Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1601 | 44.256 | akave-storagemcp · other | Integrates with Akave's S3-compatible storage platform to manage buckets and objects, upload/download files, generate signed URLs, and handle file… | 3 stars · 1 fork | No one-command install · Source | |
| 1602 | 44.256 | mixelpixx-editmcp · other | Provides file editing capabilities through Microsoft Edit integration, combining direct file system operations for simple tasks with Edit process… | 3 stars · 1 fork | No one-command install · Source | |
| 1603 | 44.256 | kukapay-tornado-cashmcp · other | Tracks Tornado Cash deposits and withdrawals through The Graph's subgraph to reveal hidden asset trails and wallet interactions for blockchain… | 3 stars · 1 fork | No one-command install · Source | |
| 1604 | 44.256 | k4sku-ai-pair-programmermcp · other | Ruby-based pair programming assistant providing five specialized tools for code review, brainstorming, performance analysis, and security audits… | 3 stars · 1 fork | No one-command install · Source | |
| 1605 | 44.256 | kajdep-fixermcp · other | Provides diagnostic and repair tools for Model Context Protocol configurations | 3 stars · 1 fork | No one-command install · Source | |
| 1606 | 44.256 | aac6fef-wolfram-mathematicamcp · other | Bridges to Wolfram Mathematica for executing Wolfram Language code in secure, session-based environments with animal-themed identifiers, enabling… | 3 stars · 1 fork | No one-command install · Source | |
| 1607 | 44.256 | dradis-mcpmcp · other | Integrates with Dradis Pro to manage projects, vulnerabilities, content blocks, and document properties through MCP-enabled tools. | 3 stars · 1 fork | No one-command install · Source | |
| 1608 | 44.256 | miaofalianhua-resxmcp · other | Integrates with .NET resource files to provide localization and string management tools for internationalization tasks and multi-language application… | 3 stars · 1 fork | No one-command install · Source | |
| 1609 | 44.256 | glasstape-policy-buildermcp · other | Transforms natural language policy requirements into production-ready Cerbos YAML policies through automated generation, validation, testing, and… | 3 stars · 1 fork | No one-command install · Source | |
| 1610 | 44.256 | musicmcp-aimcp · other | Integrates with the MusicMCP.AI platform to generate songs and musical content directly within conversations through specialized music generation… | 3 stars · 1 fork | No one-command install · Source | |
| 1611 | 44.256 | qbo-mcp-tsmcp · other | Enables QuickBooks Online integration for financial management with CRUD operations, reporting, real-time updates, and automation. | 3 stars · 1 fork | No one-command install · Source | |
| 1612 | 44.256 | gattjoe-acmsmcp · other | Provides programmatic access to Apple's container CLI tool on macOS with 50+ container operations across 9 functional categories, supporting both… | 3 stars · 1 fork | No one-command install · Source | |
| 1613 | 44.256 | jhuntinfosec-openctimcp · other | Connects to OpenCTI threat intelligence platforms with specialized tools for querying malware, threat actors, attack patterns, vulnerabilities, and… | 3 stars · 1 fork | No one-command install · Source | |
| 1614 | 44.256 | go-dev-toolsmcp · other | Automates Go development workflows with six core tools for building, testing, running, dependency management, formatting, and static analysis across… | 3 stars · 1 fork | No one-command install · Source | |
| 1615 | 44.256 | pavel-kirienko-webcammcp · other | Provides direct webcam access for photo capture and video frame recording using OpenCV for cross-platform camera support with configurable quality… | 3 stars · 1 fork | No one-command install · Source | |
| 1616 | 44.256 | portertech-skillsmcp · other | Transforms structured markdown skill files with YAML frontmatter into discoverable tools that provide expert knowledge, best practices, and procedural… | 3 stars · 1 fork | No one-command install · Source | |
| 1617 | 44.256 | davegomez-fizzymcp · other | Manage Fizzy kanban boards, cards, comments, and checklists. | 3 stars · 1 fork | No one-command install · Source | |
| 1618 | 44.256 | gh-cogitatortech-omni-nlimcp · other | Natural language inference engine for textual entailment, contradiction, and neutral relationship detection. | 3 stars · 1 fork | No one-command install · Source | |
| 1619 | 44.256 | sirtidez-schedule-imcp · other | Bridges Schedule I game with real-time state access through C# mod and Python client, enabling querying and manipulation of NPCs, players, items… | 3 stars · 1 fork | No one-command install · Source | |
| 1620 | 44.256 | gh-cprice70-amazon-adsmcp · other | Manage Amazon Advertising campaigns, keywords, bids, and performance reports. | 3 stars · 1 fork | No one-command install · Source | |
| 1621 | 44.256 | shark8848-ontology-rl-ecommercemcp · other | Combines semantic knowledge representation with reinforcement learning to provide intelligent shopping assistance, product recommendations, and… | 3 stars · 1 fork | No one-command install · Source | |
| 1622 | 44.256 | mcp-colab-gpumcp · other | Enables MCP-compatible AI assistants to run Python code on Google Colab GPU/TPU runtimes, supporting accelerators like T4, A100, H100, with background… | 3 stars · 1 fork | No one-command install · Source | |
| 1623 | 44.256 | itzdaimy-247afk-block-editormcp · other | Bridges AI assistants with the 247afk Minecraft bot's visual block editor through WebSocket communication for real-time script editing. | 3 stars · 1 fork | No one-command install · Source | |
| 1624 | 44.256 | mcp-webgatemcp · other | Provides clean, bounded web content to AI by filtering HTML noise and optionally summarizing, preventing context window overflow. | 3 stars · 1 fork | No one-command install · Source | |
| 1625 | 44.256 | michaelruelas-kanmcp · other | Exposes Kan.bn project management capabilities via 40 MCP tools across workspaces, boards, lists, cards, and checklists. | 3 stars · 1 fork | No one-command install · Source | |
| 1626 | 44.256 | xraylibmcp · other | Provides access to X-ray interaction data from the xraylib scientific library. | 3 stars · 1 fork | No one-command install · Source | |
| 1627 | 44.256 | woyaxnini-chestnyi-znakmcp · other | Access Russia's national product marking system for labeling codes, documents, and warehouse balances. | 3 stars · 1 fork | No one-command install · Source | |
| 1628 | 44.256 | garmin-workout-pipelinemcp · other | Enables building and uploading structured workouts to Garmin Connect using YAML or natural language, supporting running, cycling, and strength with… | 3 stars · 1 fork | No one-command install · Source | |
| 1629 | 44.256 | carsonjones-nhl-gomcp · other | Integrates with NHL data sources to provide real-time game updates, player stats, and league standings for sports analysis and fantasy hockey… | 3 stars · 1 fork | No one-command install · Source | |
| 1630 | 44.256 | traderoutermcp · other | Solana swap, limit order, trailing stop, and TWAP execution engine for on-chain token trading. | 3 stars · 1 fork | No one-command install · Source | |
| 1631 | 44.256 | mcp-oraclefusionmcp · other | Read-only access to Oracle Fusion Cloud ERP data via natural language queries, with support for accounts payable, procurement, general ledger, and… | 3 stars · 1 fork | No one-command install · Source | |
| 1632 | 44.256 | alfarom256-obsidianmapmcp · other | Converts an Obsidian vault into a navigable knowledge graph with tree navigation, wikilink traversal, semantic gap detection, and write operations. | 3 stars · 1 fork | No one-command install · Source | |
| 1633 | 44.256 | kushalsai-codebase-analysermcp · other | Analyzes TypeScript codebases for health issues including large files, missing type annotations, circular dependencies, and incident remediation… | 3 stars · 1 fork | No one-command install · Source | |
| 1634 | 44.256 | meelionmcp · other | Brazilian fixed income marketplace providing rates, currency quotes, and investment rankings via JSON-RPC. | 3 stars · 1 fork | No one-command install · Source | |
| 1635 | 44.256 | tuya-community-audio-controllermcp · other | Controls audio playback on Tuya IoT devices using FastMCP with 9 playback intents including play, stop, resume, and loop modes. | 3 stars · 1 fork | No one-command install · Source | |
| 1636 | 44.256 | maxential-thinkingmcp · other | Structured thinking tools for managing reasoning processes with branching and revision capabilities | 3 stars · 1 fork | No one-command install · Source | |
| 1637 | 44.256 | gh-matbanik-pomeramcp · other | Desktop text workbench with 22+ text processing tools for content transformation and analysis. | 3 stars · 1 fork | No one-command install · Source | |
| 1638 | 44.256 | invest-gate-ksamcp · other | Enables conversational querying of structured, source-linked datasets about investing in Saudi Arabia, including fees, sectors, and SEZs, through 8… | 3 stars · 1 fork | No one-command install · Source | |
| 1639 | 44.256 | rc505mk2-mcpmcp · other | Enables controlling a Roland RC-505mk2 loop station via natural language, allowing creation and upload of FX rack presets to the device over USB. | 3 stars · 1 fork | No one-command install · Source | |
| 1640 | 44.256 | ahshare-mcpmcp · other | Provides real-time and historical Chinese A-share market data, including stock quotes, financial statements, technical indicators, shareholder… | 3 stars · 1 fork | No one-command install · Source | |
| 1641 | 44.256 | goolyio-ahamcp · other | Access and manage Aha! product management features, sprints, and projects. | 3 stars · 1 fork | No one-command install · Source | |
| 1642 | 44.256 | minecraft-schematic-labmcp · other | Enables building and previewing Minecraft schematics from natural language descriptions, with live 3D preview and export. | 3 stars · 1 fork | No one-command install · Source | |
| 1643 | 44.256 | nowhere-mcpmcp · other | Gives AI a virtual body to explore real locations on Earth using authentic terrain, weather, sky, radio, wildlife, and cultural data, with tools for… | 3 stars · 1 fork | No one-command install · Source | |
| 1644 | 44.256 | macwulf-jira-deliverymcp · other | Jira operations toolkit with reusable policy modules and workflow automation. | 3 stars · 1 fork | No one-command install · Source | |
| 1645 | 44.256 | gregario-lego-oraclemcp · other | Queries the Rebrickable LEGO catalog for sets, parts, minifigures, themes, and community alternate builds. | 3 stars · 1 fork | No one-command install · Source | |
| 1646 | 44.256 | rusty4444-grocymcp · other | Manages Grocy household ERP inventory, products, and shopping lists via MCP. | 3 stars · 1 fork | No one-command install · Source | |
| 1647 | 44.256 | grocy-mcpmcp · other | Enables AI assistants to manage household operations including groceries, inventory, chores, recipes, and shopping lists through the Grocy self-hosted… | 3 stars · 1 fork | No one-command install · Source | |
| 1648 | 44.256 | defense-commcp · other | Queries Defense.com's XDR threat intelligence platform for open threats, risk scores, remediation assignments, and detection events with natural… | 3 stars · 1 fork | No one-command install · Source | |
| 1649 | 44.256 | forge-thinkmcp · other | Multi-step adversarial forging engine for MCP that externalizes deep reasoning into structured tools, offering three modes (seq, chain, deliberate)… | 3 stars · 1 fork | No one-command install · Source | |
| 1650 | 44.256 | cvrt-jh-clickupmcp · other | Integrates with ClickUp project management for task, space, and workspace operations. | 3 stars · 1 fork | No one-command install · Source | |
| 1651 | 44.256 | aetheredgemcp · other | Exposes a deterministic IoT edge runtime — Modbus/CAN/J1939 acquisition, local rules, alarms, and history — to AI assistants as typed, governed MCP… | 3 stars · 1 fork | No one-command install · Source | |
| 1652 | 44.256 | northstar-clinicmcp · other | Enables managing clinic appointments through MCP tools and an interactive widget, including viewing availability, booking visits, and confirming… | 3 stars · 1 fork | No one-command install · Source | |
| 1653 | 44.256 | forgecraftmcp · other | Provides a quality framework and enforceable conventions for AI coding assistants, ensuring code quality, environment hygiene, and project standards… | 3 stars · 1 fork | No one-command install · Source | |
| 1654 | 44.256 | picoworx-eu-ai-actmcp · other | Provides structured knowledge about the EU AI Act for risk classification, compliance, and penalty calculations. | 3 stars · 1 fork | No one-command install · Source | |
| 1655 | 44.256 | koreanpulsemcp · other | Korean equity intelligence with DART filings, activist disclosures, and KRX news in English. | 3 stars · 1 fork | No one-command install · Source | |
| 1656 | 44.256 | paulieb89-uk-due-diligencemcp · other | UK due diligence covering Companies House, Charity Commission, Land Registry, Gazette, and HMRC VAT. | 3 stars · 1 fork | No one-command install · Source | |
| 1657 | 44.256 | nuberea-mcpmcp · other | Enables AI assistants to perform scholarly biblical research, including cross-references, Greek/Hebrew word studies, exegesis, and manuscript… | 3 stars · 1 fork | No one-command install · Source | |
| 1658 | 44.256 | nubereamcp · other | AI-powered biblical research tools: lexicons, morphology, manuscripts, and original language analysis. | 3 stars · 1 fork | No one-command install · Source | |
| 1659 | 44.256 | bucketeermcp · other | Integrates with Bucketeer's open-source feature flag platform to provide complete CRUD operations for managing feature flags, including listing with… | 3 stars · 1 fork | No one-command install · Source | |
| 1660 | 44.256 | dynamoimcp · other | Manage music promotion and YouTube growth campaigns through automated Meta and Google ad campaigns. | 3 stars · 1 fork | No one-command install · Source | |
| 1661 | 44.256 | warp-freightmcp · other | Quote, book, track, and manage LTL, FTL, cargo van, and box truck freight via 17 MCP tools. | 3 stars · 1 fork | No one-command install · Source | |
| 1662 | 44.256 | moltycel-moltrustmcp · other | Molecular trust scoring and verification for computational chemistry and drug discovery workflows. | 3 stars · 1 fork | No one-command install · Source | |
| 1663 | 44.256 | dbt-core-mcpmcp · other | Enables interaction with dbt projects via the Model Context Protocol for data analysis and insights. | 3 stars · 1 fork | No one-command install · Source | |
| 1664 | 44.256 | theyahia-mindboxmcp · other | Integrates with Mindbox customer data platform for managing customer profiles, creating orders, and accessing audience segments. | 3 stars · 1 fork | No one-command install · Source | |
| 1665 | 44.256 | gh-gregario-astronomy-oraclemcp · other | Celestial object catalog and observing session planner. | 3 stars · 1 fork | No one-command install · Source | |
| 1666 | 44.256 | long-run-hybrid-coachmcp · other | Provides a personal hybrid running and strength training coach that integrates with Intervals.icu, offering 28-day plans, activity reconciliation, and… | 3 stars · 1 fork | No one-command install · Source | |
| 1667 | 44.256 | t4dhg-factorialmcp · other | Full CRUD integration with FactorialHR for employees, teams, time off, projects, recruiting, and payroll. | 3 stars · 1 fork | No one-command install · Source | |
| 1668 | 44.256 | tigl-mcpmcp · other | Provides MCP tools for CPACS-oriented TiGL workflows, enabling lifecycle management, inspection, export, and parameter manipulation of aircraft… | 3 stars · 1 fork | No one-command install · Source | |
| 1669 | 44.256 | edi-mcpmcp · other | Enables AI clients to interact with EDA projects via natural language by wrapping EDI's gRPC interface, CLI tools, and ANSYS HFSS as MCP tools… | 3 stars · 1 fork | No one-command install · Source | |
| 1670 | 44.444 | developer-utilitiesmcp · other | Streamline technical workflows with a comprehensive suite of data transformation and validation utilities. Convert between diverse formats like JSON… | 1,303 installs | No commit datelisted | No one-command install · Source |
| 1671 | 46.654 | pretorinmcp · other | NIST and FedRAMP compliance data access. | 5 stars | No commit datelisted | No one-command install · Source |
| 1672 | 46.654 | oxplot-clipboardmcp · other | Enables access to macOS clipboard images for quick visual analysis without manual file uploads | 5 stars | No commit datelisted | No one-command install · Source |
| 1673 | 46.654 | helium-mcpmcp · other | Real-time news with bias scoring, live market data, and AI-powered options pricing | 5 stars | No commit datelisted | No one-command install · Source |
| 1674 | 46.654 | mcp-youtube-dlpmcp · other | Provides tools for downloading YouTube videos and audio using yt-dlp, enabling integration with AI assistants via MCP. | 5 stars | No one-command install · Source | |
| 1675 | 46.654 | hubspotmcp · other | Integrates with HubSpot CRM to enable secure access to contact information, company records, deal data, and task management with customizable data… | 5 stars | No one-command install · Source | |
| 1676 | 46.654 | minecraft-bot-controlmcp · other | Provides complete control over Minecraft bots through the Mineflayer library, enabling autonomous gameplay with 40+ skills including mining, crafting… | 5 stars | No one-command install · Source | |
| 1677 | 46.654 | neerajadhav-stock-market-yfinancemcp · other | Integrates with yfinance to provide real-time stock quotes, historical price data, market indices tracking, technical analysis tools, and portfolio… | 5 stars | No one-command install · Source | |
| 1678 | 46.654 | sunshad0w-html2mdmcp · other | Converts HTML webpages to clean Markdown format, reducing size by 90-95% while preserving tables and images | 5 stars | No one-command install · Source | |
| 1679 | 46.654 | marshally-refactoringmcp · other | Access Martin Fowler's refactoring catalog with 71+ refactoring patterns | 5 stars | No one-command install · Source | |
| 1680 | 46.654 | crexative-colombiamcp · other | Colombian geographic and administrative data including departments, municipalities, tourist attractions, and regional information | 5 stars | No one-command install · Source | |
| 1681 | 46.654 | prat24-pytorch-lightningmcp · other | Enables remote training and inspection of PyTorch Lightning models through JSON-RPC interfaces with stdio and HTTP transport options | 5 stars | No one-command install · Source | |
| 1682 | 46.654 | rednote-mcp-plusmcp · other | Enables automated interaction and data scraping for Xiaohongshu (RedNote), including posting, liking, commenting, following, and retrieving user and… | 5 stars | No one-command install · Source | |
| 1683 | 46.654 | yohasacura-drawio-diagramsmcp · other | Creates and edits draw.io XML diagram files with support for flowcharts, UML, ER, C4, BPMN, architecture, and network diagrams. | 5 stars | No one-command install · Source | |
| 1684 | 46.654 | silverstripe-mcpmcp · other | Validates AI-generated PHP code against Silverstripe 6 patterns, catching migration issues from SS5 to SS6. | 5 stars | No one-command install · Source | |
| 1685 | 46.654 | bmcpmcp · other | Enables AI to control Blender 3D through the Model Context Protocol, allowing Python execution, scene state queries, and automation of 3D workflows. | 5 stars | No one-command install · Source | |
| 1686 | 46.654 | kevinrabun-fedramp-20xmcp · other | Programmatic access to FedRAMP 20x security requirements with Azure-first implementation guidance | 5 stars | No one-command install · Source | |
| 1687 | 46.654 | offtrailstudio-speak-for-the-treesmcp · other | Investigates ecosystem health using public environmental data from USGS, EPA, NOAA, iNaturalist, and GBIF. | 5 stars | No one-command install · Source | |
| 1688 | 46.654 | joshuarichard-statsplusmcp · other | Reads and analyzes OOTP Baseball StatsPlus league data from HTML export files for player statistics, standings, and league information. | 5 stars | No one-command install · Source | |
| 1689 | 46.654 | dex865378-godot-toolsmcp · other | Provides 63+ tools for controlling the Godot 4.6+ game engine with node manipulation, scene editing, and debugging. | 5 stars | No one-command install · Source | |
| 1690 | 46.654 | jonathanhefner-bash-modemcp · other | Consolidate multiple tools into a single exec_bash tool using standard Unix commands and pipes. | 5 stars | No one-command install · Source | |
| 1691 | 46.654 | harrybin-visuals-mcpmcp · other | Interactive visualizations including tables, images, trees, and lists. | 5 stars | No one-command install · Source | |
| 1692 | 46.654 | gh-benoitliard-touchdesignermcp · other | Control TouchDesigner live from AI assistants via a persistent WebSocket bridge, with tools for nodes, parameters, connections, scripting, and… | 5 stars | No one-command install · Source | |
| 1693 | 46.654 | alexfatalix-obsidian-climcp · other | Bridge MCP clients to a local Obsidian vault using the official Obsidian CLI, with configurable safety modes for write operations. | 5 stars | No one-command install · Source | |
| 1694 | 46.654 | sandsower-vedurstofamcp · other | Provides Icelandic weather observations, multi-day forecasts, severe-weather alerts, earthquake data, and station listings from vedur.is. | 5 stars | No one-command install · Source | |
| 1695 | 46.654 | alaimcp · other | Generate, edit, and export AI presentations to PDF, PPTX, or a shareable link. | 5 stars | No one-command install · Source | |
| 1696 | 46.654 | carter-wzq-signalmelomcp · other | Analyze Reddit community sentiment and track competitor mentions in real time. | 5 stars | No one-command install · Source | |
| 1697 | 46.654 | harshthakur6293-threat-researchmcp · other | Extract IOCs, map MITRE ATT&CK techniques, enrich with threat intelligence, and generate Sigma/KQL/SPL detection rules from threat reports. | 5 stars | No one-command install · Source | |
| 1698 | 46.654 | youtube-video-analyzer-mcpmcp · other | Analyzes public YouTube videos with Google Gemini, enabling summarization, timestamped insights, metadata extraction, audio analysis, and long-video… | 5 stars | No one-command install · Source | |
| 1699 | 46.654 | openlaw-mcpmcp · other | OpenLawMCP is an open-source legal AI research tool built to make AI-assisted legal research more reliable. A major problem with using AI for legal… | 5 stars | No one-command install · Source | |
| 1700 | 46.654 | raalarcon9705-jiramcp · other | Community Jira and Confluence integration with full CRUD, sprint management, workflow transitions, and Markdown-to-ADF conversion. | 5 stars | 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.