Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 99.1503 | claude-squadcli · ai-agents | Claude Squad is a terminal app that manages multiple Claude Code, Codex (and other local agents including Aider) in separate workspaces, allowing you… | 8,536 stars · 621 forks · 1 mention | No one-command install · Source | |
| 102 | 99.1442 | plastic-labs-honchomemory · ai-agentsContributed by Sentinel | Memory library for building stateful agents | 6,980 stars · 865 forks · 6 mentions | No one-command install · Source | |
| 103 | 99.1039 | swe-bencheval · ai-agents | 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 | |
| 104 | 99.0999 | trail-of-bits-security-skillsskill · ai-agents | A very professional collection of over a dozen security-focused skills for code auditing and vulnerability detection. Includes skills for static… | 6,939 stars · 597 forks | No one-command install · Source | |
| 105 | 99.0986 | agentdesk-browser-usemcp · ai-agents | AgentDesk fork of browser-use that integrates with the AgentDesk agent platform — adds desktop-tool registration, task planning hooks, and multi-agent… | 7,306 stars · 527 forks | No one-command install · Source | |
| 106 | 99.0938 | claude-code-ultimate-guideworkflow · ai-agents | A guide to Claude Code from beginner to power user, with templates for its features, guides on agentic workflows, quizzes and a cheatsheet. Check that… | 5,869 stars · 770 forks | No one-command install · Source | |
| 107 | 99.0744 | gepa-ai-gepacli · ai-agentsContributed by Sentinel | Optimize prompts, code, and more with AI-powered Reflective Optimization | 6,346 stars · 533 forks · 5 mentions | No one-command install · Source | |
| 108 | 99.0545 | klavis-stratamcp · ai-agents | One MCP server that guides your AI agents use tools reliably progressively at any scale. | 5,812 stars · 561 forks | No one-command install · Source | |
| 109 | 99.0520 | giskardeval · ai-agents | Open-source LLM testing framework for detecting vulnerabilities (prompt injection, hallucinations, bias) via automated scan. | 5,838 stars · 542 forks | No one-command install · Source | |
| 110 | 99.0427 | ouroborosmcp · ai-agents | Local-first Agent OS that wraps Claude Code, Codex CLI, and other coding agents in a replayable Seed → Ledger → Runtime contract, driven by an… | 5,749 stars · 580 forks | No one-command install · Source | |
| 111 | 99.0197 | codebase-to-courseskill · ai-agents | A Claude Code skill that turns any codebase into an interactive single-page HTML course for non-technical readers. | 5,505 stars · 551 forks | No one-command install · Source | |
| 112 | 99.0119 | learn-agentic-aiworkflow · ai-agents | Learn Agentic AI using Dapr Agentic Cloud Ascent (DACA) Design Pattern: OpenAI Agents SDK, Memory, MCP, A2A, Knowledge Graphs, Rancher Desktop, and… | 4,351 stars · 1,008 forks | No one-command install · Source | |
| 113 | 99.0061 | getzep-zepmemory · ai-agentsContributed by Sentinel | Examples, framework integrations and tools for Zep Cloud, Zep's hosted agent memory service; the repository says it is not the product itself. The… | 4,882 stars · 651 forks · 7 mentions | No one-command install · Source | |
| 114 | 98.9957 | tradingview-mcpmcp · ai-agents | AI-powered trading toolkit with backtesting, live sentiment, Yahoo Finance data, and 30+ technical analysis tools, integrated as an MCP server for… | 4,324 stars · 921 forks | No one-command install · Source | |
| 115 | 98.9918 | agentaeval · ai-agents | Open-source LLM developer platform with prompt playground, evaluation pipelines, and A/B testing for iterating on LLM apps. | 4,670 stars · 661 forks | No one-command install · Source | |
| 116 | 98.9562 | openai-simple-evalseval · ai-agents | OpenAI's lightweight benchmark suite (MMLU, HumanEval, MATH, GPQA, MGSM) for fast model capability comparisons. | 4,621 stars · 509 forks | No one-command install · Source | |
| 117 | 98.9370 | caviraoss-openmemorymemory · ai-agentsContributed by Sentinel | Local persistent memory store for LLM applications including claude desktop, github copilot, codex, antigravity, etc. | 4,478 stars · 504 forks | No one-command install · Source | |
| 118 | 98.9322 | claude-managed-agents-selfhostinfra · ai-agents | Use for enterprise hosted-control agents — the agent loop runs at the provider while execution happens on your own infrastructure — when you want a… | 3,876 stars · 836 forks | No one-command install · Source | |
| 119 | 98.9246 | claudablecli · ai-agents | Claudable is an open-source web builder that leverages local CLI agents, such as Claude Code and Cursor Agent, to build and deploy products… | 4,054 stars · 625 forks | No one-command install · Source | |
| 120 | 98.8984 | chat-on-steroidsmcp · ai-agents | Enables ChatGPT to access approved local Windows folders, run commands, control the desktop, and manage session history through a permission-bounded… | 4,047 stars · 541 forks | No one-command install · Source | |
| 121 | 98.8138 | adsagentmcp · ai-agents | Google Ads analysis and management — read performance, manage keywords, bids, and campaigns via AI agents. | 3,445 stars · 426 forks | No one-command install · Source | |
| 122 | 98.8053 | flowelement-m-flowmemory · ai-agents | Use when recall should follow associations between memories rather than nearest-neighbour similarity alone. | 4,497 stars · 255 forks | No one-command install · Source | |
| 123 | 98.7929 | agent-devicemcp · ai-agents | Mobile and desktop device automation for AI agents, enabling control of iOS, Android, TV, and macOS applications. | 4,316 stars · 268 forks | No one-command install · Source | |
| 124 | 98.7837 | basicmachines-memorymcp · ai-agents | Knowledge management system that builds a persistent semantic graph in markdown, locally. | 4,043 stars · 295 forks | No one-command install · Source | |
| 125 | 98.7768 | claude-devtoolscli · ai-agents | A desktop app that shows your Claude Code sessions by reading their logs: context use per turn across categories, compaction, sub-agent execution… | 3,893 stars · 298 forks | No one-command install · Source | |
| 126 | 98.7766 | xlang-ai-osworldeval · ai-agentsContributed by Sentinel | [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 | |
| 127 | 98.7422 | letta-ai-letta-codecli · ai-agentsContributed by Sentinel | Stateful agents that are like people, with memory, identity, and the ability to learn and adapt | 3,185 stars · 385 forks · 6 mentions | No one-command install · Source | |
| 128 | 98.7191 | noahshinn-reflexionworkflow · ai-agentsContributed by Sentinel | [NeurIPS 2023] Reflexion: Language Agents with Verbal Reinforcement Learning | 3,251 stars · 317 forks · 3 mentions | No one-command install · Source | |
| 129 | 98.7084 | mirix-ai-mirixmemory · ai-agents | Use when what the agent should remember is what actually happened on screen, consolidated into structured memories. | 3,440 stars · 270 forks | No one-command install · Source | |
| 130 | 98.6883 | lightevaleval · ai-agents | Hugging Face lightweight evaluation library for LLMs across academic benchmarks, with fast local and remote inference support. | 2,533 stars · 553 forks | No one-command install · Source | |
| 131 | 98.6699 | ralph-orchestratorworkflow · ai-agents | Ralph Orchestrator implements the simple but effective "Ralph Wiggum" technique for autonomous task completion, continuously running an AI agent… | 3,120 stars · 292 forks | No one-command install · Source | |
| 132 | 98.6690 | ccometixline-claude-code-statuslineobservability · ai-agents | A high-performance Claude Code statusline tool written in Rust with Git integration, usage tracking, interactive TUI configuration, and Claude Code… | 3,456 stars · 215 forks | No one-command install · Source | |
| 133 | 98.6249 | laminarobservability · ai-agents | Laminar is an open-source platform for tracing, evaluating, and labeling LLM and agent pipelines with a TypeScript/Python SDK and a self-hostable… | 3,218 stars · 229 forks · 1 mention | No one-command install · Source | |
| 134 | 98.5997 | memanto-mcpmcp · ai-agents | MEMANTO is a memory agent. It remembers, recalls, and answers - so your agents can achieve long-term goals and avoid confusion. | 1,855 stars · 642 forks | No one-command install · Source | |
| 135 | 98.5872 | kayba-ai-agentic-context-enginememory · ai-agents | Use when an agent should carry forward what it learned from its own successes and failures into later runs. | 2,564 stars · 307 forks | No one-command install · Source | |
| 136 | 98.5758 | zinja-coder-jadx-ai-mcpmcp · ai-agents | JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse… | 2,741 stars · 249 forks | No one-command install · Source | |
| 137 | 98.5705 | llmsresearch-paperbananamcp · ai-agents | Generates publication-quality methodology diagrams and statistical plots from text descriptions using a multi-agent pipeline with specialized agents… | 2,294 stars · 334 forks | No one-command install · Source | |
| 138 | 98.5615 | notediscovery-mcp-servermcp · ai-agents | NoteDiscovery is a self-hosted plain-markdown notes app (MIT, no telemetry) with a built-in stdio MCP server. The server exposes tools so AI clients… | 2,776 stars · 233 forks | No one-command install · Source | |
| 139 | 98.5613 | crystalcli · ai-agents | A full-fledged desktop application for orchestrating, monitoring, and interacting with Claude Code agents. | 3,114 stars · 197 forks | No one-command install · Source | |
| 140 | 98.5471 | omnaracli · ai-agents | A command center for AI agents that syncs Claude Code sessions across terminal, web, and mobile. Allows for remote monitoring, human-in-the-loop… | 2,780 stars · 213 forks · 4 mentions | No one-command install · Source | |
| 141 | 98.5470 | primeintellect-ai-prime-rlcli · ai-agentsContributed by Sentinel | Agentic RL Training at Scale | 2,007 stars · 421 forks · 3 mentions | No one-command install · Source | |
| 142 | 98.5325 | louislva-claude-peersmcp · ai-agents | Enables Claude Code instances to discover each other and exchange messages in real time via a local broker daemon. | 2,202 stars · 300 forks | No one-command install · Source | |
| 143 | 98.5252 | t-ches-claude-code-resourcesskill · ai-agents | A set of sub-agents, skills and commands with a focus on meta-tools, such as a skill auditor and hook creation, meant to be adapted to your workflow. | 1,973 stars · 411 forks | No one-command install · Source | |
| 144 | 98.5229 | zilliztech-memsearchmemory · ai-agents | Use when several coding agents should share one memory store instead of each keeping its own notes. | 2,571 stars · 238 forks | No one-command install · Source | |
| 145 | 98.5092 | kingjulio8238-memarymemory · ai-agents | Use when you want a well-known reference implementation of agent memory over a knowledge graph to read or fork. | 2,644 stars · 205 forks | No one-command install · Source | |
| 146 | 98.4931 | webclawmcp · ai-agents | Web extraction engine for LLMs with TLS fingerprinting to bypass bot detection, delivering clean markdown output. | 2,360 stars · 233 forks | No one-command install · Source | |
| 147 | 98.4789 | cjo4m06-mcp-shrimp-task-managermcp · ai-agents | A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency… | 2,148 stars · 255 forks | No one-command install · Source | |
| 148 | 98.4637 | tweakcccli · ai-agents | Command-line tool to customize your Claude Code styling. | 2,476 stars · 199 forks | No one-command install · Source | |
| 149 | 98.4314 | mariocandela-beelzebubmcp · ai-agents | Beelzebub is a honeypot framework that lets you build honeypot tools using MCP. Its purpose is to detect prompt injection or malicious agent behavior… | 2,165 stars · 205 forks | No one-command install · Source | |
| 150 | 98.3747 | claude-real-videomcp · ai-agents | Lets any LLM agent actually watch videos: a watch_video tool takes a URL or local file and returns scene-aware keyframes fused with a timestamped… | 2,104 stars · 186 forks | No one-command install · Source | |
| 151 | 98.3675 | microsoft-learnmcp · ai-agents | Enables AI agents to bring trusted and up-to-date information directly from Microsoft's official documentation | 1,868 stars · 238 forks | No one-command install · Source | |
| 152 | 98.3386 | claude-codeproworkflow · ai-agents | A development environment for Claude Code with a spec-driven workflow, TDD enforcement, cross-session memory, semantic search, quality hooks and… | 2,063 stars · 176 forks | No one-command install · Source | |
| 153 | 98.3330 | notteinfra · ai-agents | Notte open-source web agent environment — converts browser sessions into a Markov Decision Process with structured observation/action spaces, making… | 2,003 stars · 181 forks | No one-command install · Source | |
| 154 | 98.3275 | redplanethq-corememory · ai-agents | Use when one memory graph should serve Claude Code, Codex and your other assistants at once. | 1,963 stars · 189 forks | No one-command install · Source | |
| 155 | 98.3121 | jau123-meigen-ai-designmcp · ai-agents | Unified image generation across local ComfyUI workflows, OpenAI APIs, and MeiGen Cloud with a curated prompt library. | 1,735 stars · 224 forks | No one-command install · Source | |
| 156 | 98.3060 | infisical-agent-vaultidentity · ai-agentsContributed by Sentinel | A HTTP credential proxy and vault for AI agents like Claude Code, OpenClaw, Hermes, custom agents + harnesses, and more. | 2,171 stars · 141 forks · 3 mentions | No one-command install · Source | |
| 157 | 98.2498 | langchain-ai-langmemmemory · ai-agentsContributed by Sentinel | Long-term memory for agents: tools that extract what matters from conversations, refine prompts from feedback and keep memory across sessions, with… | 1,684 stars · 192 forks | No one-command install · Source | |
| 158 | 98.2317 | mcp-adaptermcp · ai-agents | The official WordPress package for MCP integration that exposes WordPress abilities as Model Context Protocol (MCP) tools, resources, and prompts for… | 1,647 stars · 190 forks | No one-command install · Source | |
| 159 | 98.2251 | openosintmcp · ai-agents | AI-powered OSINT framework exposing 10 tools (email, username, breach, WHOIS, IP, subdomain, phone, Shodan, dorks, Pastebin) as an MCP server for… | 1,512 stars · 242 forks | No one-command install · Source | |
| 160 | 98.2232 | claude-code-toolscli · ai-agents | Well-crafted toolset for session continuity, featuring skills/commands to avoid compaction and recover context across sessions with cross-agent… | 1,989 stars · 132 forks | No one-command install · Source | |
| 161 | 98.1832 | cc-sessionscli · ai-agents | An opinionated approach to productive development with Claude Code | 1,551 stars · 191 forks | No one-command install · Source | |
| 162 | 98.1778 | tau-bencheval · ai-agents | Tau-bench: agent benchmark for tool-agent-user interactions in retail and airline domains with policy-grounded evaluation. | 1,416 stars · 215 forks · 1 mention | No one-command install · Source | |
| 163 | 98.1418 | harbor-framework-terminal-bencheval · ai-agentsContributed by Sentinel | Measuring and evolving with the frontier of agent work | 588 stars · 434 forks · 13 mentions | No one-command install · Source | |
| 164 | 98.1387 | pm-claude-skills-mcpmcp · ai-agents | In Anthropic's official Claude plugin directory · 400 professional Agent Skills (PRDs, launches, compliance, CVs & more) for Claude, ChatGPT, Gemini… | 1,330 stars · 233 forks | No one-command install · Source | |
| 165 | 98.1340 | cortexkit-magic-contextmemory · ai-agents | Use when a long coding session keeps losing its earlier context and you want that handled automatically. | 2,044 stars · 106 forks | No one-command install · Source | |
| 166 | 98.1199 | miscusi-peek-cheatengine-bridgemcp · ai-agents | Bridge Cheat Engine memory analysis to AI workflows via named pipes | 1,363 stars · 204 forks | No one-command install · Source | |
| 167 | 98.1114 | ezyang-codemcpmcp · ai-agents | Coding agent with basic read, write and command line tools. | 1,608 stars · 140 forks | No one-command install · Source | |
| 168 | 98.0860 | context-engineering-kitskill · ai-agents | Hand-crafted collection of advanced context engineering techniques and patterns with minimal token footprint focused on improving agent result… | 1,508 stars · 154 forks | No one-command install · Source | |
| 169 | 98.0824 | mnemox-ai-tradememorymcp · ai-agents | Persistent outcome-weighted memory for trading agents with trade journaling, behavioral bias detection, and strategy adjustment. | 1,411 stars · 166 forks | No one-command install · Source | |
| 170 | 98.0668 | dataojitori-nocturne-memorymemory · ai-agents | Use when you want to see and roll back what your agent remembered, instead of trusting an opaque vector store. | 1,373 stars · 170 forks | No one-command install · Source | |
| 171 | 98.0421 | claude-code-ide-elcli · ai-agents | claude-code-ide.el integrates Claude Code with Emacs, like Anthropic’s VS Code/IntelliJ extensions. It shows ediff-based code suggestions, pulls… | 1,658 stars · 112 forks | No one-command install · Source | |
| 172 | 98.0395 | rinadelph-agent-mcpmcp · ai-agents | A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG… | 1,295 stars · 180 forks | No one-command install · Source | |
| 173 | 98.0328 | agent-einfra · ai-agents | Emergence AI agent-E browser agent — hierarchical LLM-based web automation that uses DOM distillation and action abstraction layers to achieve… | 1,249 stars · 190 forks | No one-command install · Source | |
| 174 | 98.0144 | rulesynccli · ai-agents | A Node.js CLI tool that automatically generates configs (rules, ignore files, MCP servers, commands, and subagents) for various AI coding agents… | 1,373 stars · 143 forks | No one-command install · Source | |
| 175 | 97.9759 | the-ralph-playbookworkflow · ai-agents | A detailed guide to the Ralph Wiggum technique for autonomous coding loops, with the reasoning behind it and practical guidelines. | 1,029 stars · 266 forks | No one-command install · Source | |
| 176 | 97.9701 | power-bi-modeling-mcp-servermcp · ai-agents | The Power BI Modeling MCP Server implements the MCP specification to create a seamless connection between AI agents and Power BI semantic models. This… | 1,123 stars · 201 forks | No one-command install · Source | |
| 177 | 97.9571 | claudiodrews-memory-osmemory · ai-agents | Use when you want layered memory — structured facts, recall and an auto-curated wiki — running locally against any model. | 1,355 stars · 128 forks | No one-command install · Source | |
| 178 | 97.9519 | tldx-mcpmcp · ai-agents | An MCP server for tldx that allows AI agents to brainstorm brand names and instantly verify domain availability using lightning-fast, concurrent RDAP… | 1,919 stars · 80 forks | No one-command install · Source | |
| 179 | 97.9380 | ktxmcp · ai-agents | ktx is an MCP server that provides agents with accurate warehouse querying by serving a self-improving context layer of approved metrics, joinable… | 1,569 stars · 101 forks | No one-command install · Source | |
| 180 | 97.9330 | claude-code-nvimcli · ai-agents | A seamless integration between Claude Code AI assistant and Neovim. | 2,096 stars · 70 forks | No one-command install · Source | |
| 181 | 97.9309 | loki-modemcp · ai-agents | Autonomous spec-to-product coding-agent CLI. Its MCP server exposes 34 tools over stdio: project state and task-queue ops, memory retrieve/store, code… | 1,054 stars · 205 forks | No one-command install · Source | |
| 182 | 97.9238 | wandb-weave-evalseval · ai-agents | Weights & Biases Weave evaluation framework for tracking LLM experiments, scoring model outputs, and comparing runs. | 1,130 stars · 170 forks · 3 mentions | No one-command install · Source | |
| 183 | 97.9226 | codex-skillskill · ai-agents | Enables users to prompt codex from claude code. Unlike the raw codex mcp server, this skill infers parameters such as model, reasoning effort… | 1,424 stars · 109 forks | No one-command install · Source | |
| 184 | 97.8709 | drawio-livemcp · ai-agents | Launches/connects to the visible draw.io desktop editor and edits its active graph model in real time, allowing AI agents to draw scientific figures… | 1,393 stars · 102 forks | No one-command install · Source | |
| 185 | 97.8696 | agent-network-protocolmcp · ai-agents | Open source protocol for agent communication, defining how agents connect with each other | 1,408 stars · 101 forks | No one-command install · Source | |
| 186 | 97.8261 | ai-tradermcp · ai-agents | Enables AI assistants like Claude to run backtests, fetch market data, list strategies, and analyze trading algorithms via natural language. | 1,063 stars · 146 forks | No one-command install · Source | |
| 187 | 97.8192 | bernsteinworkflow · ai-agents | Declarative agent orchestration for engineering teams. | 1,059 stars · 145 forks | No one-command install · Source | |
| 188 | 97.8171 | agiresearch-a-memmemory · ai-agentsContributed by Sentinel | A-MEM: Agentic Memory for LLM Agents | 1,164 stars · 121 forks | No one-command install · Source | |
| 189 | 97.8133 | letta-ai-agent-fileidentity · ai-agents | Use when you need to save, share, version or move a whole agent — its persona, memory and behaviour — as one portable file. | 1,197 stars · 114 forks | No one-command install · Source | |
| 190 | 97.8004 | composiohq-trustclawcli · ai-agentsContributed by Sentinel | A self-hostable personal AI agent with vector memory, Composio tools, and Telegram. | 886 stars · 209 forks · 3 mentions | No one-command install · Source | |
| 191 | 97.7864 | coding-tools-mcpmcp · ai-agents | Empower any MCP-compatible AI Agent(MCP Client) with engineering-grade capabilities to understand, modify, run, and deliver real-world code… | 956 stars · 164 forks | No one-command install · Source | |
| 192 | 97.7669 | heymrun-heymmcp · ai-agents | Source-available, self-hosted AI workflow automation platform. Build multi-agent, RAG, and tool-using pipelines on a visual canvas, then expose any… | 1,285 stars · 96 forks | No one-command install · Source | |
| 193 | 97.7556 | langchain-mcpdocmcp · ai-agents | Provides AI systems with access to documentation from llms.txt files by fetching and parsing content from specified URLs, enabling seamless… | 1,032 stars · 129 forks | No one-command install · Source | |
| 194 | 97.7470 | claude-code-documentation-mirrorworkflow · ai-agents | A mirror of Anthropic's documentation pages for Claude Code, updated every few hours. | 983 stars · 138 forks | No one-command install · Source | |
| 195 | 97.6615 | agentsysskill · ai-agents | Workflow automation system for Claude with a group of useful plugins, agents, and skills. Automates task-to-production workflows, PR management, code… | 981 stars · 113 forks | No one-command install · Source | |
| 196 | 97.6193 | claude-powerlineobservability · ai-agents | A vim-style powerline statusline for Claude Code with real-time usage tracking, git integration, custom themes, and more | 1,163 stars · 82 forks | No one-command install · Source | |
| 197 | 97.5297 | cobrowser-browser-usemcp · ai-agents | Provides an async browser automation server using OpenAI's GPT-4o model, enabling remote web navigation, content extraction, and task execution with… | 843 stars · 115 forks | No one-command install · Source | |
| 198 | 97.5243 | aymericzip-intlayermcp · ai-agents | A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs. | 818 stars · 122 forks | No one-command install · Source | |
| 199 | 97.5066 | codeabra-iai-personal-memory-enginememory · ai-agents | Use when the agent should remember not just facts but how you like to work, locally and for free. | 862 stars · 105 forks | No one-command install · Source | |
| 200 | 97.4671 | alioshr-memory-bankmcp · ai-agents | Transforms file-based memory banks into a centralized, remotely accessible service for multi-project management with consistent structure and… | 919 stars · 86 forks | 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.