Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 99.2513 | desktop-commandermcp · other | Integrates terminal and filesystem capabilities for executing system commands, managing processes, and performing advanced file operations on the… | 9,766 stars · 1,220 forks | No one-command install · Source | |
| 202 | 99.2498 | ccstatuslineobservability · observability | A highly customizable status line formatter for Claude Code CLI that displays model info, git branch, token usage, and other metrics in your terminal. | 13,035 stars · 579 forks | No one-command install · Source | |
| 203 | 99.2451 | agricidaniel-claude-adsskill · ai-agentsContributed by Sentinel | Claude-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 mentions | No one-command install · Source | |
| 204 | 99.2420 | harnessworkflow · front-end | A meta-skill that designs domain-specific agent teams, defines specialized agents, and generates the skills they use. Resources are in Korean but can… | 8,876 stars · 1,256 forks | No one-command install · Source | |
| 205 | 99.2413 | lauriewired-ghidramcp · other | Decompile and analyze binaries in Ghidra. | 9,912 stars · 1,023 forks | No one-command install · Source | |
| 206 | 99.2376 | twiliocli · comms | Unleash the power of Twilio from your command prompt | 192 stars · 104 forks · passed install test | No one-command install · Source | |
| 207 | 99.2338 | artidoro-qloracli · ai-agentsContributed by Sentinel | QLoRA: Efficient Finetuning of Quantized LLMs | 11,021 stars · 876 forks · 4 mentions · failed install test | Stale | No one-command install · Source |
| 208 | 99.2319 | uno-platformmcp · ai-agents | Cross-platform .NET development framework documentation and prompts | 10,030 stars · 878 forks | No one-command install · Source | |
| 209 | 99.2240 | ottomator-agentsmcp · ai-agents | Open source AI Agents hosted on the oTTomator Live Agent Studio platform | 5,752 stars · 1,953 forks | No one-command install · Source | |
| 210 | 99.2107 | claude-code-tipsworkflow · ai-agents | 35+ short Claude Code tips covering voice input, system prompt patching, container workflows for risky tasks, conversation cloning, multi-model… | 10,008 stars · 809 forks | No one-command install · Source | |
| 211 | 99.2100 | kubesharkmcp · back-end | Real-time Kubernetes network traffic visibility and API analysis for HTTP, gRPC, Redis, Kafka, and DNS. | 12,066 stars · 545 forks | No one-command install · Source | |
| 212 | 99.1941 | openllmetryobservability · ai-agents | OpenTelemetry-based observability for LLM applications — auto-instruments OpenAI, Anthropic, LangChain, and 20+ providers with zero code changes. | 7,452 stars · 1,099 forks | No one-command install · Source | |
| 213 | 99.1866 | steel-browserinfra · back-end | Open-source browser API optimised for AI agents — provides session management, stealth settings, proxy rotation, and a REST/WebSocket interface on top… | 7,696 stars · 982 forks | No one-command install · Source | |
| 214 | 99.1839 | ralph-for-claude-codeworkflow · back-end | An autonomous AI development framework that enables Claude Code to work iteratively on projects until completion. Features intelligent exit detection… | 9,613 stars · 721 forks | No one-command install · Source | |
| 215 | 99.1728 | claude-code-pmworkflow · ai-agents | A project-management workflow for Claude Code with specialised agents, slash commands and documentation. | 8,362 stars · 837 forks | No one-command install · Source | |
| 216 | 99.1711 | lharries-whatsapp-bridgemcp · search | Provides a secure bridge to your WhatsApp account, enabling message search, contact management, and sending capabilities while keeping all data stored… | 6,218 stars · 1,284 forks | No one-command install · Source | |
| 217 | 99.1608 | harbor-framework-harborcli · ai-agentsContributed by Sentinel | Framework for evaluating and improving agents | 4,867 stars · 1,704 forks · 10 mentions | No one-command install · Source | |
| 218 | 99.1562 | sooperset-atlassianmcp · back-end | Access Confluence pages and Jira issues via Atlassian API. | 5,821 stars · 1,341 forks | No one-command install · Source | |
| 219 | 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 | |
| 220 | 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 | |
| 221 | 99.1335 | plannotatorhook · front-end | Interactive plan review UI that intercepts ExitPlanMode via hooks, letting users visually annotate plans with comments, deletions, and replacements… | 8,344 stars · 618 forks | No one-command install · Source | |
| 222 | 99.1330 | computer-agent-windows-desktop-controlmcp · front-end | Enables AI to control Windows desktop applications through UIAutomation and PyAutoGUI, providing capabilities for launching programs, executing… | 6,871 stars · 833 forks | No one-command install · Source | |
| 223 | 99.1324 | sonnylazuardi-talk-to-figmamcp · front-end | Enables bidirectional communication with Figma designs through a plugin and WebSocket server, allowing creation and manipulation of design elements… | 6,988 stars · 772 forks | No one-command install · Source | |
| 224 | 99.1323 | repowisemcp · github-vcs | Provides AI coding agents with five intelligence layers (dependency graph, git history, documentation, architectural decisions, code health) via nine… | 7,047 stars · 743 forks | No one-command install · Source | |
| 225 | 99.1274 | search-1mcp · search | Search Airweave collections with natural language queries. | 6,563 stars · 818 forks | No one-command install · Source | |
| 226 | 99.1135 | claude-code-usage-monitorcli · observability | A real-time terminal-based tool for monitoring Claude Code token usage. It shows live token consumption, burn rate, and predictions for token… | 8,668 stars · 458 forks | No one-command install · Source | |
| 227 | 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 | |
| 228 | 99.1030 | browsermcp-mcpmcp · browser | Automate your local Chrome browser | 7,040 stars · 560 forks | No one-command install · Source | |
| 229 | 99.1004 | microsandboxinfra · devops | Use as the OSS self-hosted sandbox when you need to run agent code on your own infra — libkrun-based microVM isolation with no per-sandbox vendor… | 8,436 stars · 454 forks | No one-command install · Source | |
| 230 | 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 | |
| 231 | 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 | |
| 232 | 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 | |
| 233 | 99.0894 | heliconeobservability · observability | Open-source LLM observability platform — proxy-based logging, cost tracking, caching, and rate limiting for OpenAI-compatible APIs. | 6,123 stars · 662 forks | No one-command install · Source | |
| 234 | 99.0821 | alexzhang13-rlmcli · devopsContributed by Sentinel | General plug-and-play inference library for Recursive Language Models (RLMs), supporting various sandboxes. | 5,644 stars · 905 forks · 3 mentions | No one-command install · Source | |
| 235 | 99.0813 | clawd-on-deskcli · front-end | A desktop pet that reacts to your Claude Code sessions in real time: thinking, typing, juggling, sleeping and more. | 6,093 stars · 636 forks | No one-command install · Source | |
| 236 | 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 | |
| 237 | 99.0719 | mobile-next-mobile-device-controlmcp · front-end | Enables remote control of Android and iOS devices through commands for screenshots, app management, screen interactions, and UI navigation, ideal for… | 6,299 stars · 543 forks | No one-command install · Source | |
| 238 | 99.0708 | bram2w-baserowmcp · database | Baserow database integration with table search, list, and row create, read, update, and delete capabilities. | 5,764 stars · 707 forks | No one-command install · Source | |
| 239 | 99.0559 | snyk-clicli · front-end | Security scanner that tests applications and infrastructure for vulnerabilities, generates SBOMs, and monitors projects using TypeScript and Go… | 5,654 stars · 699 forks | No one-command install · Source | |
| 240 | 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 | |
| 241 | 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 | |
| 242 | 99.0503 | lingo-translationmcp · back-end | Enables multilingual content translation for app localization, website content, and text data through a translate tool accessible via npx command with… | 5,404 stars · 812 forks | No one-command install · Source | |
| 243 | 99.0465 | grafana-tempoobservability · observability | Grafana Tempo is a cost-efficient distributed tracing backend (OpenTelemetry-native) that pairs with Loki for logs and Prometheus for metrics in LLM… | 5,461 stars · 746 forks | No one-command install · Source | |
| 244 | 99.0449 | firebasemcp · other | Give AI-powered development tools the ability to work with your Firebase projects | 4,462 stars · 1,244 forks | No one-command install · Source | |
| 245 | 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 | |
| 246 | 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 | |
| 247 | 99.0153 | executeautomation-playwrightmcp · browser | Automate web browsers for testing, scraping, and visual analysis. | 5,638 stars · 533 forks | No one-command install · Source | |
| 248 | 99.0140 | 21st-dev-magicmcp · front-end | Create beautiful, modern UI components instantly through natural language descriptions. | 5,773 stars · 440 forks | No one-command install · Source | |
| 249 | 99.0124 | agent-gatewaymcp · back-end | Next Generation Agentic Proxy for API integrations | 4,685 stars · 796 forks · 1 mention | No one-command install · Source | |
| 250 | 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 | |
| 251 | 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 | |
| 252 | 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 | |
| 253 | 98.9943 | telnyx-typescriptmcp · back-end | Integrates with Telnyx's telecommunications APIs for voice calling, SMS/MMS messaging, phone number management, and AI assistants | 197 stars · 30 forks · passed install test | No one-command install · Source | |
| 254 | 98.9923 | excalidrawmcp · front-end | Generates hand-drawn style Excalidraw diagrams with streaming animations and interactive editing. | 5,370 stars · 507 forks | No one-command install · Source | |
| 255 | 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 | |
| 256 | 98.9904 | coding-solo-godotmcp · other | Interface with the Godot game engine. Provides tools for launching the editor, running projects, and capturing debug output. | 5,461 stars · 464 forks | No one-command install · Source | |
| 257 | 98.9699 | byterover-ciphermcp · database | Memory-powered agent framework that provides persistent memory capabilities across conversations and sessions using vector databases and embeddings… | 4,966 stars · 454 forks | No one-command install · Source | |
| 258 | 98.9680 | aipotheosis-labs-acimcp · auth | Connects your AI agents to 600+ tool integrations with multi-tenant auth and granular permissions. | 4,888 stars · 483 forks | No one-command install · Source | |
| 259 | 98.9639 | codegraphcontextmcp · database | Indexes codebases into a Neo4j graph database to enable sophisticated code analysis including function call relationships, class hierarchies, dead… | 4,148 stars · 826 forks | No one-command install · Source | |
| 260 | 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 | |
| 261 | 98.9453 | mcp-openshortsmcp · other | OpenShorts turns long videos into vertical clips readys for Social Media posting | 3,816 stars · 1,001 forks | No one-command install · Source | |
| 262 | 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 | |
| 263 | 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 | |
| 264 | 98.9276 | markuspfundstein-obsidianmcp · back-end | Access and modify notes in Obsidian vaults via REST API. | 4,445 stars · 504 forks · 2 mentions | No one-command install · Source | |
| 265 | 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 | |
| 266 | 98.9238 | zoteromcp · search | Enables direct interaction with Zotero reference management libraries for searching literature, retrieving metadata and full-text content, managing… | 4,865 stars · 387 forks | No one-command install · Source | |
| 267 | 98.9069 | wigolomcp · search | Provides local-first web intelligence over MCP with tools for search, fetch, crawl, extract, cache, find-similar, research, and autonomous agent… | 4,834 stars · 363 forks | No one-command install · Source | |
| 268 | 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 | |
| 269 | 98.8978 | cloudflare-mcp-server-cloudflaremcp · back-end | Integration with Cloudflare services including Workers, KV, R2, and D1 | 4,136 stars · 505 forks | No one-command install · Source | |
| 270 | 98.8946 | haris-musa-excelmcp · other | Enables Excel file manipulation without Microsoft Excel installation using openpyxl, providing workbook operations, data validation detection… | 4,149 stars · 457 forks | No one-command install · Source | |
| 271 | 98.8915 | antv-chart-generatormcp · other | Enables AI to generate data visualizations using AntV's charting capabilities, supporting various chart types from structured data without requiring… | 4,347 stars · 415 forks | No one-command install · Source | |
| 272 | 98.8741 | automatemcp · back-end | A personal AI assistant server that provides MCP tools for notes, files, reminders, memory, shell, browser, and 30+ SaaS integrations, enabling AI… | 3,952 stars · 492 forks | No one-command install · Source | |
| 273 | 98.8635 | ysymyth-reactworkflow · front-endContributed by Sentinel | [ICLR 2023] ReAct: Synergizing Reasoning and Acting in Language Models | 4,140 stars · 401 forks · 13 mentions | Stale | No one-command install · Source |
| 274 | 98.8606 | apifymcp · browser | Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store. Use ready-made tools to access all popular social… | 5,651 stars · 243 forks | No one-command install · Source | |
| 275 | 98.8509 | spec-workflowmcp · front-end | Provides structured project management through a four-phase development workflow with requirements gathering, technical design, task breakdown, and… | 4,294 stars · 355 forks | No one-command install · Source | |
| 276 | 98.8500 | taylorwilsdon-google-workspacemcp · comms | Integrates with Google Workspace to enable seamless interaction with Gmail, Drive, Docs, and Calendar for searching emails, retrieving messages… | 3,101 stars · 972 forks | No one-command install · Source | |
| 277 | 98.8429 | ivanmurzak-unitymcp · back-end | Server + Plugin for Unity Editor and Unity game. The Plugin allows to connect to MCP clients like Claude Desktop or others. | 4,048 stars · 368 forks | No one-command install · Source | |
| 278 | 98.8258 | big-bencheval · front-end | Google's Beyond the Imitation Game benchmark: 200+ diverse tasks designed to probe capabilities beyond standard NLP benchmarks. | 3,247 stars · 618 forks | Stale | No one-command install · Source |
| 279 | 98.8224 | sourcebot-dev-sourcebotmcp · github-vcs | Enables code search across multiple repository hosts including GitHub, GitLab, Gitea, Gerrit, and Bitbucket with advanced filtering options for… | 3,927 stars · 364 forks | No one-command install · Source | |
| 280 | 98.8222 | pydantic-logfireobservability · observability | Logfire by Pydantic — OpenTelemetry-based structured logging and tracing for Python applications with built-in support for FastAPI, SQLAlchemy, and… | 4,450 stars · 283 forks | No one-command install · Source | |
| 281 | 98.8151 | pleaseprompto-notebooklmmcp · browser | Automates Google NotebookLM interactions through browser automation, enabling document querying and notebook library management with stealth… | 3,381 stars · 492 forks | No one-command install · Source | |
| 282 | 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 | |
| 283 | 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 | |
| 284 | 98.8046 | matthewhand-openapi-proxymcp · back-end | Dynamically exposes REST APIs defined by OpenAPI specifications as MCP tools, enabling seamless integration of external services into workflows. | 153 stars · 38 forks · passed install test | No one-command install · Source | |
| 285 | 98.8038 | grafanamcp · observability | Integrates with Grafana to enable searching dashboards, fetching datasource information, querying Prometheus metrics, and managing incidents through… | 3,407 stars · 432 forks | No one-command install · Source | |
| 286 | 98.7984 | google-analyticsmcp · observability | Integrates with Google Analytics to retrieve website traffic metrics, user behavior data, conversion tracking, and performance insights for analytics… | 3,100 stars · 673 forks | No one-command install · Source | |
| 287 | 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 | |
| 288 | 98.7925 | langwatchobservability · observability | LangWatch provides real-time LLM analytics, guardrails, and evaluation pipelines with a visual studio for monitoring multi-step agent conversations. | 3,522 stars · 362 forks | No one-command install · Source | |
| 289 | 98.7900 | mcp-feedback-enhanced-2mcp · front-end | Establishes feedback-oriented development workflows with Web UI and desktop application dual interfaces, enabling AI to confirm with users and… | 3,775 stars · 348 forks | No one-command install · Source | |
| 290 | 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 | |
| 291 | 98.7831 | trulenseval · back-end | Evaluation and tracking for LLM and RAG applications with a feedback-function API and experiment dashboard. | 3,530 stars · 335 forks · 1 mention | No one-command install · Source | |
| 292 | 98.7777 | giancarloerra-socraticodemcp · search | Local codebase indexing, semantic search, and code dependency graphs. | 3,278 stars · 417 forks | No one-command install · Source | |
| 293 | 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 | |
| 294 | 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 | |
| 295 | 98.7733 | browserbase-mcp-servermcp · browser | Automate web browsers remotely on a cloud environment. | 3,406 stars · 367 forks | No one-command install · Source | |
| 296 | 98.7658 | crystaldba-postgresmcp · database | Helps you and your AI agents throughout the entire development process—from writing SQL to tuning performance safely. | 3,342 stars · 382 forks | No one-command install · Source | |
| 297 | 98.7633 | metorial-metorialmcp · auth | 🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included | 3,355 stars · 364 forks | No one-command install · Source | |
| 298 | 98.7516 | homeassistant-aimcp · other | Enables natural language control of Home Assistant smart home devices, automations, and system management | 4,594 stars · 202 forks | No one-command install · Source | |
| 299 | 98.7505 | txn2-kubefwdmcp · devops | Bulk-forward Kubernetes cluster services for local development with AI assistant integration. | 4,171 stars · 237 forks | No one-command install · Source | |
| 300 | 98.7437 | inspect-aieval · other | UK AISI's framework for safety evaluations of large language models, with task-based scaffolding and solver pipelines. | 2,683 stars · 685 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.