Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2401 | 65.043 | gh-jinho-von-choi-parismmcp · other | Structured shell output parser for command execution. | 10 stars · 2 forks | No one-command install · Source | |
| 2402 | 65.043 | bighippoman-interceptmcp · other | Fetches URLs as clean markdown with multi-tier fallback. | 10 stars · 2 forks | No one-command install · Source | |
| 2403 | 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 | |
| 2404 | 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 | |
| 2405 | 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 | |
| 2406 | 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 | |
| 2407 | 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 | |
| 2408 | 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 | |
| 2409 | 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 | |
| 2410 | 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 | |
| 2411 | 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 | |
| 2412 | 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 | |
| 2413 | 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 | |
| 2414 | 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 | |
| 2415 | 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 | |
| 2416 | 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 | |
| 2417 | 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 | |
| 2418 | 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 | |
| 2419 | 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 | |
| 2420 | 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 | |
| 2421 | 65.223 | isakskogstad-oecdmcp · other | Access 5,000+ OECD economic and statistical datasets | 8 stars · 4 forks | No one-command install · Source | |
| 2422 | 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 | |
| 2423 | 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 | |
| 2424 | 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 | |
| 2425 | 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 | |
| 2426 | 65.543 | demcp-debankmcp · other | Provides a bridge to blockchain and DeFi data across multiple chains, enabling access to information about protocols, tokens, pools, user assets… | 9 stars · 3 forks | No one-command install · Source | |
| 2427 | 65.543 | winstonfassett-sonosmcp · other | Provides a bridge between Sonos audio devices and natural language control, enabling speaker discovery, playback management, volume adjustment, and… | 9 stars · 3 forks | No one-command install · Source | |
| 2428 | 65.543 | njengah-prd-generatormcp · other | Transforms README files into structured Product Requirements Documents using a template-based approach for quickly bootstrapping PRD documentation… | 9 stars · 3 forks | No one-command install · Source | |
| 2429 | 65.543 | ros2-bridgemcp · other | Bridges ROS 2 robotics systems by exposing services as tools and topics as resources, enabling direct robot control, sensor data analysis, and… | 9 stars · 3 forks | No one-command install · Source | |
| 2430 | 65.543 | searoute-mcpmcp · other | Provides maritime routing capabilities, enabling computation of oceangoing route distances and full routes in GeoJSON format via MCP tools. | 9 stars · 3 forks | No one-command install · Source | |
| 2431 | 65.543 | andr3medeiros-pdf-manipulationmcp · other | Provides comprehensive PDF processing capabilities through PyMuPDF, including text operations, page manipulation, image handling, form field… | 9 stars · 3 forks | No one-command install · Source | |
| 2432 | 65.543 | xlwings-excelmcp · other | Enables Excel file manipulation without Microsoft Excel installation through xlwings library, providing 30+ tools for workbook creation, data… | 9 stars · 3 forks | No one-command install · Source | |
| 2433 | 65.543 | gagmeng-ck-askmcp · other | Pauses AI coding assistant conversations to collect human feedback before continuation, supporting both terminal and dialog input modes. | 9 stars · 3 forks | No one-command install · Source | |
| 2434 | 65.543 | stacksfindermcp · other | Access StacksFinder's tech stack analysis and recommendation tools. | 9 stars · 3 forks | No one-command install · Source | |
| 2435 | 65.543 | blofin-mcpmcp · other | Provides 40 tools for BloFin cryptocurrency exchange, enabling market data, account management, and trading operations via MCP. | 9 stars · 3 forks | No one-command install · Source | |
| 2436 | 65.543 | chapzin-codex-harnessmcp · other | Creates a structured control plane for Codex CLI managing execution contracts, persistent project knowledge, verification records, and evaluation… | 9 stars · 3 forks | No one-command install · Source | |
| 2437 | 65.543 | youtube-research-mcpmcp · other | Enables AI assistants to research YouTube videos by collecting captions, comments, and channel information for analysis and comparison. | 9 stars · 3 forks | No one-command install · Source | |
| 2438 | 65.543 | finbrain-mcpmcp · other | Exposes FinBrain financial datasets (AI-powered price predictions, news, sentiment, alternative data, institutional activity) to AI clients via MCP… | 9 stars · 3 forks | No one-command install · Source | |
| 2439 | 65.543 | inthepond-ffmpegmcp · other | FFmpeg video processing tools for AI-driven media manipulation. | 9 stars · 3 forks | No one-command install · Source | |
| 2440 | 65.543 | victoriametrics-vmanomalymcp · other | VictoriaMetrics anomaly detection for time series data | 9 stars · 3 forks | No one-command install · Source | |
| 2441 | 65.543 | gregario-warhammer-oraclemcp · other | Warhammer 40K, Combat Patrol, and Kill Team rules reference with unit datasheets, keywords, phase sequences, and unit comparison. | 9 stars · 3 forks | No one-command install · Source | |
| 2442 | 65.543 | hiveforge-hivemindmcp · other | Transforms Obsidian worldbuilding vaults into queryable knowledge graphs with automatic entity detection and relationship mapping. | 9 stars · 3 forks | No one-command install · Source | |
| 2443 | 65.698 | amoldericksoans-ffmpegmcp · other | Enables multimedia processing operations using FFmpeg, allowing direct manipulation of audio and video files for tasks like trimming, conversion… | 14 stars · 1 fork | No one-command install · Source | |
| 2444 | 65.698 | arslan8122-clickupmcp · other | Manages ClickUp tasks, time tracking, and standup posts via natural language through AI assistants. | 14 stars · 1 fork | No one-command install · Source | |
| 2445 | 66.172 | xiaolaa2-midi-filemcp · other | Parse and manipulate MIDI files based on Tone.js | 11 stars · 2 forks | No one-command install · Source | |
| 2446 | 66.172 | il-bank-mcpmcp · other | Finance assistant that brings your Israeli bank data to any AI assistant, enabling transaction analysis, spending patterns, and financial insights. | 11 stars · 2 forks | No one-command install · Source | |
| 2447 | 66.172 | xlisp-data-visualizationmcp · other | Provides eight specialized data visualization tools including relationship graphs, scatter plots, 3D visualizations, classification plots, histograms… | 11 stars · 2 forks | No one-command install · Source | |
| 2448 | 66.172 | ceilf6-wordmcp · other | Comprehensive CRUD operations and document manipulation for Microsoft Word files with table management, formatting controls, and merge capabilities. | 11 stars · 2 forks | No one-command install · Source | |
| 2449 | 66.172 | wangyihang-multipassmcp · other | Manages Multipass virtual machine instances with lifecycle operations, snapshots, file transfers, directory mounting, and command execution. | 11 stars · 2 forks | No one-command install · Source | |
| 2450 | 66.172 | petercha90-mcp-lazy-loadmcp · other | Proxy that lazy-loads MCP tools on demand to reduce context window token usage by 90%. | 11 stars · 2 forks | No one-command install · Source | |
| 2451 | 66.172 | shangri-la-0428-psyche-aimcp · other | Emotional intelligence framework with neurotransmitter mood simulation, personality, and trait drift. | 11 stars · 2 forks | No one-command install · Source | |
| 2452 | 66.172 | jakekeeys-frigate-nvrmcp · other | Control Frigate NVR instances for event management, camera control, recordings, video exports, and object classification. | 11 stars · 2 forks | No one-command install · Source | |
| 2453 | 66.172 | louischancly-napkin-aimcp · other | Generate infographics and visuals from text input with multiple output formats and storage destinations | 11 stars · 2 forks | No one-command install · Source | |
| 2454 | 66.172 | project-synapsemcp · other | Transforms raw text into interconnected knowledge graphs using semantic parsing, Zettelkasten methodology, and Neo4j storage to autonomously generate… | 11 stars · 2 forks | No one-command install · Source | |
| 2455 | 66.172 | eu-ai-act-scannermcp · other | Scans codebases for AI frameworks, checks EU AI Act compliance, and generates compliance reports, roadmaps, and audit-ready packages. | 11 stars · 2 forks | No one-command install · Source | |
| 2456 | 66.172 | ark-forge-eu-ai-act-compliance-scannermcp · other | Scans codebases for AI framework usage and checks compliance against EU AI Act requirements with risk classification and remediation guidance. | 11 stars · 2 forks | No one-command install · Source | |
| 2457 | 66.258 | 1595901624-qrcodesmcp · other | Generates QR codes. | 8 stars · 5 forks | No one-command install · Source | |
| 2458 | 66.258 | kukapay-crypto-trending-mcpmcp · other | Tracking the latest trending tokens on CoinGecko. | 8 stars · 5 forks | No one-command install · Source | |
| 2459 | 66.258 | shibing624-python-code-interpretermcp · other | Provides a secure Python code interpreter for executing code, installing packages, and running files in isolated environments with persistent… | 8 stars · 5 forks | No one-command install · Source | |
| 2460 | 66.258 | tenzirmcp · other | Integrates with Tenzir data pipelines and OCSF schema framework to execute cybersecurity data processing workflows and retrieve structured security… | 8 stars · 5 forks | No one-command install · Source | |
| 2461 | 66.258 | nbiish-calc-toolsmcp · other | Integrates with NumPy, SciPy, and SymPy to provide advanced calculus tools for complex mathematical calculations and analysis within applications. | 8 stars · 5 forks | No one-command install · Source | |
| 2462 | 66.528 | gh-sueinchoi-nonmem-pharmacometricsmcp · other | Parses, executes, and simulates NONMEM pharmacometric models. | 15 stars · 1 fork | No one-command install · Source | |
| 2463 | 66.528 | prodlintmcp · other | Static analysis for vibe-coded apps. Flags security, reliability, performance, and AI quality issues in code generated by Cursor, v0, Bolt, and… | 15 stars · 1 fork | No one-command install · Source | |
| 2464 | 66.528 | gh-anthony-marcovecchio-prodlintmcp · other | Production readiness checks for vibe-coded apps with 52 security and performance rules. | 15 stars · 1 fork | No one-command install · Source | |
| 2465 | 66.871 | alistairwalsh-pandasmcp · other | Leverages pandas, numpy, and matplotlib to enable powerful data manipulation, statistical analysis, and visualization for data-driven projects. | 9 stars · 4 forks | No one-command install · Source | |
| 2466 | 66.871 | teglon-labs-penrosemcp · other | Integrates with Penrose's domain-specific languages to generate mathematical diagrams from natural language inputs. | 9 stars · 4 forks | No one-command install · Source | |
| 2467 | 66.871 | okooo5km-timemcp · other | Provides accurate time-related capabilities for retrieving current time and converting between timezones using IANA identifiers, with detailed output… | 9 stars · 4 forks | No one-command install · Source | |
| 2468 | 66.871 | nukemcpmcp · other | Connects AI assistants to Nuke for compositing tasks via natural language. | 9 stars · 4 forks | No one-command install · Source | |
| 2469 | 66.871 | mekko-digital-elementor-wordpressmcp · other | Manages Elementor WordPress widgets, templates, and page configurations with comprehensive tooling for theme and content operations. | 9 stars · 4 forks | No one-command install · Source | |
| 2470 | 66.871 | n0zer0d4y-vulcan-file-opsmcp · other | Security-centric filesystem operations with enterprise-grade access controls and CVE protection | 9 stars · 4 forks | No one-command install · Source | |
| 2471 | 66.871 | easyeda-pro-mcpmcp · other | Connects MCP clients to live EasyEDA Pro projects, enabling schematic and PCB inspection and editing through natural language. | 9 stars · 4 forks | No one-command install · Source | |
| 2472 | 66.871 | scopeblindmcp · other | MCP security gateway enforcing per-tool policies, rate limits, and approval gates with signed audit receipts. | 9 stars · 4 forks | No one-command install · Source | |
| 2473 | 66.871 | gh-sidneybissoli-ibge-brmcp · other | Brazilian IBGE statistical data — locations, census, demographics, and geographic boundaries. | 9 stars · 4 forks | No one-command install · Source | |
| 2474 | 66.871 | yfe404-proxymcp · other | HTTP/HTTPS MITM proxy with SSL cert management, request/response modification, TLS fingerprinting, upstream proxy chaining, and multi-platform… | 9 stars · 4 forks | No one-command install · Source | |
| 2475 | 66.877 | daltonnyx-userful-mcpsmcp · other | Provides specialized document processing and YouTube content extraction tools for template-based document generation and video content analysis… | 5 stars · 6 forks | No one-command install · Source | |
| 2476 | 66.877 | flipt-io-feature-flagsmcp · other | Integrates with Flipt feature flag management to enable listing, creating, updating, and deleting namespaces, flags, segments, and rules for… | 5 stars · 6 forks | No one-command install · Source | |
| 2477 | 66.893 | lsemenenko-openhuemcp · other | Integrates with Philips Hue smart lighting systems to enable automated control of light states, scenes, and schedules for complex home automation… | 10 stars · 3 forks | No one-command install · Source | |
| 2478 | 66.893 | norbinsh-trivy-security-scannermcp · other | Integrates with Trivy to provide vulnerability scanning and automated remediation for projects across multiple programming languages and package… | 10 stars · 3 forks | No one-command install · Source | |
| 2479 | 66.893 | benhaotang-mathematica-documentationmcp · other | Integrates with Wolfram Mathematica's documentation to provide access to function details, package symbols, and computational capabilities for… | 10 stars · 3 forks | No one-command install · Source | |
| 2480 | 66.893 | esp32-cydmcp · other | Transforms ESP32 CYD boards into remotely controllable IoT devices with display control, touch input, GPIO manipulation, sensor readings, file… | 10 stars · 3 forks | No one-command install · Source | |
| 2481 | 66.893 | phospho-phosphobotmcp · other | Integrates with phosphobot automation service to replay recorded user interaction episodes from datasets, enabling testing scenarios and development… | 10 stars · 3 forks | No one-command install · Source | |
| 2482 | 66.893 | dltmcp · other | Enables large language models to retrieve up-to-date and correct information about dlt pipelines, datasets, and schemas, improving AI-assisted… | 10 stars · 3 forks | No one-command install · Source | |
| 2483 | 66.893 | susuya233-ida-pro-binary-analysismcp · other | Integrates with IDA Pro for automated vulnerability scanning including buffer overflows, format strings, and command injection detection with… | 10 stars · 3 forks | No one-command install · Source | |
| 2484 | 66.893 | ai-zerolab-yourwaremcp · other | Enables direct uploading of web projects to yourware.so hosting platform without leaving your development environment | 10 stars · 3 forks | No one-command install · Source | |
| 2485 | 66.893 | openusd-mcpmcp · other | Enables AI assistants to read, inspect, and manipulate OpenUSD 3D scenes, including scene graph traversal, property querying, mesh export, and variant… | 10 stars · 3 forks | No one-command install · Source | |
| 2486 | 66.893 | gh-thesharque-javaperfmcp · other | Java application profiling via jcmd, JFR, and jps for performance diagnostics and thread analysis. | 10 stars · 3 forks | No one-command install · Source | |
| 2487 | 66.893 | aryankeluskar-polymarketmcp · other | Real-time Polymarket prediction market data with 7 tools for market discovery, event analysis, and probability tracking | 10 stars · 3 forks | No one-command install · Source | |
| 2488 | 66.893 | chainaware-behavioral-predictionmcp · other | Provides AI-powered tools to analyze wallet behavior prediction, fraud detection and rug pull prediction. | 10 stars · 3 forks | No one-command install · Source | |
| 2489 | 67.151 | jakenuts-cli-execmcp · other | Provides powerful CLI command execution capabilities, enabling structured output for shell commands with features like timeout handling, ANSI code… | 12 stars · 2 forks | No one-command install · Source | |
| 2490 | 67.151 | emacsmcp · other | Provides deep introspection into Emacs environments, enabling access to documentation, configuration details, keybindings, modes, packages, and system… | 12 stars · 2 forks | No one-command install · Source | |
| 2491 | 67.151 | gh-codeurali-dataversemcp · other | 73 tools for Microsoft Dataverse including CRUD, FetchXML, metadata, and audit operations. | 12 stars · 2 forks | No one-command install · Source | |
| 2492 | 67.151 | pungggi-smart-terminalmcp · other | PTY-based interactive terminal with persistent shell sessions and strong Windows support. | 12 stars · 2 forks | No one-command install · Source | |
| 2493 | 67.193 | master-frank-xmindmcp · other | Converts multiple file formats into XMind mind maps with AI-powered analysis | 16 stars · 1 fork | No one-command install · Source | |
| 2494 | 67.544 | ucesys-minio-object-storagemcp · other | Enables direct access to MinIO object storage for listing buckets, browsing objects, retrieving content, and uploading files with automatic bucket… | 6 stars · 6 forks | No one-command install · Source | |
| 2495 | 67.544 | bigsy-clojars-dependency-versionsmcp · other | Retrieves information related to Clojure dependency management. | 6 stars · 6 forks | No one-command install · Source | |
| 2496 | 67.544 | niondigital-mocomcp · other | Integrates with MOCO's time tracking and project management platform to provide conversational access to activities, projects, holidays, presences… | 6 stars · 6 forks | No one-command install · Source | |
| 2497 | 67.778 | colab-fleetmcp · other | Enables offloading heavy CPU/ML workloads to free Google Colab from any MCP client, with automatic job management and free-tier enforcement. | 17 stars · 1 fork | No one-command install · Source | |
| 2498 | 67.778 | orangepro-mcpmcp · other | Analyzes code to map behaviors, identify untested gaps, and generate grounded integration tests that actually run. | 17 stars · 1 fork | No one-command install · Source | |
| 2499 | 67.900 | montimage-mitre-attackmcp · other | Access the MITRE ATT&CK cybersecurity knowledge base | 13 stars · 2 forks | No one-command install · Source | |
| 2500 | 67.900 | jackdark425-aigroup-mdtowordmcp · other | Converts Markdown documents to professional Word files with advanced formatting | 13 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.