain
Ruflo Workflow / orchestration layer Multi-agent orchestration platform for Claude with federation across machines, neural memory, and 100+ specialized agents
CodeGraph Runtime and tools Pre-indexed code knowledge graph + MCP server for Claude Code, Cursor, Codex CLI, opencode, and Hermes Agent
CLI-Anything Runtime and tools Auto-generates Click-based CLIs for arbitrary software so agents can drive non-API apps
Models and skills (3 entries)
Project Route One-line positioning
Claude Fable 5 Frontier agentic model Anthropic's Mythos-class frontier model — the capability ceiling above Opus for Claude-based agents
GPT-5.5 Frontier agentic model OpenAI's spring 2026 agentic model (succeeded by GPT-5.6 in July)
Superpowers Agentic skills framework Methodology and composable skills layer that plugs into Claude Code, Codex, Cursor, and other agents

Example Reading Paths

If you are still deciding where to begin, use one of these quick routes and then branch out.

If you sound like this... Follow this path What it helps you answer
I want a day-to-day coding agent and need to choose terminal vs editor AiderClaude Codeterminal coding CLI comparisonCursorClinecoding automation guide Which vendor CLI fits your model, terminal-first local loop vs editor-led flow vs approval-first control
I already like Claude Code or Codex but want stronger orchestration Claude Codeoh-my-claudecodeCodexoh-my-codexmainstream matrix When the base agent is enough and when a workflow layer actually adds value
I want to understand how the 2026 model race changes agent choice Claude Fable 5GPT-5.5CodexClaude Codemarket events How frontier model tiers (Mythos, GPT-5.6) shift the capability ceiling and what it means for product choice
I want a dedicated AI IDE instead of stitching tools together CursorWindsurfGitHub Copilotmainstream matrix Dedicated AI editor vs ecosystem platform
I want to hand off tickets and check back later CodexJulesDevinClaude Managed Agentsmainstream matrix Async cloud delegation vs managed background automation
I need something open-source or self-hosted AiderOpenHandsGooseHermes Agentcapabilities Terminal control, open-source execution, and local runtime ownership
I am building an internal agent stack, not buying a product LangChainLangGraphcapabilitiesmainstream matrix Framework vs runtime vs product boundaries

Disclaimer

Star counts and 7-day gains are point-in-time GitHub snapshots taken when the repo is updated; numbers shift quickly between weekly refreshes and small rounding differences are expected. Project descriptions, vendors, and capability summaries reflect public information at the time of writing and may change as projects evolve, get acquired, or pivot. This map is selection guidance — not endorsement, financial advice, or a production-readiness guarantee. Verify against each project's own docs before committing to a choice.

About

A practical, visual-first guide to comparing AI agents, platforms, runtimes, and orchestration tools so you can shortlist the right options faster.

Topics

Resources

License

Contributing

Stars

18 stars

Watchers

1 watching

Forks

Releases

No releases published

Packages

 
 
 

Contributors