Armory
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65,239 agent components, ranked where public evidence exists

29,253 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 recently added to the catalog first; the date is the day it was listed.

RankScoreComponentListedDescriptionEvidenceLast commitInstall
80199.580prefecthq-fastmcpmcp · back-endContributed by Sentinel🚀 The fast, Pythonic way to build MCP servers and clients.27,483 stars · 2,288 forks · 4 mentionsNo one-command install · Source
80299.557tencentcloud-tencentdb-agent-memorymemory · ai-agentsContributed by SentinelTencentDB Agent Memory is a team-level memory hub for AI Agents — turning conversations, docs, and code into four reusable memory assets (Chat Memory…25,635 stars · 2,398 forks · 3 mentionsNo one-command install · Source
80399.545humanlayer-12-factor-agentsrules · ai-agentsContributed by SentinelWhat are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers?26,405 stars · 1,978 forks · 4 mentionsNo one-command install · Source
80499.505primeintellect-ai-prime-agentcli · ai-agentsContributed by SentinelA self-improving RLM agent for coding workflows and long-running autonomous tasks.21,314 stars · 2,337 forks · 4 mentionsNo one-command install · Source
80599.485swe-agent-swe-agentcli · ai-agentsContributed by SentinelSWE-agent takes a GitHub issue and tries to automatically fix it, using your LM of choice. It can also be employed for offensive cybersecurity or…20,190 stars · 2,209 forks · 3 mentionsNo one-command install · Source
80699.475dzhng-deep-researchcli · searchContributed by SentinelAn AI-powered research assistant that performs iterative, deep research on any topic by combining search engines, web scraping, and large language…19,732 stars · 2,000 forks · 7 mentionsNo one-command install · Source
80799.431microsoft-skilloptcli · ai-agentsContributed by SentinelSkillOpt is a text-space optimizer that trains reusable natural-language skills for frozen LLM agents through trajectory-driven edits…16,613 stars · 1,561 forks · 5 mentionsNo one-command install · Source
80899.395fathah-hermes-desktopcli · ai-agentsContributed by SentinelDesktop Companion for Hermes Agent14,102 stars · 1,602 forks · 3 mentionsNo one-command install · Source
80999.377langchain-ai-openwikicli · ai-agentsContributed by SentinelOpenWiki is a CLI that writes and maintains agent documentation for your codebase.15,979 stars · 1,159 forks · 4 mentionsNo one-command install · Source
81099.258humanlayer-humanlayercli · ai-agentsContributed by SentinelThe best way to get AI coding agents to solve hard problems in complex codebases.11,361 stars · 943 forks · 4 mentionsNo one-command install · Source
81199.249agricidaniel-claude-adsskill · ai-agentsContributed by SentinelClaude-first paid-media operations skill for Claude Code across 12 ad platforms (Google, Meta, YouTube, LinkedIn, TikTok, Microsoft, Apple, Amazon…8,670 stars · 1,293 forks · 3 mentionsNo one-command install · Source
81299.161harbor-framework-harborcli · ai-agentsContributed by SentinelFramework for evaluating and improving agents4,867 stars · 1,704 forks · 10 mentionsNo one-command install · Source
81399.083alexzhang13-rlmcli · devopsContributed by SentinelGeneral plug-and-play inference library for Recursive Language Models (RLMs), supporting various sandboxes.5,644 stars · 905 forks · 3 mentionsNo one-command install · Source
81499.075gepa-ai-gepacli · ai-agentsContributed by SentinelOptimize prompts, code, and more with AI-powered Reflective Optimization6,346 stars · 533 forks · 5 mentionsNo one-command install · Source
81598.874ysymyth-reactworkflow · front-endContributed by Sentinel[ICLR 2023] ReAct: Synergizing Reasoning and Acting in Language Models4,191 stars · 401 forks · 13 mentionsStaleNo one-command install · Source
81698.779xlang-ai-osworldeval · ai-agentsContributed by Sentinel[NeurIPS 2024] OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments3,117 stars · 530 forks · 7 mentionsNo one-command install · Source
81798.747letta-ai-letta-codecli · ai-agentsContributed by SentinelStateful agents that are like people, with memory, identity, and the ability to learn and adapt3,185 stars · 385 forks · 6 mentionsNo one-command install · Source
81898.723noahshinn-reflexionworkflow · ai-agentsContributed by Sentinel[NeurIPS 2023] Reflexion: Language Agents with Verbal Reinforcement Learning3,251 stars · 317 forks · 3 mentionsNo one-command install · Source
81998.571primeintellect-ai-prime-rlcli · ai-agentsContributed by SentinelAgentic RL Training at Scale2,091 stars · 439 forks · 3 mentionsNo one-command install · Source
82098.305infisical-agent-vaultidentity · ai-agentsContributed by SentinelA HTTP credential proxy and vault for AI agents like Claude Code, OpenClaw, Hermes, custom agents + harnesses, and more.2,171 stars · 141 forks · 3 mentionsNo 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 29,253 scored components; Formula shows the arithmetic.

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