Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2001 | 46.654 | prereasonmcp · other | Delivers pre-reasoned financial market briefings with trend signals, regime classification, and cross-asset correlations. | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | optionsahoy-iso-nso-rsu-qsbs-tax-optimizermcp · other | Deterministic US equity-compensation tax optimizer. Six tools cover ISO/AMT exercise scheduling, NSO sell-vs-hold, RSU vest-and-sell, single-stock… | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | t-rk-hukuku-i-tihat-mcpmcp · other | Statute & article text (mevzuat.gov.tr) and court decisions (UYAP Emsal, Council of State, Constitutional Court), with their citation, source, live… | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | subconscious-aimcp · other | Run conjoint experiments and causal research through AI-powered behavioral simulations | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | ai-producer-hubmcp · other | Integrates AI-powered music generation with professional production tools, enabling autonomous music creation workflows from MIDI input to live… | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | zw008-vmware-nsxmcp · other | VMware NSX networking management with segments, gateways, NAT, routing, and IPAM tools. | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | seongwon030-velogmcp · other | Manages posts, series, comments, and likes on the Velog Korean tech blogging platform with 20+ tools. | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | senoff-xlsx-for-aimcp · other | Production-grade Excel (.xlsx) tooling for read, write, diff, and redact operations. | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | skilljitmcp · other | Enables on-demand discovery and loading of skills and MCP tools through a fixed set of routing tools, minimizing token overhead. | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | snowfakery-mcpmcp · other | Author, analyze, debug, and run Snowfakery data generation recipes for Salesforce testing workflows. | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | cyanheads-openstreetmapmcp · other | Geocode addresses, reverse geocode coordinates, and run Overpass spatial queries on OpenStreetMap data. | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | huynhkhanh1402-dejaredmcp · other | Explore, analyze, and decompile Java JAR files using MCP tools. | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | mcp-sinimmcp · other | Enables querying and retrieving municipal data from Chile's SINIM system, including 480 variables across 9 areas for 345 municipalities from… | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | mcp-adguard-homemcp · otheralso listed as samik081-adguard-home | Enables natural language management of AdGuard Home DNS filtering, clients, DHCP, rewrites, and more via MCP. | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | flowzapmcp · other | Generates workflow and sequence diagrams via FlowZap Code. | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | rm-rf-prod-groundtruthmcp · other | Live documentation fetcher and code auditor covering 363+ libraries with 100+ security and best-practice audit patterns. | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | denismaggior8-enigmamcp · other | Encrypt and decrypt text using historical Enigma machine emulation. | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | wsc-writing-style-checkermcp · other | Flag AI tells, weasel words, passive voice, duplicate words, long sentences, nominalizations, hedging, and filler adverbs | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | atari-hacker-mcpmcp · other | Reverse-engineer Atari 8-bit binaries and ATR disk images with 6502 disassembly, symbol management, cross-reference analysis, and pattern matching… | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | tvojtatk0-leapsomemcp · other | Unofficial Leapsome HR platform integration for reading performance reviews, goals, and meeting notes. | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | qwarranto-leafenginesmcp · other | Agricultural AI for soil analysis, crop recommendations, and weather forecasts. | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | joelbarmettleruzh-slidevmcp · other | Generate, render, and host Slidev presentations from markdown. | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | lacausecrypto-belgiummcp · other | Belgian public data aggregator covering transport, statistics, open data, and geospatial services. | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | foggy-odoo-bridgemcp · other | Governed MCP access to Odoo business data, preserving Odoo permissions via a semantic query layer. | 5 stars | No one-command install · Source | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 46.654 | carter-wzq-signalmelomcp · other | Analyze Reddit community sentiment and track competitor mentions in real time. | 5 stars | No one-command install · Source | |
| 2001 | 46.654 | alaimcp · other | Generate, edit, and export AI presentations to PDF, PPTX, or a shareable link. | 5 stars | No one-command install · Source | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 46.654 | harrybin-visuals-mcpmcp · other | Interactive visualizations including tables, images, trees, and lists. | 5 stars | No one-command install · Source | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 46.654 | marshally-refactoringmcp · other | Access Martin Fowler's refactoring catalog with 71+ refactoring patterns | 5 stars | No one-command install · Source | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 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 | |
| 2001 | 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 |
| 2001 | 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 |
| 2001 | 46.654 | pretorinmcp · other | NIST and FedRAMP compliance data access. | 5 stars | No commit datelisted | No one-command install · Source |
| 2056 | 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 |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 44.256 | gh-gregario-astronomy-oraclemcp · other | Celestial object catalog and observing session planner. | 3 stars · 1 fork | No one-command install · Source | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 44.256 | nubereamcp · otheralso listed as nuberea-mcp | AI-powered biblical research tools: lexicons, morphology, manuscripts, and original language analysis. | 3 stars · 1 fork | No one-command install · Source | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 44.256 | grocy-mcpmcp · otheralso listed as rusty4444-grocy | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 44.256 | goolyio-ahamcp · other | Access and manage Aha! product management features, sprints, and projects. | 3 stars · 1 fork | No one-command install · Source | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 | |
| 2057 | 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 |
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.