Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1301 | 65.543 | tejpalvirk-quantitativeresearchmcp · other | Organizes and analyzes numerical research data through a structured knowledge graph, enabling tracking of projects, datasets, variables, hypotheses… | 9 stars · 3 forks | No one-command install · Source | |
| 1301 | 65.543 | nacgarg-bazelmcp · other | Bridges AI with Bazel build system, enabling target building, dependency querying, test running, and workspace management even in environments with… | 9 stars · 3 forks | No one-command install · Source | |
| 1303 | 65.354 | leifmork-hevy-garminmcp · other | Connects Garmin Connect and Hevy fitness data to provide AI-driven training analysis, recovery tracking, and progressive overload recommendations. | 1 star · 8 forks | No one-command install · Source | |
| 1304 | 65.223 | atlas-mcp-2mcp · other | Safe, reliable, and verifiable execution for the Model Context Protocol, enabling governed tasks with planning, capability approval, side-effect… | 8 stars · 4 forks | No one-command install · Source | |
| 1304 | 65.223 | isakskogstad-oecdmcp · other | Access 5,000+ OECD economic and statistical datasets | 8 stars · 4 forks | No one-command install · Source | |
| 1304 | 65.223 | jimmcq-dice-rollingmcp · other | Provides advanced dice rolling capabilities for tabletop gaming and RPGs with support for standard notation, advantage/disadvantage mechanics… | 8 stars · 4 forks | No one-command install · Source | |
| 1304 | 65.223 | gh-pdwi2020-colab-execmcp · other | Execute Python code on Google Colab GPU runtimes (T4/L4) from any MCP client. | 8 stars · 4 forks | No one-command install · Source | |
| 1304 | 65.223 | justaname-ensmcp · other | Integrates with the Ethereum Name Service to resolve ENS names to addresses, perform lookups, retrieve records, check availability, get prices, and… | 8 stars · 4 forks | No one-command install · Source | |
| 1304 | 65.223 | cortexmcp · other | Integrates with Cortex's engineering intelligence platform to query service catalogs, team structures, scorecards, and organizational metadata for… | 8 stars · 4 forks | No one-command install · Source | |
| 1304 | 65.223 | mycobot-mcpmcp · other | Enables sending pick-and-place instructions to myCobot using object detection via image feedback. | 8 stars · 4 forks | No one-command install · Source | |
| 1304 | 65.223 | nmapmcpmcp · other | Enables network scanning and reconnaissance tasks like port scanning, OS detection, DNS brute force, and more through MCP interfaces. | 8 stars · 4 forks | No one-command install · Source | |
| 1304 | 65.223 | tolik-unicornrider-website-to-markdown-convertermcp · other | Converts web content to high-quality Markdown using Mozilla's Readability and TurndownService, enabling clean extraction of meaningful content from… | 8 stars · 4 forks | No one-command install · Source | |
| 1313 | 65.138 | berckan-bugherdmcp · other | Integrates with BugHerd bug tracking to list projects, tasks, and comments with filtering. | 7 stars · 5 forks | No one-command install · Source | |
| 1313 | 65.138 | isakskogstad-scbmcp · other | Access 1,200+ official Swedish statistics tables covering population, economy, environment, and labor market data | 7 stars · 5 forks | No one-command install · Source | |
| 1313 | 65.138 | idosal-arcade-gamesmcp · other | Enables browsing and playing verified classic arcade games from archive.org including DOOM, Wolfenstein 3D, and Commander Keen directly within… | 7 stars · 5 forks | No one-command install · Source | |
| 1313 | 65.138 | deliberate-thinkingmcp · other | Provides structured problem-solving capabilities through sequential, revisable thoughts that can branch and evolve, enabling complex analysis tasks… | 7 stars · 5 forks | No one-command install · Source | |
| 1313 | 65.138 | exponentlabshq-stacks-claritymcp · other | Provides comprehensive Stacks blockchain development tools including SIP standards access, NFT and fungible token creation, security analysis with… | 7 stars · 5 forks | No one-command install · Source | |
| 1313 | 65.138 | ujisati-ankimcp · other | Integrates with Anki flashcard software to create, manage, and study flashcards through natural language interactions with your local Anki desktop… | 7 stars · 5 forks | No one-command install · Source | |
| 1319 | 65.105 | comfy-cozymcp · other | A plain-English co-pilot for ComfyUI that lets you describe image generation changes in natural language, automatically loading workflows, swapping… | 24 stars | No one-command install · Source | |
| 1320 | 65.043 | zmolecristian-rustgraphmcp · other | AST-aware Rust codebase navigation with 5 tools for finding symbols, tracing callers, and analyzing code paths. | 10 stars · 2 forks | No one-command install · Source | |
| 1320 | 65.043 | task-passportmcp · other | Provides a task passport system for handoff across AI harnesses, enabling users to list, open, create, and checkpoint tasks with stable IDs and… | 10 stars · 2 forks | No one-command install · Source | |
| 1320 | 65.043 | drolosoft-go-docsmcp · other | Reads and processes PDF, TXT, Markdown, DOCX, CSV, and image files through 12 tools delivered as a single dependency-free Go binary. | 10 stars · 2 forks | No one-command install · Source | |
| 1320 | 65.043 | kenosinc-sigrokmcp · other | Signal analysis and hardware debugging via the sigrok open-source measurement suite. | 10 stars · 2 forks | No one-command install · Source | |
| 1320 | 65.043 | bighippoman-interceptmcp · other | Fetches URLs as clean markdown with multi-tier fallback. | 10 stars · 2 forks | No one-command install · Source | |
| 1320 | 65.043 | gh-jinho-von-choi-parismmcp · other | Structured shell output parser for command execution. | 10 stars · 2 forks | No one-command install · Source | |
| 1320 | 65.043 | shshalom-voicesmithmcp · other | Adds speech-to-text and text-to-speech capabilities with automatic voice assignment, VAD-controlled recording, wake word activation, and tmux… | 10 stars · 2 forks | No one-command install · Source | |
| 1320 | 65.043 | roach-huemcp · other | Controls Philips Hue smart lighting with 9 tools for light control, status, and color management. | 10 stars · 2 forks | No one-command install · Source | |
| 1320 | 65.043 | jimmy01240397-dnspymcp · other | .NET static analysis and live debugging via dnSpy's decompilation and ICorDebug capabilities. | 10 stars · 2 forks | No one-command install · Source | |
| 1320 | 65.043 | yangcinto-abaqusmcp · other | Automates Abaqus FEA simulations by generating Python scripts, submitting jobs, and extracting ODB results through natural language. | 10 stars · 2 forks | No one-command install · Source | |
| 1320 | 65.043 | sarkarsaurabh27-deskmatemcp · other | Enables remote control of your Mac through natural language commands, executing shell commands, managing files, and performing system operations with… | 10 stars · 2 forks | No one-command install · Source | |
| 1320 | 65.043 | tcpsocketmcpmcp · other | Enables AI models to interact directly with network services via raw TCP sockets, supporting multiple concurrent connections, buffering, and automated… | 10 stars · 2 forks | No one-command install · Source | |
| 1320 | 65.043 | iris-networks-terminalmcp · other | Provides secure terminal command execution through both isolated commands and persistent shell sessions that maintain state across interactions… | 10 stars · 2 forks | No one-command install · Source | |
| 1320 | 65.043 | orly-book-cover-generatormcp · other | Generates parody O'Reilly-style book covers with customizable titles, subtitles, authors, and visual themes using 40 different animal/object images… | 10 stars · 2 forks | No one-command install · Source | |
| 1320 | 65.043 | sunwood-ai-labs-obsidianmcp · other | Integrates with Obsidian vaults to enable querying, creating, and modifying notes for enhanced personal knowledge management workflows. | 10 stars · 2 forks | No one-command install · Source | |
| 1335 | 64.883 | semahashmcp · other | Content-addressed semantics with fail-closed handshakes over 453 cognitive patterns. | 13 stars · 1 fork | No one-command install · Source | |
| 1335 | 64.883 | imark21-aeatmcp · other | Provides Spanish tax data from official AEAT and BOE sources including IRPF brackets, VAT rates, fiscal calendar, and autonomous community deductions. | 13 stars · 1 fork | No one-command install · Source | |
| 1335 | 64.883 | carlos-zamora-windows-terminalmcp · other | Windows Terminal settings management with JSON Patch operations, fragment extensions, Oh My Posh themes, and shell integration. | 13 stars · 1 fork | No one-command install · Source | |
| 1335 | 64.883 | killme2008-devtapmcp · other | Captures build and dev process output and feeds structured error data to AI coding tools. | 13 stars · 1 fork | No one-command install · Source | |
| 1339 | 64.816 | turlockmike-randmcp · other | Provides diverse random generation utilities including UUIDs, numbers, strings, passwords, and more. | 3 stars · 6 forks | No one-command install · Source | |
| 1340 | 64.761 | find-a-domainmcp · other | test | 3,772 installs | No commit datelisted | No one-command install · Source |
| 1341 | 64.707 | nkcc-apk-mobsfmcp · other | Integrates with MobSF (Mobile Security Framework) to provide automated mobile application security analysis for APK, IPA, and APPX files with… | 23 stars | No commit datelisted | No one-command install · Source |
| 1342 | 64.619 | pharo-evref-blmcp · other | Enables MCP clients to interact with a Pharo Smalltalk programming environment. | 6 stars · 5 forks | No one-command install · Source | |
| 1342 | 64.619 | thehesiod-parentsquaremcp · other | Access ParentSquare school-parent communication platform data including feeds, calendar events, messages, directories, and student information. | 6 stars · 5 forks | No one-command install · Source | |
| 1342 | 64.619 | jacksenechal-scanmcp · other | Integrates with SANE-compatible scanners to provide document capture with ADF support, duplex scanning, batch processing, and automatic multi-page… | 6 stars · 5 forks | No one-command install · Source | |
| 1342 | 64.619 | jwulff-apple-voice-memomcp · other | Access Apple Voice Memos on macOS with tools for listing, retrieving audio, and generating transcripts. | 6 stars · 5 forks | No one-command install · Source | |
| 1342 | 64.619 | softgridinc-excel-readermcp · other | Integrates with Excel files to extract and process data from sheets, enabling automated analysis and reporting tasks | 6 stars · 5 forks | No one-command install · Source | |
| 1342 | 64.619 | todos-mcpmcp · other | A todo list manager with MCP integration that enables AI assistants to create, read, update, and delete tasks through natural language. | 6 stars · 5 forks | No one-command install · Source | |
| 1342 | 64.619 | alpha-vantage-stock-marketmcp · other | Retrieves real-time financial market data from Alpha Vantage, enabling comprehensive stock analysis, investment research, and market intelligence… | 6 stars · 5 forks | No one-command install · Source | |
| 1349 | 64.489 | kmb-busmcp · other | Access real-time bus arrival information and comprehensive route details for Hong Kong's KMB and Long Win Bus services. Query bus routes, stops, and… | 5,226 installs | No commit datelisted | No one-command install · Source |
| 1350 | 64.134 | astravuemcp · other | Manage projects, tasks, time tracking, and team collaboration through natural language. | 12 stars · 1 fork | No one-command install · Source | |
| 1350 | 64.134 | dev-smurf-excalidrawmcp · other | Draw shapes and elements on an Excalidraw canvas in real-time via the native collaboration protocol. | 12 stars · 1 fork | No one-command install · Source | |
| 1350 | 64.134 | modernops888-mcplexmcp · other | Smart MCP gateway with semantic routing and role-based access control. | 12 stars · 1 fork | No one-command install · Source | |
| 1350 | 64.134 | codefreezeai-xcode-controlmcp · other | Interacts with Xcode to allow fixing of warnings and build errors | 12 stars · 1 fork | No one-command install · Source | |
| 1350 | 64.134 | netpilot-mcpmcp · other | Enables large language models to manage network devices (Cisco, Huawei, H3C, Ruijie) via Telnet/SSH, supporting command execution, configuration, and… | 12 stars · 1 fork | No one-command install · Source | |
| 1355 | 63.952 | automation-ai-labs-waitmcp · other | Provides a simple waiting functionality that pauses execution for specified durations (0-300 seconds) with progress reporting in 10% increments for… | 5 stars · 5 forks | No one-command install · Source | |
| 1355 | 63.952 | ancode666-aemetmcp · other | Provides direct access to Spain's State Meteorological Agency (AEMET) data for querying historical climate data, monthly summaries, and beach… | 5 stars · 5 forks | No one-command install · Source | |
| 1355 | 63.952 | kukapay-token-revokemcp · other | Enables secure management and revocation of ERC20 token allowances across 40+ blockchain networks, helping users protect their assets by controlling… | 5 stars · 5 forks | No one-command install · Source | |
| 1355 | 63.952 | alexgoller-agenda-appmcp · other | Integrates with Agenda note-taking app on macOS to enable creating notes, managing projects, and opening existing notes using x-callback-urls. | 5 stars · 5 forks | No one-command install · Source | |
| 1359 | 63.896 | boikotmcp · other | Learn about the ethical and unethical actions of major companies. | 8 stars · 3 forks | No one-command install · Source | |
| 1359 | 63.896 | shaftmcp · other | Selenium-based web automation and testing framework | 8 stars · 3 forks | No one-command install · Source | |
| 1359 | 63.896 | mealie-mcp-tsmcp · other | Enables AI assistants to manage recipes, meal plans, and shopping lists in Mealie through natural language, supporting CRUD operations and URL-based… | 8 stars · 3 forks | No one-command install · Source | |
| 1359 | 63.896 | webshr-bricks-buildermcp · other | Programmatically manage WordPress Bricks Builder pages, templates, and elements through natural language commands. | 8 stars · 3 forks | No one-command install · Source | |
| 1359 | 63.896 | basti-fantasti-delphi-buildmcp · other | Enables compilation of Delphi projects by parsing .dproj files and managing library paths through TOML configuration with intelligent compiler output… | 8 stars · 3 forks | No one-command install · Source | |
| 1359 | 63.896 | polymarket-mcp-2mcp · other | Enables AI assistants to query Polymarket prediction markets and analyze market data through the MCP interface. | 8 stars · 3 forks | No one-command install · Source | |
| 1359 | 63.896 | pearlmcp · other | Integrates with Pearl's platform to provide access to both automated responses and human expert assistance across medical, legal, technical, and… | 8 stars · 3 forks | No one-command install · Source | |
| 1359 | 63.896 | mrexodia-binary-refinerymcp · other | Provides access to Binary Refinery's malware analysis and reverse engineering toolkit for processing binary data, extracting artifacts from suspicious… | 8 stars · 3 forks | No one-command install · Source | |
| 1359 | 63.896 | shinshin86-aivisspeechmcp · other | Integrates with AivisSpeech engine to provide Japanese text-to-speech synthesis with customizable voice parameters including speed, pitch, intonation… | 8 stars · 3 forks | No one-command install · Source | |
| 1359 | 63.896 | jcwleo-ccxt-cryptocurrency-exchangemcp · other | Integrates with cryptocurrency exchanges through CCXT library to provide market data analysis and execute trading operations across spot, futures, and… | 8 stars · 3 forks | No one-command install · Source | |
| 1359 | 63.896 | yuiseki-edge-ttsmcp · other | Provides a bridge to Microsoft's Edge Text-to-Speech service for converting text into natural-sounding speech across multiple languages with… | 8 stars · 3 forks | No one-command install · Source | |
| 1370 | 63.694 | quanttogomcp · other | Macro-factor quantitative trading signal source with live strategy performance data and AI-native signal delivery. | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | gh-coo-quack-calcmcp · other | Deterministic math, randomness, dates, encoding, and hashing tools. | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | deepseek-harness-mcpmcp · other | Enables Codex to start the local DeepSeek Harness Web UI, delegate coding tasks into visible sessions, and review workspace changes. | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | tago-iomcp · other | IoT platform integration for device operations and data analysis | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | times1234-hypermeshmcp · other | Controls Altair HyperMesh meshing operations via AI-generated Tcl scripts for drag hex, spin hex, and tetrahedral meshing. | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | kuochenfu-ai-hilmcp · other | Connects AI assistants to physical embedded devices for hardware-in-the-loop debugging with serial, JTAG, power profiling, and camera tools. | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | yandex-wiki-mcpmcp · other | Enables reading, creating, updating, and appending content to Yandex Wiki pages via MCP. Supports both read-write and read-only modes. | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | kupad95-uk-parliamentmcp · other | Queries live UK Parliament data including bills, votes, MP profiles, interests, and petitions. | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | kealuya-jina-ai-readermcp · other | Provides a bridge to Jina.ai's reader service for fetching and parsing web content from URLs into markdown format suitable for analysis and… | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | noosbai-prusaslicermcp · other | Provides intelligent assistance for PrusaSlicer with mesh analysis, profile recommendations, printability checks, and automated slicing workflows. | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | nguthrie-ucp-shoppingmcp · other | UCP commerce protocol integration for AI-powered shopping. | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | angr-mcpmcp · other | Exposes angr binary-analysis capabilities (symbolic execution, taint analysis, CFG recovery) as MCP tools for vulnerability exploration and exploit… | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | chengjiale150-jupytermcp · other | Enables AI-driven management and execution of Jupyter notebooks with multi-notebook support | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | ubaumann-mkdocsmcp · other | Serves MkDocs documentation sites as resources | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | tonybotni-doctah-prtsmcp · other | Integrates with the PRTS wiki to provide detailed Arknights game data including operator stats, abilities, and enemy information through web scraping… | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | ananddtyagi-copy-paste-line-extractormcp · other | Extracts specific line ranges from text content while preserving exact formatting and newlines, ideal for working with code snippets or documentation… | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | pluggyai-pluggymcp · other | Integrates with Pluggy's open banking platform to access financial account data and list available connectors across multiple banking institutions for… | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | kokushin-exia-voiceroidmcp · other | Bridges AI models with Voiceroid text-to-speech system to generate structured explanation scenarios for automated narration content. | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | mkusaka-shellmcp · other | Provides a secure bridge for executing shell commands on the host system with automatic environment detection, supporting multiple shells across… | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | iracing-mcpmcp · other | Integrates iRacing with the Model Context Protocol to retrieve profile statistics and iRating charts for any category. | 9 stars · 2 forks | No one-command install · Source | |
| 1370 | 63.694 | tchbw-imessagemcp · other | Enables iMessage interaction on macOS for read/send capabilities. | 9 stars · 2 forks | No one-command install · Source | |
| 1391 | 63.439 | groundlensmcp · other | Groundlens is a proofreader for what your model writes. It marks the words your sources don't back — and shows you what each one should have said. | 7 stars · 4 forks | No one-command install · Source | |
| 1391 | 63.439 | krishnagutta-workday-studiomcp · other | Enables AI assistants to navigate and edit Workday Studio integration workspaces locally with 20 tools for files, assemblies, validation, and… | 7 stars · 4 forks | No one-command install · Source | |
| 1391 | 63.439 | kevinrabun-judgesmcp · other | Evaluates AI-generated code for security, cost, and quality with AST analysis. | 7 stars · 4 forks | No one-command install · Source | |
| 1391 | 63.439 | mmorris35-devplanmcp · other | Transform project ideas into structured development plans with phases, tasks, and subtasks | 7 stars · 4 forks | No one-command install · Source | |
| 1391 | 63.439 | gander-tools-osm-tagging-schemamcp · other | Query and validate OpenStreetMap tags with preset discovery and validation tools | 7 stars · 4 forks | No one-command install · Source | |
| 1391 | 63.439 | pumpclawmcp · other | ERC-20 token launcher on Base via Uniswap V4. | 7 stars · 4 forks | No one-command install · Source | |
| 1391 | 63.439 | xavimf87-govern-catalunyamcp · other | Public transparency and corruption detection tool for Catalan, Barcelona, and Spanish government open data sources. | 7 stars · 4 forks | No one-command install · Source | |
| 1391 | 63.439 | renandadalte-cornerstone-pro-extendedmcp · other | WordPress plugin that provides direct access to Cornerstone page builder layouts, elements, schemas, and site configuration for reading, creating, and… | 7 stars · 4 forks | No one-command install · Source | |
| 1391 | 63.439 | samuelmoraesf-organizzemcp · other | Integration with the Organizze financial management platform for managing bank accounts, transactions, credit cards, categories, and budgets. | 7 stars · 4 forks | No one-command install · Source | |
| 1391 | 63.439 | buildsyncinc-gibs-mcpmcp · other | Regulatory compliance (AI Act, GDPR, DORA) with article-level citations | 7 stars · 4 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.