65,239 agent components, ranked where public evidence exists
29,112 Ranked+367 listed this weekCatalog rebuilt GitHub figures from or later
Needs the armory CLI · not on npm yet, build it from cli/ in the repository
Most practitioner mentions gained since 12 Sep 2026, among components already listed then.
| Rank | Score | Component | Gained | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|---|
| 1 | 99.988 | openai-codexcli · ai-agentsContributed by Sentinel | +37 mentionssince | Lightweight coding agent that runs in your terminal | 120,808 stars · 18,510 forks · 273 mentions | No one-command install · Source | |
| 2 | 99.987 | browser-useinfra · browser | +11 mentionssince | Python library that makes web browsers accessible to AI agents; built on Playwright and LangChain. Supports multi-tab, vision + accessibility-tree… | 111,989 stars · 12,312 forks · 11 mentions · passed install test | No one-command install · Source | |
| 3 | 99.677 | langfuseobservability · observability | +10 mentionssince | Open-source LLM engineering platform with traces, evals, prompt management, and datasets for debugging and improving LLM applications. | 34,067 stars · 3,678 forks · 10 mentions | No one-command install · Source | |
| 4 | 100.000 | openclaw-openclawcli · otherContributed by Sentinel | +9 mentionssince | Your own personal AI assistant. Any OS. Any Platform. The lobster way. 🦞 | 388,568 stars · 81,586 forks · 167 mentions | No one-command install · Source | |
| 5 | 99.971 | daytonainfra · devops | +9 mentionssince | Secure and elastic sandboxes for running AI-generated code. The public repository stopped updating in June 2026, when development moved to a private… | 71,846 stars · 5,651 forks · 9 mentions · passed install test | No one-command install · Source | |
| 6 | 99.103 | swe-bencheval · ai-agents | +9 mentionssince | SWE-bench: benchmark for evaluating LLMs on real-world GitHub issue resolution across 12 popular Python repositories. | 5,762 stars · 957 forks · 9 mentions | No one-command install · Source | |
| 7 | 99.995 | anomalyco-opencodecli · ai-agentsContributed by Sentinel | +8 mentionssince | The open source coding agent. | 203,133 stars · 26,456 forks · 37 mentions · passed install test | No one-command install · Source | |
| 8 | 99.762 | context7-mcpmcp · back-end | +6 mentionssince | Use whenever an agent needs current, version-accurate docs for a library, framework, SDK, or API — it fetches live documentation so the agent isn't… | 62,445 stars · 3,032 forks · 6 mentions | No one-command install · Source | |
| 9 | 99.806 | warpdotdev-warpcli · ai-agentsContributed by Sentinel | +4 mentionssince | Warp is an agentic development environment, born out of the terminal. | 64,716 stars · 5,497 forks · 22 mentions | No one-command install · Source | |
| 10 | 99.650 | topoteretes-cogneememory · ai-agents | +4 mentionssince | Use when an agent needs long-term memory backed by a knowledge graph you can host yourself. | 30,556 stars · 3,010 forks · 4 mentions | No one-command install · Source | |
| 11 | 99.950 | langchain-ai-langgraphworkflow · ai-agentsContributed by Sentinel | +3 mentionssince | Build resilient agents. | 40,899 stars · 6,899 forks · 25 mentions · passed install test | No one-command install · Source | |
| 12 | 99.921 | a2aproject-a2acli · ai-agentsContributed by Sentinel | +3 mentionssince | Agent2Agent (A2A) is an open protocol enabling communication and interoperability between opaque agentic applications. | 25,597 stars · 2,593 forks · 9 mentions · passed install test | No one-command install · Source | |
| 13 | 98.776 | xlang-ai-osworldeval · ai-agentsContributed by Sentinel | +3 mentionssince | [NeurIPS 2024] OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments | 3,117 stars · 530 forks · 7 mentions | No one-command install · Source | |
| 14 | 99.904 | puppeteercli · browser | +2 mentionssince | Google Puppeteer Node.js library and CLI for programmatic Chrome/Firefox control — headless screenshot, PDF, network interception, and DevTools… | 95,622 stars · 9,582 forks · 2 mentions | No one-command install · Source | |
| 15 | 99.850 | la-rebelion-labs-registrymcp · back-end | +2 mentionssince | Search and discover MCP servers through the official MCP Registry service. | 7,213 stars · 976 forks · 2 mentions · passed install test | No one-command install · Source | |
| 16 | 99.805 | mempalacememory · ai-agents | +2 mentionssince | Use when you want an agent memory system whose recall quality has actually been benchmarked rather than asserted. | 58,897 stars · 7,548 forks · 2 mentions | No one-command install · Source | |
| 17 | 99.743 | sentry-llm-monitoringobservability · observability | +2 mentionssince | Sentry's error and performance monitoring extended to LLM applications — captures exceptions, latency, and AI token usage with OpenTelemetry… | 44,709 stars · 4,832 forks · 15 mentions | No one-command install · Source | |
| 18 | 99.660 | volcengine-openvikingmemory · ai-agents | +2 mentionssince | Use when an agent's memory, retrieved knowledge and learned skills should live in one store that reorganises itself. | 35,893 stars · 2,739 forks · 2 mentions | No one-command install · Source | |
| 19 | 99.500 | screenpipemcp · other | +2 mentionssince | give context of what you do 24/7 to AI | 21,718 stars · 2,214 forks · 2 mentions | No one-command install · Source | |
| 20 | 99.497 | browserbase-bbinfra · browser | +2 mentionssince | Use when an agent must operate the live web — navigate, act, and extract on real pages — via a cloud browser driven by act/extract/observe primitives… | 24,125 stars · 1,664 forks · 3 mentions | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.
Leaderboard ranks all 29,112 scored components; Formula shows the arithmetic.