Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3001 | 22.557 | bedvibe-mail-bridgemcp · back-end | A local Windows desktop app and MCP server that allows AI assistants to read, search, and draft replies for Gmail, but enforces human confirmation for… | 1 star | No one-command install · Source | |
| 3002 | 22.557 | farshid-mcp-imageprocessingmcp · back-end | A comprehensive OpenCV image-processing MCP server offering ~40 tools for webcam capture, image I/O, transforms, color manipulation, filtering, edge… | 1 star | No one-command install · Source | |
| 3003 | 22.557 | obsidian-local-mcpmcp · search | Enables Claude to create, read, update, and search notes in a local Obsidian vault, with automatic YAML frontmatter and folder management. | 1 star | No one-command install · Source | |
| 3004 | 22.557 | jira-worklog-mcpmcp · ai-agents | MCP server for logging and checking Jira Cloud worklogs from AI agents such as Claude Code, Claude Desktop, Cursor, or any MCP client that supports… | 1 star | No one-command install · Source | |
| 3005 | 22.557 | xultrax-agent-memorymcp · ai-agents | Markdown-based persistent memory for AI agents using readable, editable, grep-able files. | 1 star | No one-command install · Source | |
| 3006 | 22.557 | gempack-mcpmcp · ai-agents | An MCP server that exposes the local GEMPACK CGE toolchain (TABLO, GEMSIM, HAR utilities) as tools Claude can call: compile models, run simulations… | 1 star | No one-command install · Source | |
| 3007 | 22.557 | csoai-org-csoai-governance-crosswalk-mcpmcp · other | Cross-framework AI governance mapping and compliance crosswalk tools. | 1 star | No one-command install · Source | |
| 3008 | 22.557 | codebase-bridge-mcpmcp · ai-agents | A read-only MCP server that lets a Claude chat explore your local repository and answer questions about it, returning synthesized answers with… | 1 star | No one-command install · Source | |
| 3009 | 22.557 | meuralmcpmcp · ai-agents | Provides MCP tools for coding agents to inspect and control Meural Canvas devices on the local network, including listing devices, getting status, and… | 1 star | No one-command install · Source | |
| 3010 | 22.557 | hvip-mcp-servermcp · back-end | Enables AI agents to access the full OKX exchange API for trading, market data, account management, and more through 300+ MCP tools. | 1 star | No one-command install · Source | |
| 3011 | 22.557 | mem-universemcp · ai-agents | Self-hosted MCP memory server that gives a multi-agent fleet one shared, git-backed memory for search, read, and write. | 1 star | No one-command install · Source | |
| 3012 | 22.557 | ft-mcpmcp · back-end | A Python MCP server implemented from scratch, providing tool execution capabilities like system time and file hashing via stdio or HTTP transport. | 1 star | No one-command install · Source | |
| 3013 | 22.557 | medrxiv-mcpmcp · back-end | MCP server that turns a medRxiv DOI into clean markdown full text and provides free, relevance-ranked preprint search via Europe PMC. | 1 star | No one-command install · Source | |
| 3014 | 22.557 | sigmalineage-mcpmcp · observability | Enables context-aware EVTX hunting with process lineage tracing and rarity baselining to surface real threats from security logs, transforming raw… | 1 star | No one-command install · Source | |
| 3015 | 22.557 | kopsmcp · back-end | A read-only kubectl MCP server for AI assistants. The kubectl verb is hardcoded in each tool (get/describe/logs/events) and user input only fills… | 1 star | No one-command install · Source | |
| 3016 | 22.557 | anb-mcpmcp · ai-agents | An MCP front-end for AnB. The tool surface is "use-don't-reveal": no tool returns a plaintext secret. Reveal paths require a TTY the server doesn't… | 1 star | No one-command install · Source | |
| 3017 | 22.557 | sofya-mcpmcp · ai-agents | Web tools for AI agents. Search the web for full page content, fetch URLs as clean markdown including PDFs, extract structured data from a page with a… | 1 star | No one-command install · Source | |
| 3018 | 22.557 | annas-archive-download-mcpmcp · back-end | MCP server for searching and downloading from Anna's Archive for free via slow channels like LibGen and Sci-Net, without an API key. | 1 star | No one-command install · Source | |
| 3019 | 22.557 | material-workbenchmcp · ai-agents | Exposes procedural material and isometric terrain generation as MCP tools, allowing agents to create deterministic PBR textures and 2:1 isometric… | 1 star | No one-command install · Source | |
| 3020 | 22.557 | tg-mcp-toolsmcp · ai-agents | A local MCP server for Cursor and Claude Desktop that reads Telegram subscriptions over MTProto and exposes channel posts for digests and… | 1 star | No one-command install · Source | |
| 3021 | 22.557 | pincushion-mcpmcp · browser | Visual feedback as agent work packets: stakeholders pin on your live app and your AI coding agent reads each pin (selector, screenshot, DOM, thread… | 1 star | No one-command install · Source | |
| 3022 | 22.557 | shantycrawl-mcpmcp · search | A lean MCP server for Firecrawl with lazy-loading tool architecture, reducing context consumption by exposing only 5 base tools by default and… | 1 star | No one-command install · Source | |
| 3023 | 22.557 | mcp-k8s-deployermcp · devops | Enables LLMs to dynamically orchestrate containerized application deployments to a Kubernetes cluster, handling configuration validation, manifest… | 1 star | No one-command install · Source | |
| 3024 | 22.557 | docpack-mcp-servermcp · search | Enables querying and exploring a bundled knowledge base through tools for manifest, table of contents, node retrieval, and full-text search. | 1 star | No one-command install · Source | |
| 3025 | 22.557 | mcp-plotting-servermcp · back-end | A FastMCP server that turns JSON data into Plotly figures, deployable as an isolated service on Modal. Data goes in as JSON; a validated Plotly figure… | 1 star | No one-command install · Source | |
| 3026 | 22.557 | ast-outline-mcpmcp · ai-agents | Enables AI coding agents to efficiently explore codebases by providing structural outlines, module digests, symbol bodies, and AST-aware grep via MCP. | 1 star | No one-command install · Source | |
| 3027 | 22.557 | comprasal-mcp-2mcp · back-end | Enables querying El Salvador's public procurement data, including awarded processes, supplier contracts, and institution details, from the live… | 1 star | No one-command install · Source | |
| 3028 | 22.557 | comprasal-mcpmcp · back-end | Enables querying El Salvador's public procurement data via the COMPRASAL API, including searching awarded processes, getting process details, and… | 1 star | No one-command install · Source | |
| 3029 | 22.557 | ssw-workforce-intelligence-mcpmcp · other | Enables workforce and labor market analysis for Specified Skilled Workers in Japan by aggregating public census data to provide regional and industry… | 1 star | No one-command install · Source | |
| 3030 | 22.557 | wikicious-mcp-servermcp · back-end | Connects MCP-compatible AI assistants to the Wikicious V6 protocol on Arbitrum One, enabling queries on perp markets, positions, staking, and revenue… | 1 star | No one-command install · Source | |
| 3031 | 22.557 | mcp-devenvmcp · back-end | An MCP server that gives your AI assistant full awareness of your local dev environment — running processes, Docker containers, git state, open ports… | 1 star | No one-command install · Source | |
| 3032 | 22.557 | shadowpricemcp · ai-agents | Inject real-time leaked B2B SaaS pricing, historical discounts, and aggressive negotiation playbooks directly into AI agents. | 1 star | No one-command install · Source | |
| 3033 | 22.557 | mcp-notebooklmmcp · other | Exposes Google NotebookLM notebooks as tools for AI assistants, enabling listing, finding, and querying notebooks with grounded answers. | 1 star | No one-command install · Source | |
| 3034 | 22.557 | solidworks-mcp-promcp · other | Enables connecting MCP clients to local SolidWorks for automated 3D part creation, template generation, file export, and basic review via natural… | 1 star | No one-command install · Source | |
| 3035 | 22.557 | ai-test-pilotmcp · ai-agents | An MCP server that generates, runs, and triages tests by introspecting Python modules or web pages, using structured LLM outputs for scenario… | 1 star | No one-command install · Source | |
| 3036 | 22.557 | outlook-personal-mcpmcp · back-end | An MCP server that gives Claude Code and Codex full control of a personal Outlook.com mailbox and calendar via the Microsoft Graph API, enabling mail… | 1 star | No one-command install · Source | |
| 3037 | 22.557 | neuroweave-timelinemcp · ai-agents | Process memory for AI agents and humans that remembers the evolution of a project. Provides MCP tools to create timeline events, search history… | 1 star | No one-command install · Source | |
| 3038 | 22.557 | ads-analytics-mcpmcp · back-end | Provides read access to campaign performance data from Google Ads, Meta Ads, and TikTok Ads via live API calls, enabling AI assistants to analyze and… | 1 star | No one-command install · Source | |
| 3039 | 22.557 | instrument-mcpmcp · back-end | Enables AI to control RIGOL DHO/HDO oscilloscopes and SIGLENT SDG1000X signal generators via SCPI commands through a local stdio MCP server. | 1 star | No one-command install · Source | |
| 3040 | 22.557 | veridge-mcp-servermcp · back-end | Enables AI assistants to query a project's unified graph (code, documents, decisions) with token-budgeted, ranked context, including focus, impact… | 1 star | No one-command install · Source | |
| 3041 | 22.557 | armbench-mcp-servermcp · back-end | Enables benchmarking and inference of LLMs on Arm64 cloud instances with KleidiAI optimizations, providing an MCP-compatible API for serving results. | 1 star | No one-command install · Source | |
| 3042 | 22.557 | ensp-automation-mcpmcp · devops | Generates eNSP network topologies, deploys Huawei VRP configurations, and provides verification plans for lab scenarios. | 1 star | No one-command install · Source | |
| 3043 | 22.557 | cite-rag-mcpmcp · search | A local MCP server for evidence-safe academic citation workflows, including verified-reference retrieval, Zotero duplicate detection and import, and… | 1 star | No one-command install · Source | |
| 3044 | 22.557 | rviz-map-image-mcpmcp · other | Converts a live ROS 2 occupancy map into shareable images (PNG/JPEG/base64) and provides tools for map metadata, coordinate conversion, corner goal… | 1 star | No one-command install · Source | |
| 3045 | 22.557 | sciencetokyolms-mcpmcp · back-end | MCP server for Science Tokyo LMS, enabling course material download, assignment deadline checks, and more via tools like list_courses and… | 1 star | No one-command install · Source | |
| 3046 | 22.557 | runpay-marketplacemcp · browser | Stripe-native marketplace where AI agents autonomously discover and purchase API services via MCP. Pay-per-call, no accounts needed. 6 live services… | 1 star | No one-command install · Source | |
| 3047 | 22.557 | tactualmcp · other | Screen-reader navigation cost analyzer that scores assistive technology user effort to find and operate web content. | 1 star | No one-command install · Source | |
| 3048 | 22.557 | scrapeer-mcp-servermcp · browser | Allows AI agents to run, inspect, and create Scrapeer visual web-scraping flows, bridging human-designed browser automation with agent-driven… | 1 star | No one-command install · Source | |
| 3049 | 22.557 | webscrape-mcp-servermcp · ai-agents | MCP server that enables AI agents to search the web and extract clean Markdown content, with support for JavaScript rendering, structured data… | 1 star | No one-command install · Source | |
| 3050 | 22.557 | bult-mcp-servermcp · devops | Deploy and manage Bult.ai cloud hosting projects from MCP clients like Cursor, Claude Desktop, and Claude Code. Create projects and services, deploy… | 1 star | No one-command install · Source | |
| 3051 | 22.557 | creddymcpmcp · back-end | A credit-risk analytics MCP server enabling natural language queries over 30,000 real credit records, default risk prediction with an interpretable… | 1 star | No one-command install · Source | |
| 3052 | 22.557 | browser-mcp-2mcp · browser | Unified MCP server for browser automation (Playwright + CDP + CLI) and bookmark management across Chrome, Firefox, Edge, and Brave, including… | 1 star | No one-command install · Source | |
| 3053 | 22.557 | yt-analytics-mcpmcp · observability | MCP server for YouTube channel deep analytics, extracting transcripts and computing quantitative metrics like WPM, profanity, and humor taxonomy, with… | 1 star | No one-command install · Source | |
| 3054 | 22.557 | juno-mcpmcp · search | Enables LLMs to interact with MGMU Juno ERP, providing tools to fetch student profile, attendance, fees, schedule, results, and search students. | 1 star | No one-command install · Source | |
| 3055 | 22.557 | telegram-delivery-mcpmcp · back-end | MCP server for delivering Yandex Tracker artifacts to Telegram via a bot service. It works in conjunction with YandexTrackerMCP to send summarized… | 1 star | No one-command install · Source | |
| 3056 | 22.557 | realreelmcp · ai-agents | An AI agent that generates ICP-targeted product marketing videos with a self-improving loop of reference mining, generation, self-critique, and… | 1 star | No one-command install · Source | |
| 3057 | 22.557 | cerebras-multi-model-mcp-servermcp · back-end | Use multiple Cerebras models from Claude Desktop & Claude Code with automatic model selection. | 1 star | No one-command install · Source | |
| 3058 | 22.557 | toconline-mcpmcp · back-end | Local MCP server for TOCOnline accounting/invoicing API that enables AI assistants to manage customers, products, sales documents, and call arbitrary… | 1 star | No one-command install · Source | |
| 3059 | 22.557 | retail-mcpmcp · other | Connects AI clients to retail customer, inventory, sales, order, and support capabilities through the Model Context Protocol. | 1 star | No one-command install · Source | |
| 3060 | 22.557 | fretboard-voicing-explorer-mcp-servermcp · front-end | Enables interactive exploration of guitar chord voicings through an MCP server that provides tools for showing, evaluating, and analyzing chord… | 1 star | No one-command install · Source | |
| 3061 | 22.557 | mcp-server-dev-testmcp · devops | A Model Context Protocol server implementation using Node.js, TypeScript, and Bun, designed for serverless and edge deployments on Vercel and… | 1 star | No one-command install · Source | |
| 3062 | 22.557 | genflowai-codex-pluginmcp · other | GenflowAI for Codex helps creators, ecommerce teams, and marketing teams find reusable AI creative workflow templates, list their own saved workflows… | 1 star | No one-command install · Source | |
| 3063 | 22.557 | autodl-mcp-servermcp · back-end | Manages AutoDL GPU cloud instances, including lifecycle management, SSH operations, file transfer, and GPU monitoring. | 1 star | No one-command install · Source | |
| 3064 | 22.557 | unicode-puzzlesmcp · other | Creates and manages steganography puzzles that hide messages within Unicode characters, offering template-based generation with configurable… | 1 star | No one-command install · Source | |
| 3065 | 22.557 | llm-cost-guardmcp · ai-agents | MCP server for tracking LLM costs, setting spending limits, and receiving budget alerts directly within AI editors via slash commands like /guard. | 1 star | No one-command install · Source | |
| 3066 | 22.557 | claude-contextmcp · search | Enables Claude to index and retrieve context from codebases using self-hosted Milvus for semantic search, with hardened reliability and security for… | 1 star | No one-command install · Source | |
| 3067 | 22.557 | document-buddymcp · back-end | A no-server MCP toolkit that organizes project wikis from Feishu documents, messages, and more, enabling AI clients to answer questions with cited… | 1 star | No one-command install · Source | |
| 3068 | 22.557 | sketchfab-mcp-servermcp · back-end | Enables AI clients to search, browse, inspect, and download 3D models from Sketchfab via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 3069 | 22.557 | navable-mcpmcp · browser | Enables AI coding agents to perform real-browser accessibility scanning of localhost pages using Playwright and axe-core, returning WCAG 2.1… | 1 star | No one-command install · Source | |
| 3070 | 22.557 | windeep-computer-controlmcp · other | Windows原生桌面自动化MCP服务器，提供22个工具用于窗口管理、输入控制、截图、OCR和智能元素匹配。 | 1 star | No one-command install · Source | |
| 3071 | 22.557 | godot-docs-mcp-2mcp · search | Query Godot Engine documentation with full-text search across classes, methods, properties, and inheritance. | 1 star | No one-command install · Source | |
| 3072 | 22.557 | mcp-writingmcp · search | An MCP service for AI-assisted reasoning and editing on long-form fiction projects. It builds a structured index from scene files for targeted context… | 1 star | No one-command install · Source | |
| 3073 | 22.557 | hannasdev-writingmcp · search | Structured manuscript management for fiction writers with scene indexing, prose editing with staged diffs, continuity analysis, and git-based… | 1 star | No one-command install · Source | |
| 3074 | 22.557 | leekwars-mcp-encyclopediamcp · search | A standalone MCP server for read-only encyclopedia search and retrieval of Leekwars game knowledge, providing domain-aware tools to search and… | 1 star | No one-command install · Source | |
| 3075 | 22.557 | kicad-context-mcpmcp · ai-agents | A read-only MCP server for AI agents to understand KiCad projects through progressive disclosure, providing compact summaries and drill-down tools for… | 1 star | No one-command install · Source | |
| 3076 | 22.557 | sleeper-mcpmcp · back-end | Provides read-only access to the Sleeper Fantasy Sports API for league info, rosters, matchups, drafts, transactions, and player data. | 1 star | No one-command install · Source | |
| 3077 | 22.557 | japan-transit-mcpmcp · search | Enables route planning and transit information retrieval for Japan using the public Transit API. Supports searching stations, planning routes, and… | 1 star | No one-command install · Source | |
| 3078 | 22.557 | xiaojiou176-apple-notes-snapshotmcp · observability | Local-first scheduled backup and health monitoring system for Apple Notes on macOS with a read-only MCP surface. | 1 star | No one-command install · Source | |
| 3079 | 22.557 | power-automate-mcpmcp · other | Enables AI assistants to edit Power Automate cloud flows live, including reading/writing flow definitions, managing connectors, and syncing changes… | 1 star | No one-command install · Source | |
| 3080 | 22.557 | ai-soc-agent-mcp-servermcp · back-end | Enables SOC analysts to analyze security incidents, map to MITRE ATT&CK, calculate severity, and recommend remediation actions. | 1 star | No one-command install · Source | |
| 3081 | 22.557 | risbridge-mcpmcp · other | Enables users to run Slurm jobs on WashU RIS Compute2 cluster by describing their intent in plain English, without requiring SSH or Slurm knowledge. | 1 star | No one-command install · Source | |
| 3082 | 22.557 | lifescored-mcp-servermcp · back-end | Provides access to the rulebook, input schema, and methodology for the life scored system, enabling agents to compute scores locally without sending… | 1 star | No one-command install · Source | |
| 3083 | 22.557 | jv-idx-mcpmcp · back-end | MCP server exposing Indonesia Stock Exchange (IDX) market data as tools — fundamentals, broker flow, company profiles, and technical analysis via… | 1 star | No one-command install · Source | |
| 3084 | 22.557 | haven-leaguemcp · ai-agents | Enables human coaches to train AI agents to play Monopoly, with MCP tools for game actions, match hosting, and AI commentary. | 1 star | No one-command install · Source | |
| 3085 | 22.557 | slack-lists-mcpmcp · comms | Enables AI assistants to create, read, update, delete, and manage Slack List items, providing full task management within Slack through natural… | 1 star | No one-command install · Source | |
| 3086 | 22.557 | monarch-mcp-ultimatemcp · back-end | The most capable Monarch Money MCP server, merging the best features from all known implementations into one clean TypeScript project. It provides 47… | 1 star | No one-command install · Source | |
| 3087 | 22.557 | github-repo-health-check-maintained-or-abandoned-mcp-servermcp · github-vcs | MCP server: is this GitHub repo still maintained? A verdict. | 1 star | No one-command install · Source | |
| 3088 | 22.557 | recapfy-mcpmcp · back-end | Exposes Recapfy's paid endpoints as MCP tools to ask questions about YouTube videos and fetch full transcripts, with automatic USDC payment on Solana… | 1 star | No one-command install · Source | |
| 3089 | 22.557 | overdare-studio-mcpmcp · ai-agents | Enables Claude to create, modify, and delete parts and scripts in OVERDARE Studio worlds via natural language, with automatic backup and rollback for… | 1 star | No one-command install · Source | |
| 3090 | 22.557 | ragshieldmcp · ai-agents | RAG corpus poisoning detector that scans for embedding anomalies and backdoor triggers, with an MCP server for AI agent integration. | 1 star | No one-command install · Source | |
| 3091 | 22.557 | locateanythingmcp · back-end | A local GeoGuessr-for-real-life: reads EXIF GPS and reasons over visual clues using a local uncensored vision-language model + a reasoning model — no… | 1 star | No one-command install · Source | |
| 3092 | 22.557 | websitetoolbox-mcpmcp · back-end | Model Context Protocol server for the Website Toolbox forum platform. Exposes forum REST API tools for managing categories, topics, posts, users, and… | 1 star | No one-command install · Source | |
| 3093 | 22.557 | consulting-mcp-servermcp · search | Exposes RAG and document intelligence pipelines as 8 composable tools for MCP-compatible clients, enabling querying, indexing, classifying… | 1 star | No one-command install · Source | |
| 3094 | 22.557 | lerobot-mcpmcp · back-end | Typed MCP server for Hugging Face LeRobot workflows. Provides a structured, auditable interface for LeRobot CLI, examples, datasets, and dataset… | 1 star | No one-command install · Source | |
| 3095 | 22.557 | drozer-mcpmcp · ai-agents | MCP server wrapping Drozer for LLM-driven Android IPC security testing, enabling autonomous enumeration and exploitation of app components via natural… | 1 star | No one-command install · Source | |
| 3096 | 22.557 | signaldaemon-mcpmcp · ai-agents | Narrative & signal intelligence for AI agents: crypto/AI/macro convergence & divergence. | 1 star | No one-command install · Source | |
| 3097 | 22.557 | custom-figma-mcpmcp · front-end | Local bridge enabling AI agents to inspect and edit the currently open Figma Desktop file through the Figma Plugin API. | 1 star | No one-command install · Source | |
| 3098 | 22.557 | eve-mcp-servermcp · back-end | Bridges AI assistants with EVE-NG network simulation labs, enabling autonomous management of labs, device configuration, and diagnostics through… | 1 star | No one-command install · Source | |
| 3099 | 22.557 | embedded-mcpmcp · other | Lets AI assistants read, command, and debug microcontrollers over a serial connection via MCP. Provides tools for serial port discovery, reading… | 1 star | No one-command install · Source | |
| 3100 | 22.557 | dev-context-memory-mcpmcp · ai-agents | A local-first MCP server that gives AI coding assistants persistent, structured, human-readable memory for a software project by storing project… | 1 star | 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.