Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3201 | 22.524 | vibefixmcp · other | Integrates with VibeFix bug bounty platform for browsing bounties, posting bugs, submitting fixes, and running diagnostics. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | xiaojiou176-dealwatchmcp · other | Local-first grocery price intelligence with a read-only MCP interface. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | astockeventmcp · other | Structured A-share announcement event feed. 16 MCP tools, 13 event types. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | paper-download-mcpmcp · other | A universal paper downloader MCP that probes providers by DOI/identifier, downloads to a short-lived staging area, validates PDFs, and cleans up… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | tableau-public-authoring-mcpmcp · other | Creates Tableau workbooks from a declarative JSON spec, validates them by opening in the installed Tableau Public application, and publishes to… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | debary-mcp-compliancemcp · other | Provides deterministic fair-housing and advertising compliance checks for US real-estate listings, with rule explanations and rewrite suggestions… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | rigor-mcpmcp · other | Provides verified statistical inference and hypothesis testing tools, including t-tests, effect sizes, power analysis, and multiple comparisons… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | csoai-org-eu-ai-act-compliance-mcpmcp · other | Tools for assessing and documenting EU AI Act compliance requirements. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | churncuemcp · other | Production-oriented customer-retention intelligence that uses deterministic machine learning to predict churn and generate prioritized rescue reports… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | session-migratormcp · other | Provides MCP tools to migrate or compress conversation sessions between models based on context window capacity, including querying model context… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | flowproofmcp · other | Enables AI assistants to run reproducible bioinformatics pipelines over MCP, with verifiable provenance via checksums and Workflow Run RO-Crate… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | cavalry-mcp-bridgemcp · other | Enables AI assistants to control Cavalry, a procedural 2D motion graphics application, through natural language commands for creating and animating… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | godot-mcp-toolkitmcp · other | Enables AI assistants to automate Godot 4 projects via headless tooling, live editor control, and runtime remote control, including scene building… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | linkseekmcp · other | 自托管的远程 MCP 服务，为 AI 编程工具提供联网搜索和网页获取能力，并配有网页端管理后台进行密钥和用量管理。 | 1 star | No one-command install · Source | |
| 3201 | 22.524 | sparrowdeskmcp · other | Connect to SparrowDesk using MCP and manage your tickets, knowledge base and more. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | dsh-arcgis-pro-bridgemcp · other | Enables DeepSeek Harness models to directly call local ArcGIS Pro via MCP tools for reading projects, layers, GDB structures, and executing… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | seo-auditor-mcpmcp · other | Enables natural language technical and JavaScript SEO audits, including headless rendering, hydration gap analysis, schema validation, AEO checks, and… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | hyeonu-cha-dotnet-coveragemcp · other | .NET test coverage: run tests, parse Cobertura reports, find uncovered branches, and append tests. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | formpilotmcp · other | Enables secure web form inspection and autofill using Excel data, Knowledge Packs, and AI, with sensitive field protection and explicit submit… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | barcoding-mcpmcp · other | Enables encoding 100+ barcode symbologies and decoding common 1D/2D formats, plus terminal QR codes. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | system-command-mcpmcp · other | Enables AI to execute registered system commands across platforms using a stable program + args interface, without requiring shell-specific syntax or… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | doxamcp · otheralso listed as doxa-mcp | Bible lookup and Christian encouragement tools from the Doxa app. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | tailscale-compute-mcpmcp · other | Runs builds, tests, and benchmarks on a remote compute node via Tailscale and SSH, syncing projects with rsync. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | exam-sheet-mcpmcp · other | Generates timed exams on any topic with an interactive exam sheet in MCP hosts; supports true/false, multiple-choice, and open questions with instant… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | vatnode-mcpmcp · other | Validate EU VAT numbers via VIES, check VAT rates, and perform format validation for EU member states. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | bidda-mcpmcp · other | Source-verified regulatory and compliance intelligence: 10,000+ obligations across 39 pillars, each grounded in a primary legal source with a content… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | ollama-vision-mcp-2mcp · other | A minimal local vision bridge for text-only VS Code Copilot, enabling it to see images by sending them to a local Ollama vision model and returning… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | google-cal-mcpmcp · other | List, create, update, and manage calendar events | 1 star | No one-command install · Source | |
| 3201 | 22.524 | tool-compassmcp · other | Semantic navigator for MCP tools that finds relevant tools by natural language intent, reducing token usage by 95%. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | domdomegg-barcode-scannermcp · other | Scan and generate barcodes and QR codes. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | cloudscopemcp · other | Azure cloud cost management with spending analysis, forecasts, anomalies, and budgets. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | quillpdf-mcpmcp · other | A local-first PDF tool for merging, splitting, rotating, watermarking, Bates-numbering, cleaning metadata, and counting pages — all operations happen… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | regon-mcpmcp · other | Provides clean, typed access to the Polish REGON business register (GUS BIR1), enabling AI assistants to look up companies by NIP, REGON, or KRS and… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | win-cli-mcp-tmyymcp · other | Enables AI clients to execute Windows commands, manage files, query system information, and perform code checks via MCP protocol. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | carhaix-proxvantamcp · other | Manage your ProxVanta AI workspace including teams, contexts, workflows, and tools. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | autods-copilotmcp · other | Enables any MCP client to run a complete data-science pipeline on a CSV: exploration, cleaning, model comparison, training, tuning, and plain-language… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | achriommcp · other | Personal media library for tracking books, movies, music, shows, and anime. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | loudcheckmcp · other | Loudness compliance verdicts against formal broadcast standards (EBU R128, ATSC A/85). Measures audio/video with ffmpeg and returns a pass/fail… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | bschonbrun-pipedream-gatewaymcp · other | Consolidates Pipedream's 10,000+ app integrations into 16 curated tools for workflow management and app action execution. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | clinic-frontdesk-mcpmcp · other | Enables MCP-compatible clients to act as an AI receptionist for a small medical clinic, handling appointment booking and rescheduling, patient… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | ssyubix-pixelart-mcpmcp · other | Generate Pixel Art and Tilemap/Tileset | 1 star | No one-command install · Source | |
| 3201 | 22.524 | korone-mcpmcp · other | An MCP bridge that lets AI assistants control Roblox Studio 2021 in real time, offering tools for workspace inspection, instance creation, and Lua… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | mcp4rs-open-earth-explorermcp · other | Enables discovery, analysis, and explanation of open satellite data through MCP, with support for STAC catalogs and NASA GIBS. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | localprodev-local-servicesmcp · other | Verified US local service provider data across contractor trades, with ratings, services, and pricing. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | patent-precheckmcp · other | Patentability pre-check for code — USPTO pillar scores, filing-readiness, and prior-art signals. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | br0ski777-hl-portfoliomcp · other | Analyze Hyperliquid account positions, PnL, fills, orders, and funding. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | br0ski777-diff-checkermcp · other | Compare two texts line-by-line showing additions, deletions, and unchanged lines. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | jadx-mcp-multisessionmcp · other | Enables AI clients to autonomously manage multiple jadx-gui sessions, opening, switching, and closing windows, with automatic startup and plugin… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | har-forensics-mcpmcp · other | Audits HAR captures locally with MCP tools for triage, findings, vendor blast radius, CSP generation, and sanitization—no network calls, redacted by… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | fisher521-burnmcp · other | AI-powered reading triage with 26 tools and a 24h burn timer to read less and absorb more. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | grupo-avispa-dsrmcp · other | Provides tools for interacting with Deep State Representation graphs used in robotics | 1 star | No one-command install · Source | |
| 3201 | 22.524 | nausikamcp · other | Mediterranean marine forecasts, tides, anchorages, and sea routes for AI sailing assistants. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | andonmcp · other | Deterministic verification for AI-generated analysis. Reconciliation, consistency and Excel-integrity checks that stop the line when the numbers don't… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | mcp-nacosmcp · other | Enables AI assistants to query and manage Nacos configurations, supporting Nacos 1.x/2.x/3.x with multiple transport protocols. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | meertrackmcp · other | Competitive intelligence platform that tracks competitor changes and delivers filtered signals. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | dpxmcp · other | AI-native stablecoin settlement rail for institutional cross-border transactions with adaptive oracle and autonomous execution. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | research-desk-mcpmcp · other | Enables AI assistants to manage structured research ideas and retrieve recent arXiv papers by idea ID, automatically generating Markdown reports. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | it-helpdesk-mcpmcp · other | Enables IT helpdesk automation by classifying support tickets, estimating priority, generating troubleshooting steps, and predicting resolution times… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | jocarrd-aemetmcp · other | Spanish weather data from AEMET OpenData: forecasts, CAP warnings, and station observations. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | arc-world-engine-mcpmcp · other | Enables interaction with an explicit ARC-AGI-3 world model through typed operations for actor/rule editing, deterministic simulation, rendering, and… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | helm-protocol-opentttmcp · other | Proof-of-Time transaction ordering verification for blockchain DeFi operations. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | rxrelaymcp · other | Enables consent-first voice coordination for prescription access with a deterministic proof gate, exposing MCP tools to manage cases, attestations… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | freemodel-mcpmcp · other | Routes tasks to the optimal AI model based on task type and benchmark scores across 25+ platforms. Automatically selects the best model for coding… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | mcp-gadsmcp · other | Enables querying and managing Google Ads campaigns, keywords, assets, and more via natural language, with support for multiple MCP clients. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | soroban-diagnosemcp · other | Deterministic failure diagnosis for Soroban transactions and simulations, providing a normalized diagnosis with ranked causes, evidence, and fixes via… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | tokonomix-council-mcpmcp · other | Enables multi-model consensus decision-making for high-stakes AI decisions, using independent expert models and a judge to surface disagreements and… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | zentaomcp · other | Enables full CRUD operations on Zentao entities like requirements, bugs, tasks, test cases, projects, and products through natural language. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | toshi-mcpmcp · other | Enables a side-panel companion that watches your coding session and provides context-aware answers about your codebase and session state through a… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | minerva-mcpmcp · other | Enables AI assistants to administer Microsoft 365 and Azure, including PowerShell-only areas like Exchange, SharePoint, Teams, and Purview, with risk… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | mcp-oneheartesimmcp · other | 一心eSIM商品目錄查詢與下單服務：查詢各國eSIM上網方案的即時價格與庫存、依旅遊天數與用量推薦方案、協助建立訂單並取得LinePay或ECPay付款連結。 | 1 star | No one-command install · Source | |
| 3201 | 22.524 | persona-motion-studiomcp · other | Enables AI assistants to show, animate, and control a VRM character on the desktop, including posing and motion installation via MCP tools. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | enpass-mcpmcp · other | Provides local, secure access to Enpass password vaults via MCP. Enables unlocking vaults, listing entries, retrieving passwords, TOTP codes, and… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | 3d-cad-baseplate-generator-mcpmcp · other | Generates printable 3D CAD models (e.g., bottle caps) from photos by combining client-side dimension extraction with CadQuery precision modeling, mesh… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | netease-music-mcpmcp · other | 非官方MCP服务，允许通过统一的工具接口操作网易云音乐，包括搜索歌曲、创建与管理歌单、查看听歌记录、收藏歌曲及获取每日推荐。 | 1 star | No one-command install · Source | |
| 3201 | 22.524 | lunargarden-mcpmcp · other | Provides astrology-aware garden care planning by combining lunar phase, Vedic panchang, weather, and soil forecasts into structured care plans with… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | fd-commercial-property-financemcp · other | UK property finance calculators: bridging costs, development appraisal, BTL stress test, and stamp duty. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | csoai-org-blockchain-verification-mcpmcp · other | Verification tools for blockchain transactions and smart contract states. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | groupdocs-metadatamcp · other | Read and remove metadata from documents and media files using the GroupDocs.Metadata library. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | klawsmcp · other | Scans source code for possible Korean compliance risks (PIPA, Network Act, Credit Information Act, E-Commerce Act) and maps findings to specific legal… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | spacedatamcp · other | Aggregated public space data — satellite orbits, catalogs and launches — as a single AI-friendly CLI. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | preflight-mcpmcp · other | Enables pilots to assemble a preflight briefing per 14 CFR §91.103 by fetching weather, airport info, aircraft performance, fuel estimates… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | videocontext-mcpmcp · other | Turns a YouTube video or allowlisted local video into a timestamped transcript, chronological timeline, and retrievable image resources for… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | stellifymcp · other | Build Laravel apps through conversation with code stored as structured JSON for surgical AI edits. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | sandeepmallareddy-whatsappmcp · other | WhatsApp messaging integration with 16 tools for sending, receiving, and media handling. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | painel-sint-tico-concordemcp · other | Enables AI assistants to explore a panel of 787 synthetic Brazilian banking consumer personas for product discovery, with deterministic filtering and… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | sapiens-mcpmcp · other | Enables users to generate images, articles, voice, music, and more from their Sapiens Sintéticos account using natural language, spending credits and… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | sdar-mcp-tasks-provider-runtimemcp · other | A language-neutral runtime for the SEP-2663 task lifecycle and io.sdar/taskExecution Provider Profile, delegating resource facts and side effects to… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | pdf-edit-mcpmcp · other | Enables editing text in existing PDFs by modifying content stream operators, preserving original fonts and positions. Provides fidelity reports on… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | investsights-indian-stock-research-mcpmcp · other | Enables AI assistants to perform deep Indian stock research with fundamentals, forensic scores, DCF valuation, screening, and news for 6000+ NSE/BSE… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | infinihash-kytmcp · other | Blockchain compliance tools for wallet screening, OFAC sanctions, and SAR draft generation. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | data-science-mcpmcp · other | Enables time-series analysis and forecasting through a structured tool catalogue, including data loading, quality repair, diagnostics, and forecasting… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | robot-tool-mcpmcp · other | Provides an MCP interface to the ROBOT command-line tool for OWL ontology editing, enabling operations like merging, reasoning, and conversion via… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | rubric-protocolmcp · other | AI compliance attestation with post-quantum cryptography and blockchain anchoring — generate signed records of AI decisions for EU AI Act, HIPAA, and… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | golf-coachmcp · other | Analyzes your Trackman golf data to diagnose weaknesses and generate personalized practice plans with drills and progress tracking, acting as a… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | console-censorcheckermcp · other | Batch tcping probe & Censor checker | 1 star | No one-command install · Source | |
| 3201 | 22.524 | t-rush-mcpmcp · other | Exposes technical debt management to AI coding assistants, enabling them to find, prioritize, and resolve TODO/FIXME/BUG comments across codebases via… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | community-toolkitmcp · other | Provides tools for event countdown, generating meetup announcements, and drafting contributor appreciation notes, enabling community builders to… | 1 star | No one-command install · Source | |
| 3201 | 22.524 | coartmcp · other | Enables an infinite canvas for Codex using tldraw, with tools for canvas state, assets, images, HTML, and slide containers, all saved locally. | 1 star | No one-command install · Source | |
| 3201 | 22.524 | fotmocpmcp · other | Enables MCP clients to access live football data from FotMob, including match stats, team form, injuries, and player workload, without making… | 1 star | 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.