Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | 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 | |
| 302 | 98.7385 | flimcp · back-end | Enables flight search and fare calendar exploration by interacting with Google Flights' API, supporting detailed filters for origin, destination… | 3,130 stars · 390 forks | No one-command install · Source | |
| 303 | 98.7327 | bytebase-dbhubmcp · database | Provides a universal database gateway for connecting to PostgreSQL, MySQL, SQLite, and DuckDB, enabling table browsing, schema inspection, and… | 3,442 stars · 294 forks | No one-command install · Source | |
| 304 | 98.7307 | executormcp · back-end | An integration layer for AI agents that provides a catalog of tools from various sources (OpenAPI, GraphQL, MCP, etc.) and can be used as an MCP… | 3,496 stars · 276 forks | No one-command install · Source | |
| 305 | 98.7286 | sendai-solana-agent-kitmcp · devops | Integrates with Solana blockchain to enable token deployment, NFT creation, DeFi operations, and cross-chain transfers via Wormhole directly within… | 1,711 stars · 873 forks | No one-command install · Source | |
| 306 | 98.7234 | fastmcp-2mcp · back-end | A high-level framework for building MCP servers in TypeScript | 3,270 stars · 318 forks | No one-command install · Source | |
| 307 | 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 | |
| 308 | 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 | |
| 309 | 98.7068 | helmeval · other | Stanford CRFM Holistic Evaluation of Language Models: standardized benchmark suite covering accuracy, calibration, robustness, and fairness. | 2,898 stars · 412 forks | No one-command install · Source | |
| 310 | 98.7049 | ahujasid-ableton-livemcp · front-end | Enables control of Ableton Live music production software through a bidirectional communication system that supports track creation, MIDI editing… | 2,952 stars · 401 forks | No one-command install · Source | |
| 311 | 98.6999 | supabase-community-supabase-mcpmcp · database | Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables… | 2,886 stars · 402 forks | No one-command install · Source | |
| 312 | 98.6982 | sysboxinfra · devops | Next-generation container runtime enabling Docker-in-Docker and VM-like isolation without privileged containers. | 3,847 stars · 228 forks | No one-command install · Source | |
| 313 | 98.6901 | gh-dgunning-edgar-toolsmcp · back-end | Open-source SEC EDGAR toolkit with tools for every filing type and no API key required. | 2,644 stars · 473 forks | No one-command install · Source | |
| 314 | 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 | |
| 315 | 98.6777 | korean-law-mcpmcp · back-end | MCP server for Korean law data (statutes, precedents, regulations) with citation verification, impact analysis, and time comparison tools. | 2,543 stars · 513 forks | No one-command install · Source | |
| 316 | 98.6723 | dhravya-apple-native-toolsmcp · search | Integrates with Apple's native applications to enable searching contacts, managing notes, and sending messages within the macOS ecosystem. | 3,130 stars · 287 forks | No one-command install · Source | |
| 317 | 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 | |
| 318 | 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 | |
| 319 | 98.6676 | openlitobservability · observability | OpenLIT is an OpenTelemetry-native LLM observability toolkit with GPU monitoring, cost tracking, and a prompt hub (one-line setup for 20+ providers). | 2,736 stars · 367 forks | No one-command install · Source | |
| 320 | 98.6633 | metatool-ai-metatool-appmcp · back-end | MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI. | 2,642 stars · 422 forks | No one-command install · Source | |
| 321 | 98.6565 | revogridmcp · front-end | High-performance virtual grid component library with AI assistant integration. | 3,445 stars · 210 forks | No one-command install · Source | |
| 322 | 98.6544 | jpisnice-shadcn-uimcp · front-end | Provides direct access to shadcn/ui v4 components, blocks, and demos through GitHub API integration with automatic framework detection for React… | 2,969 stars · 305 forks | No one-command install · Source | |
| 323 | 98.6529 | coleam00-crawl4ai-ragmcp · search | Integrates web crawling with RAG functionality to enable website content retrieval, storage in vector databases, and semantic searching over crawled… | 2,246 stars · 579 forks | No one-command install · Source | |
| 324 | 98.6327 | jgravelle-jcodemunchmcp · other | Token-efficient code exploration via tree-sitter AST parsing supporting 25+ programming languages. | 2,643 stars · 361 forks | No one-command install · Source | |
| 325 | 98.6283 | brightdata-web-scrapingmcp · search | Integrates with Bright Data's web scraping infrastructure to provide real-time access to public web data through specialized tools for search engine… | 2,657 stars · 329 forks | No one-command install · Source | |
| 326 | 98.6271 | playwritermcp · browser | Connects to your running Chrome browser, enabling AI agents to automate it via Playwright API with existing logins and extensions. | 3,847 stars · 180 forks | No one-command install · Source | |
| 327 | 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 | |
| 328 | 98.6203 | perplexitymcp · search | Connector for the Perplexity API, to enable web search without leaving the MCP ecosystem. | 2,495 stars · 369 forks | No one-command install · Source | |
| 329 | 98.6187 | blazickjp-arxiv-mcp-servermcp · back-end | Search and analyze academic papers from the arXiv repository. | 3,100 stars · 251 forks | No one-command install · Source | |
| 330 | 98.6157 | zcaceres-markdownifymcp · other | Converts diverse file types and web content to Markdown format using specialized tools for PDFs, images, audio, web pages, and more. | 2,998 stars · 255 forks | No one-command install · Source | |
| 331 | 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 | |
| 332 | 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 | |
| 333 | 98.5806 | radarmcp · observability | Radar is an open-source Kubernetes observability and diagnostics MCP server. It exposes cluster health, workload diagnosis, logs, events, topology… | 3,208 stars · 194 forks | No one-command install · Source | |
| 334 | 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 | |
| 335 | 98.5719 | graphjinmcp · database | Enables AI assistants to query databases using natural language, with automatic schema discovery and SQL compilation. | 3,157 stars · 193 forks | No one-command install · Source | |
| 336 | 98.5706 | signerlabs-shipswiftmcp · observability | Shipping and logistics management with rate comparison, label generation, and tracking. | 3,222 stars · 186 forks | No one-command install · Source | |
| 337 | 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 | |
| 338 | 98.5671 | memodb-io-memobasememory · commsContributed by Sentinel | User Profile-Based Long-Term Memory for AI Chatbot Applications. | 2,875 stars · 232 forks | No one-command install · Source | |
| 339 | 98.5668 | financial-datasetsmcp · back-end | Provides direct access to stock market data including income statements, balance sheets, cash flow statements, historical prices, and market news… | 2,282 stars · 345 forks | No one-command install · Source | |
| 340 | 98.5628 | metapriseai-orgkernelidentity · observability | Use when every agent action must be traceable to a specific agent instance with its own key, scoped token and tamper-evident log. | 2,699 stars · 247 forks | No one-command install · Source | |
| 341 | 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 | |
| 342 | 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 | |
| 343 | 98.5601 | manusa-kubernetesmcp · devops | Manage Kubernetes, with additional support for OpenShift. | 2,048 stars · 427 forks | No one-command install · Source | |
| 344 | 98.5501 | msgbyte-tianjimcp · other | Bridges AI assistants with the Tianji platform to enable survey management, including querying results, retrieving detailed information, and listing… | 3,100 stars · 193 forks | No one-command install · Source | |
| 345 | 98.5486 | yctimlin-excalidrawmcp · back-end | Enables LLMs to create and manipulate Excalidraw diagrams through a Node.js API that provides tools for element creation, modification, querying, and… | 2,476 stars · 277 forks | No one-command install · Source | |
| 346 | 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 | |
| 347 | 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 | |
| 348 | 98.5443 | butterbasemcp · back-end | AI-native open-source backend-as-a-service. Manage Postgres with RLS, auth, file storage, serverless TypeScript functions, durable objects, realtime… | 3,353 stars · 163 forks | armory install butterbase --cli claude | |
| 349 | 98.5433 | vmoranv-jshookmcp · browser | JavaScript analysis, security auditing, browser automation, and hook injection via MCP. | 1,970 stars · 457 forks | No one-command install · Source | |
| 350 | 98.5422 | cocoindex-codecli · search | embedded code search engine CLI -AST based that just works - improves speed and efficiency for coding agent | 2,721 stars · 224 forks | No one-command install · Source | |
| 351 | 98.5417 | samuel-gursky-davinci-resolvemcp · other | Enables developers and video editors to automate complex workflows in DaVinci Resolve by providing a flexible Python-based scripting interface for… | 2,360 stars · 281 forks | No one-command install · Source | |
| 352 | 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 | |
| 353 | 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 | |
| 354 | 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 | |
| 355 | 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 | |
| 356 | 98.5062 | dsphper-lanhumcp · front-end | Extracts design specifications and requirements from Lanhu design collaboration platform | 2,283 stars · 256 forks | No one-command install · Source | |
| 357 | 98.4982 | office-wordmcp · other | Provides a bridge to Microsoft Word for creating and modifying documents with features like text formatting, table manipulation, image scaling, and… | 2,110 stars · 287 forks | No one-command install · Source | |
| 358 | 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 | |
| 359 | 98.4915 | chrishayuk-mcp-climcp · back-end | Yet another CLI tool for testing MCP servers | 2,021 stars · 310 forks | No one-command install · Source | |
| 360 | 98.4797 | mixelpixx-kicad-pcb-designermcp · front-end | Enables LLMs to directly interact with KiCAD for printed circuit board design. | 1,995 stars · 308 forks | No one-command install · Source | |
| 361 | 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 | |
| 362 | 98.4785 | zereight-gitlabmcp · github-vcs | Integrates with GitLab's API to enable repository management, issue tracking, merge request handling, and file operations for automated development… | 1,940 stars · 349 forks | No one-command install · Source | |
| 363 | 98.4691 | open-operatorinfra · browser | Browserbase Open Operator: an open-source Operator-style web agent built on Stagehand; demonstrates full task decomposition, action planning, and… | 1,953 stars · 325 forks · 1 mention | No one-command install · Source | |
| 364 | 98.4637 | tweakcccli · ai-agents | Command-line tool to customize your Claude Code styling. | 2,476 stars · 199 forks | No one-command install · Source | |
| 365 | 98.4550 | chigwell-telegrammcp · comms | Bridges Claude with Telegram messaging, enabling direct interaction with Telegram chats through tools for retrieving chat lists, fetching messages… | 1,703 stars · 438 forks | No one-command install · Source | |
| 366 | 98.4537 | korotovsky-slack-conversationsmcp · auth | Bridges AI with Slack's messaging platform, enabling access to conversation history from channels through secure authentication and flexible transport… | 1,808 stars · 366 forks | No one-command install · Source | |
| 367 | 98.4490 | benborla-mysqlmcp · database | Secure read-only MySQL database access to execute queries and analyze data patterns. | 2,098 stars · 248 forks | No one-command install · Source | |
| 368 | 98.4404 | doobidoo-mcp-memory-servicemcp · search | Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation | 1,920 stars · 294 forks | No one-command install · Source | |
| 369 | 98.4377 | dicklesworthstone-agent-mailmcp · search | Coordinates multiple agents through structured messaging, exclusive file path claims, and persistent Git-based project archives with full-text search… | 2,121 stars · 225 forks | No one-command install · Source | |
| 370 | 98.4326 | jamubc-gemini-climcp · devops | Integrates with Google's Gemini CLI to leverage massive token windows for analyzing large files and codebases, providing general queries, sandbox-mode… | 2,278 stars · 199 forks | No one-command install · Source | |
| 371 | 98.4323 | neka-nat-freecadmcp · front-end | Enables AI-driven CAD modeling by providing a remote procedure call (RPC) server that allows programmatic control of FreeCAD, supporting operations… | 1,977 stars · 263 forks | No one-command install · Source | |
| 372 | 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 | |
| 373 | 98.4212 | chrisryugj-kordocmcp · other | Parses Korean government and legal documents with structured data extraction and metadata analysis. | 1,784 stars · 323 forks | No one-command install · Source | |
| 374 | 98.4167 | fluxdownmcp · back-end | Built-in MCP server in the FluxDown download manager: a Streamable HTTP endpoint (POST /mcp, JSON-RPC 2.0, Bearer auth) exposing 9 tools to add, list… | 2,831 stars · 142 forks | No one-command install · Source | |
| 375 | 98.4164 | tdd-guardhook · observability | A hooks-driven system that monitors file operations in real-time and blocks changes that violate TDD principles. | 2,324 stars · 185 forks | No one-command install · Source | |
| 376 | 98.3916 | cyberagiinc-devdocsmcp · front-end | Free, private, UI-based software documentation context management server. Designed with software developers in mind. | 2,105 stars · 193 forks | No one-command install · Source | |
| 377 | 98.3775 | nteract-semioticmcp · front-end | React data visualization MCP server with 30+ chart types. 5 tools: suggest charts for a dataset, render validated React configs to SVG, diagnose… | 2,691 stars · 137 forks | No one-command install · Source | |
| 378 | 98.3750 | codergamester-unitymcp · other | Integrate with the Unity Editor game engine. | 1,883 stars · 239 forks | No one-command install · Source | |
| 379 | 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 | |
| 380 | 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 | |
| 381 | 98.3657 | office-powerpointmcp · other | Enables creation and manipulation of PowerPoint presentations with tools for adding and formatting slides, text, images, tables, charts and shapes… | 1,852 stars · 246 forks | No one-command install · Source | |
| 382 | 98.3634 | pentest-aimcp · other | Provides penetration testing tools for reconnaissance, vulnerability scanning, and exploit assistance. | 1,641 stars · 315 forks | No one-command install · Source | |
| 383 | 98.3397 | 6551team-opennewsmcp · search | Provides real-time crypto news search, AI sentiment analysis, and trading signals from 72+ data sources. | 2,129 stars · 162 forks | No one-command install · Source | |
| 384 | 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 | |
| 385 | 98.3385 | leonardsellem-n8nmcp · observability | Integrates with n8n workflow automation platform to enable workflow management, execution monitoring, and task automation through a bridge that… | 1,637 stars · 293 forks | No one-command install · Source | |
| 386 | 98.3330 | notteinfra · ai-agents | Notte open-source web agent environment. It converts browser sessions into a Markov Decision Process with structured observation/action spaces, making… | 2,003 stars · 181 forks | No one-command install · Source | |
| 387 | 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 | |
| 388 | 98.3245 | evalpluseval · other | Rigorous code generation evaluation framework built on top of HumanEval and MBPP with 80x more test cases. | 1,819 stars · 208 forks | No one-command install · Source | |
| 389 | 98.3197 | tooluniversemcp · search | Provides scientific tools for AI scientists spanning life science, research, literature search, drug discovery, and more. | 1,668 stars · 254 forks | No one-command install · Source | |
| 390 | 98.3192 | flux159-mcp-server-kubernetesmcp · devops | Manage Kubernetes cluster resources and deployments. | 1,593 stars · 282 forks | No one-command install · Source | |
| 391 | 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 | |
| 392 | 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 | |
| 393 | 98.3011 | minimax-tts-videomcp · back-end | Enables high-quality text-to-speech, voice cloning, and video generation capabilities through MiniMax's API with robust error handling and file… | 1,573 stars · 279 forks | No one-command install · Source | |
| 394 | 98.2992 | gyoridavid-short-video-makermcp · other | Automates short-form video creation by combining text-to-speech, captions, background videos, and music for platforms like TikTok, Instagram Reels… | 1,326 stars · 418 forks | No one-command install · Source | |
| 395 | 98.2942 | mukul975-cvemcp · other | Security intelligence with 27 tools across 21 sources including NVD, EPSS, VirusTotal, and Shodan. | 1,587 stars · 261 forks | No one-command install · Source | |
| 396 | 98.2928 | stack-chan-stack-chanmcp · back-end | A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions. | 1,689 stars · 215 forks | No one-command install · Source | |
| 397 | 98.2912 | qdrant-mcp-server-qdrantmcp · back-end | Store and retrieve vector-based memories for AI systems. | 1,517 stars · 301 forks | No one-command install · Source | |
| 398 | 98.2880 | nugetmcp · other | Real-time NuGet package management with vulnerability detection and intelligent version updates | 1,554 stars · 275 forks | No one-command install · Source | |
| 399 | 98.2872 | xpaysh-awesome-x402mcp · payments | Curated directory of x402 payment protocol resources, MCP servers, and tools for HTTP 402-based USDC payments on Base, Arbitrum, and other EVM chains. | 285 stars · 976 forks | No one-command install · Source | |
| 400 | 98.2836 | webarenaeval · browser | WebArena: realistic web-based environment for evaluating autonomous agents on long-horizon browser interaction tasks. | 1,592 stars · 249 forks · 1 mention | 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.