Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2301 | 63.003 | tianyanchamcp · other | Access Chinese enterprise business data through 162 tools organized in four semantic layers for banking, investment, legal, and supply chain… | 19 stars | No one-command install · Source | |
| 2302 | 63.003 | enkhbold470-bcimcp · other | Enables AI systems to receive and process neural signals from multiple EEG devices through real-time signal processing, providing brain activity data… | 19 stars | No one-command install · Source | |
| 2303 | 63.107 | kukapay-crypto-pegmon-mcpmcp · other | Tracking stablecoin peg integrity across multiple blockchains. | 4 stars · 5 forks | No one-command install · Source | |
| 2304 | 63.155 | copt-mcpmcp · other | Enables AI assistants to access COPT solver documentation, example code, and citation formats via MCP protocol, reducing hallucinations when using… | 11 stars · 1 fork | No one-command install · Source | |
| 2305 | 63.155 | imphillip-gbrain-openclawmcp · other | Personal knowledge graph storing entities with compiled truth sections and append-only timeline evidence. | 11 stars · 1 fork | No one-command install · Source | |
| 2306 | 63.155 | openpgxmcp · other | Enables AI-driven pharmacogenomic analysis by querying structured genetic variant, drug response, and disease risk data. Supports natural language… | 11 stars · 1 fork | No one-command install · Source | |
| 2307 | 63.155 | lucasgerads-lecroy-oscilloscopemcp · other | Controls LeCroy oscilloscopes via SCPI commands for channel configuration, measurements, waveform capture, and FFT operations. | 11 stars · 1 fork | No one-command install · Source | |
| 2308 | 63.155 | legalize-krmcp · other | Queries Korean statutes, court precedents, administrative rules, and local ordinances via ten MCP tools. | 11 stars · 1 fork | No one-command install · Source | |
| 2309 | 63.155 | ida-pro-mcp-multimcp · other | Extends IDA Pro with multi-instance support and vulnerability scanning for AI-assisted reverse engineering. | 11 stars · 1 fork | No one-command install · Source | |
| 2310 | 63.155 | clawtouch-mcpmcp · other | Turns a real USB HID device — a Raspberry Pi Pico 2 running open-source firmware — into MCP tools (move, click, drag, type, key combos, scroll) for… | 11 stars · 1 fork | No one-command install · Source | |
| 2311 | 63.155 | fabkho-nuxt-i18nmcp · other | Manage i18n translation files in Nuxt projects with structured tools for reading and writing translation keys. | 11 stars · 1 fork | No one-command install · Source | |
| 2312 | 63.429 | magicavoxel-mcpmcp · other | Enables creating, modifying, and managing MagicaVoxel .vox files through natural language, with tools for shape generation, patterns, color… | 20 stars | No one-command install · Source | |
| 2313 | 63.429 | transfamcp · other | Upload files and get SHA-256 verified, TTL-enforced signed links with no account required. | 20 stars | No one-command install · Source | |
| 2314 | 63.429 | signs-of-aimcp · other | Bilingual (EN/ES) AI-writing detection that shows the evidence instead of a percentage: named tells with line and column, hidden-character inspection… | 20 stars | No one-command install · Source | |
| 2315 | 63.439 | davidorex-project-handoffsmcp · other | Coordinates workflows across multiple sessions or models to maintain context and enable seamless handoffs for complex, multi-stage processes. | 7 stars · 4 forks | No one-command install · Source | |
| 2316 | 63.439 | jonrad-tmuxmcp · other | Provides control over tmux sessions by leveraging libtmux to execute commands through a simple interface, enabling automated terminal session… | 7 stars · 4 forks | No one-command install · Source | |
| 2317 | 63.439 | gfb-47-whatsapp-desktopmcp · other | Enables interaction with WhatsApp desktop on macOS through AppleScript automation for sending messages, checking status, and navigating the interface… | 7 stars · 4 forks | No one-command install · Source | |
| 2318 | 63.439 | tsavo-unity-ai-bridgemcp · other | Bridge between Unity game environments and AI systems for executing C# code, querying game objects, and performing asynchronous operations like… | 7 stars · 4 forks | No one-command install · Source | |
| 2319 | 63.439 | cognitive-stack-volume-wall-detectormcp · other | Analyzes stock trading data to identify volume walls and key price levels where significant trading activity occurs, providing traders with insights… | 7 stars · 4 forks | No one-command install · Source | |
| 2320 | 63.439 | hesiod-au-python-code-explorermcp · other | Builds a graph of Python code relationships to intelligently navigate codebases, prioritize relevant sections, and include README files while staying… | 7 stars · 4 forks | No one-command install · Source | |
| 2321 | 63.439 | landicefu-divide-and-conquermcp · other | Enables breaking down complex tasks into manageable pieces with structured JSON storage for tracking progress, maintaining checklists, and preserving… | 7 stars · 4 forks | No one-command install · Source | |
| 2322 | 63.439 | ngeojiajun-deriv-code-snippet-managermcp · other | Manages and stores code snippets across languages, enabling creation, listing, and deletion with flexible filtering and tagging. | 7 stars · 4 forks | No one-command install · Source | |
| 2323 | 63.439 | rae-dictionarymcp · other | Integrates with the Royal Spanish Academy (RAE) dictionary to provide authoritative Spanish word definitions, daily vocabulary features, and random… | 7 stars · 4 forks | No one-command install · Source | |
| 2324 | 63.439 | kraken-pro-mcpmcp · other | Enables natural language trading and market data queries on Kraken Pro via Gemini CLI. | 7 stars · 4 forks | No one-command install · Source | |
| 2325 | 63.439 | mcpdotdirect-starknetmcp · other | Provides a bridge to the Starknet blockchain for querying data, managing tokens, resolving IDs, and executing transactions on both mainnet and sepolia… | 7 stars · 4 forks | No one-command install · Source | |
| 2326 | 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 | |
| 2327 | 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 | |
| 2328 | 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 | |
| 2329 | 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 | |
| 2330 | 63.439 | pumpclawmcp · other | ERC-20 token launcher on Base via Uniswap V4. | 7 stars · 4 forks | No one-command install · Source | |
| 2331 | 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 | |
| 2332 | 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 | |
| 2333 | 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 | |
| 2334 | 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 | |
| 2335 | 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 | |
| 2336 | 63.694 | tchbw-imessagemcp · other | Enables iMessage interaction on macOS for read/send capabilities. | 9 stars · 2 forks | No one-command install · Source | |
| 2337 | 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 | |
| 2338 | 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 | |
| 2339 | 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 | |
| 2340 | 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 | |
| 2341 | 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 | |
| 2342 | 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 | |
| 2343 | 63.694 | ubaumann-mkdocsmcp · other | Serves MkDocs documentation sites as resources | 9 stars · 2 forks | No one-command install · Source | |
| 2344 | 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 | |
| 2345 | 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 | |
| 2346 | 63.694 | nguthrie-ucp-shoppingmcp · other | UCP commerce protocol integration for AI-powered shopping. | 9 stars · 2 forks | No one-command install · Source | |
| 2347 | 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 | |
| 2348 | 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 | |
| 2349 | 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 | |
| 2350 | 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 | |
| 2351 | 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 | |
| 2352 | 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 | |
| 2353 | 63.694 | tago-iomcp · other | IoT platform integration for device operations and data analysis | 9 stars · 2 forks | No one-command install · Source | |
| 2354 | 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 | |
| 2355 | 63.694 | gh-coo-quack-calcmcp · other | Deterministic math, randomness, dates, encoding, and hashing tools. | 9 stars · 2 forks | No one-command install · Source | |
| 2356 | 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 | |
| 2357 | 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 | |
| 2358 | 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 | |
| 2359 | 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 | |
| 2360 | 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 | |
| 2361 | 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 | |
| 2362 | 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 | |
| 2363 | 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 | |
| 2364 | 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 | |
| 2365 | 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 | |
| 2366 | 63.896 | shaftmcp · other | Selenium-based web automation and testing framework | 8 stars · 3 forks | No one-command install · Source | |
| 2367 | 63.896 | boikotmcp · other | Learn about the ethical and unethical actions of major companies. | 8 stars · 3 forks | No one-command install · Source | |
| 2368 | 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 | |
| 2369 | 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 | |
| 2370 | 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 | |
| 2371 | 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 | |
| 2372 | 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 | |
| 2373 | 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 | |
| 2374 | 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 | |
| 2375 | 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 | |
| 2376 | 64.134 | astravuemcp · other | Manage projects, tasks, time tracking, and team collaboration through natural language. | 12 stars · 1 fork | No one-command install · Source | |
| 2377 | 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 |
| 2378 | 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 | |
| 2379 | 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 | |
| 2380 | 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 | |
| 2381 | 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 | |
| 2382 | 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 | |
| 2383 | 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 | |
| 2384 | 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 | |
| 2385 | 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 |
| 2386 | 64.761 | find-a-domainmcp · other | test | 3,772 installs | No commit datelisted | No one-command install · Source |
| 2387 | 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 | |
| 2388 | 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 | |
| 2389 | 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 | |
| 2390 | 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 | |
| 2391 | 64.883 | semahashmcp · other | Content-addressed semantics with fail-closed handshakes over 453 cognitive patterns. | 13 stars · 1 fork | No one-command install · Source | |
| 2392 | 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 | |
| 2393 | 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 | |
| 2394 | 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 | |
| 2395 | 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 | |
| 2396 | 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 | |
| 2397 | 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 | |
| 2398 | 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 | |
| 2399 | 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 | |
| 2400 | 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 |
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.