Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4801 | Unranked | akyla-mcpmcp · other | Provides as-reported US equity fundamentals, live quotes, financial statements, valuation comps, and a screener from SEC filings, with per-cell filing… | No signals yet | No one-command install · Source | |
| 4802 | Unranked | pulsar-rebuildmcp · other | Enables AI systems to utilise all public data on www.pulsardevelopments.com | No signals yet | No one-command install · Source | |
| 4803 | Unranked | dice-mcpmcp · other | Enables rolling dice with customizable sides and counts, returning results and totals via MCP Streamable HTTP transport. | No signals yet | No one-command install · Source | |
| 4804 | Unranked | mcp-utility-kitmcp · other | Provides utility tools including random jokes, current weather, and name-based age prediction. | No signals yet | No one-command install · Source | |
| 4805 | Unranked | conflict-check-mcpmcp · other | Enables natural language conflict-of-interest checks, historical relationship analysis, and contract review using Verdantas project data and Deltek… | No signals yet | No one-command install · Source | |
| 4806 | Unranked | weekly-reviewmcp · other | Generates weekly review reports in Markdown format based on AI session data and optional user annotations. | No signals yet | No one-command install · Source | |
| 4807 | Unranked | scopeprobemcp · other | Enables AI to measure DC voltage and waveform statistics from DreamSourceLab DSCope oscilloscopes via MCP tools. | No signals yet | No one-command install · Source | |
| 4808 | Unranked | defaultverifier-mcpmcp · other | Verifies signed SAR v0.1 settlement receipts offline using Ed25519 signatures and bundled key registry. | No signals yet | No one-command install · Source | |
| 4809 | Unranked | finresearch-mcpmcp · other | Enables SEC EDGAR financial research, analysis, valuation, and chart data generation through natural language. | No signals yet | No one-command install · Source | |
| 4810 | Unranked | collectible-vaultmcp · other | Enables AI assistants to manage a universal collectibles vault with natural language, supporting item lookup, addition, valuation, and portfolio… | No signals yet | No one-command install · Source | |
| 4811 | Unranked | setellmcp · other | Modern quote to cash powered by AI | No signals yet | No one-command install · Source | |
| 4812 | Unranked | switchboard-notion-mcpmcp · other | Provides tools to manage Notion job records via MCP, including finding customers by phone, creating job entries, scheduling follow-ups, and querying… | No signals yet | No one-command install · Source | |
| 4813 | Unranked | my-first-mcp-2mcp · other | Exposes a greet tool that takes a name and returns a greeting message. | No signals yet | No one-command install · Source | |
| 4814 | Unranked | mail-calendar-mcpmcp · other | Enables full read/write control over Apple Mail.app and Calendar.app on macOS, exposing all configured accounts without per-provider setup. | No signals yet | No one-command install · Source | |
| 4815 | Unranked | mingdao-mcp-relay-node-jsmcp · other | Proxies MCP tools from Mingdao cloud, enabling Coze to use them securely without exposing Mingdao tokens. | No signals yet | No one-command install · Source | |
| 4816 | Unranked | project-handover-checkermcp · other | Enables to extract project handover evidence and check material completeness against requirements without making approval decisions. | No signals yet | No one-command install · Source | |
| 4817 | Unranked | lark-lite-mcpmcp · other | 极轻量、低 Token 消耗的飞书多维表格 MCP 服务，支持链接解析、记录读写和筛选搜索。 | No signals yet | No one-command install · Source | |
| 4818 | Unranked | mcpredminemcp · other | Enables querying Redmine projects via the MCP protocol, currently supporting listing projects. | No signals yet | No one-command install · Source | |
| 4819 | Unranked | mendlensmcp · other | Enables users to diagnose home appliance errors and receive safety actions by identifying products from photos or error codes, using official… | No signals yet | No one-command install · Source | |
| 4820 | Unranked | license-verify-mcpmcp · other | Verifies contractor license status mid-task, returning normalized JSON with active/expired/suspended/revoked status, bond details, and insurance for… | No signals yet | No one-command install · Source | |
| 4821 | Unranked | bizhawk-emulator-mcpmcp · other | Deterministic BizHawk control over MCP for Game Boy, Mega Drive/Genesis, NES, and SNES. | No signals yet | No one-command install · Source | |
| 4822 | Unranked | substance-painter-mcpmcp · other | Enables conversational control of Adobe Substance 3D Painter for look-dev iteration, including baking, smart materials, and generator parameter… | No signals yet | No one-command install · Source | |
| 4823 | Unranked | sentrikmcp · other | Governance runtime that enforces compliance and security standards on AI-generated code before it ships. | No signals yet | No one-command install · Source | |
| 4824 | Unranked | mcp-smart-scheduler-todo-appmcp · other | Enables scheduling and todo management via MCP, allowing users to add reminders, view tasks, and mark completion through natural language. | No signals yet | No one-command install · Source | |
| 4825 | Unranked | poker-mcpmcp · other | Enables simulated multi-table No-Limit Texas Hold'em study and decision-support, allowing users to practice against bots and get… | No signals yet | No one-command install · Source | |
| 4826 | Unranked | ivdmcp · other | Enables intent-verified development by writing structured intents with constraints and tests, then verifying implementations against them to reduce AI… | No signals yet | No one-command install · Source | |
| 4827 | Unranked | thefloor-dashboardmcp · other | Enables reading game state and preparing unsigned transactions for The Floor and StonkBrokers games on Robinhood Chain. | No signals yet | No one-command install · Source | |
| 4828 | Unranked | backcrew-mcp-commusoftmcp · other | Enables AI assistants to interact with Commusoft CRM for tasks like customer lookups, supplier management, and more, with read-only access by default… | No signals yet | No one-command install · Source | |
| 4829 | Unranked | global-context-mcp-gatewaymcp · other | Enterprise-grade intent routing gateway implementing the Model Context Protocol (MCP) spec, optimizing context by routing queries to specialized… | No signals yet | No one-command install · Source | |
| 4830 | Unranked | blender-mcp-nextgenmcp · other | Connects AI assistants to Blender 3D for natural language 3D modeling, scene inspection, material creation, and rendering. | No signals yet | No one-command install · Source | |
| 4831 | Unranked | lol-mode-mcpmcp · other | Provides League of Legends mode-specific data including Arena augments, ARAM balance numbers, and mode mechanics, supporting both Chinese and English… | No signals yet | No one-command install · Source | |
| 4832 | Unranked | xmp4mcp · other | Semantic code knowledge for OSS libraries actually used in a project, across multiple languages. | No signals yet | No one-command install · Source | |
| 4833 | Unranked | drive-relay-mcpmcp · other | Uploads a file that already exists on a persona container's local disk to Microsoft OneDrive/Graph without round-tripping the bytes through an MCP… | No signals yet | No one-command install · Source | |
| 4834 | Unranked | opencode-unreal-engine-mcp-bridgemcp · other | Bridges OpenCode to Unreal Engine 5 editor via a local TCP connection, enabling interaction with the editor such as querying project structure… | No signals yet | No one-command install · Source | |
| 4835 | Unranked | mcp-resource-tool-adaptermcp · other | Exposes MCP resources through generic compatibility tools for clients that cannot call resources/read directly. | No signals yet | No one-command install · Source | |
| 4836 | Unranked | travel-briefing-mcpmcp · other | Enables Kakao Tools users to get comprehensive travel preparation information for Japan, including visa requirements, exchange rates, safety alerts… | No signals yet | No one-command install · Source | |
| 4837 | Unranked | lithuanian-cybersecurity-mcpmcp · other | Query Lithuanian cybersecurity data — regulations, decisions, and requirements from NKSC — directly from AI assistants. | No signals yet | No one-command install · Source | |
| 4838 | Unranked | croatian-competition-mcpmcp · other | Enables querying Croatian competition data including regulations, decisions, and requirements from the Croatian Competition Agency (AZTN) directly… | No signals yet | No one-command install · Source | |
| 4839 | Unranked | romanian-financial-regulation-mcpmcp · other | Enables querying Romanian financial regulation data, including regulations, enforcement actions, and currency checks, directly from AI assistants. | No signals yet | No one-command install · Source | |
| 4840 | Unranked | mcp-indian-astrologymcp · other | Enables AI assistants to access Indian Vedic astrology services including Panchang, Kundli, matchmaking, and festivals through natural language. | No signals yet | No one-command install · Source | |
| 4841 | Unranked | ts-graph-toolsmcp · other | Enables querying a TypeScript codebase's graph for call flows, type relationships, and symbol locations without reading file bodies. | No signals yet | No one-command install · Source | |
| 4842 | Unranked | text-processor-mcpmcp · other | Provides 9 text processing tools for analysis, sentiment, language detection, summarization, spelling, and readability tips. | No signals yet | No one-command install · Source | |
| 4843 | Unranked | looker-health-mcp-toolmcp · other | Provides MCP tools to perform Looker health checks (health_pulse, health_analyze, health_vacuum) via the MCP Toolbox connector. | No signals yet | No one-command install · Source | |
| 4844 | Unranked | pvl-gate-mcpmcp · other | Enables AI coding assistants to assess dependency introduction risks via ProjectValueLab's gate service, providing recommendations (GO/VALIDATE/DROP)… | No signals yet | No one-command install · Source | |
| 4845 | Unranked | sales-analyzer-mcpmcp · other | Sales anomaly detection for a sample café dataset. Enables analyzing weekly sales, product history, and detecting anomalies like closures or pricing… | No signals yet | No one-command install · Source | |
| 4846 | Unranked | mcp-nfs-emissormcp · other | Emits Shopee affiliate commission NFS-e from a monthly CSV, running 100% locally via stdio with CSV, A1 certificate, and emission never leaving the… | No signals yet | No one-command install · Source | |
| 4847 | Unranked | csv-analyzer-mcpmcp · other | Enables AI assistants to analyze CSV files by providing statistical analysis and structural summaries via MCP tools. | No signals yet | No one-command install · Source | |
| 4848 | Unranked | mcp-expense-trackermcp · other | Enables tracking personal expenses by adding, listing, deleting, and summarizing expenses by day or month, stored locally in a JSON file. | No signals yet | No one-command install · Source | |
| 4849 | Unranked | tracker-mcpmcp · other | Enables querying machine-learning experiments in natural language. Supports listing, inspecting, ranking, and comparing experiment runs. | No signals yet | No one-command install · Source | |
| 4850 | Unranked | recipe-toolsmcp · other | Enables extraction of recipes from PDFs or JPG files and conversion into structured HTML, with interactive region selection and OCR via a web GUI. | No signals yet | No one-command install · Source | |
| 4851 | Unranked | seerah-kbmcp · other | Enables users to ask questions about the life of Prophet Muhammad ﷺ and get answers grounded in four scholarly books, fully offline and free. | No signals yet | No one-command install · Source | |
| 4852 | Unranked | mcp-zenkitmcp · other | Enables managing Zenkit collections and entries through natural language commands, including listing, creating, updating, and deleting entries. | No signals yet | No one-command install · Source | |
| 4853 | Unranked | reconmcp · other | Enables multi-source research with YouTube, papers, and podcasts, scoring for substance and credibility, and creating NotebookLM notebooks with… | No signals yet | No one-command install · Source | |
| 4854 | Unranked | voicebox-mcp-fullmcp · other | Provides full control over the locally-hosted Voicebox TTS/voice-cloning app, exposing 102 tools for speech generation, voice cloning, audio project… | No signals yet | No one-command install · Source | |
| 4855 | Unranked | folder-statsmcp · other | Provides a tool to count files and folders in a directory, supporting both recursive and non-recursive counts. | No signals yet | No one-command install · Source | |
| 4856 | Unranked | mcp-usgs-water-datamcp · other | Enables querying USGS water data including real-time and historical streamflow, gage height, and water temperature from USGS gauges across the United… | No signals yet | No one-command install · Source | |
| 4857 | Unranked | loomscopemcp · other | Password-protected dashboard and Remote MCP observer for Codex work, recording concise task milestones via observe_start, observe_report, and… | No signals yet | No one-command install · Source | |
| 4858 | Unranked | funraise-mcpmcp · other | Enables to interact with Funraise nonprofit fundraising platform, allowing read and write access to donor, donation, subscription, campaign site… | No signals yet | No one-command install · Source | |
| 4859 | Unranked | motion-textmcp · other | Turn words, images, and audio into an animated video with MP4 export. | No signals yet | No one-command install · Source | |
| 4860 | Unranked | marketing-mcpmcp · other | Enables marketing optimization tasks such as copywriting, campaign analysis, social media planning, audience segmentation, and KPI tracking through… | No signals yet | No one-command install · Source | |
| 4861 | Unranked | barrierfreeseoulmcp · other | Evaluates Seoul public transit accessibility for people with disabilities, providing real-time elevator status, low-floor bus arrivals, route… | No signals yet | No one-command install · Source | |
| 4862 | Unranked | vision-ocr-mcpmcp · other | Local OCR (RapidOCR) plus optional Qwen-VL for image summarization, supporting both file paths and clipboard images. | No signals yet | No one-command install · Source | |
| 4863 | Unranked | rendley-mcpmcp · other | Gives an AI assistant a full video editor: connect it once, then create and edit video by describing what you want. | No signals yet | No one-command install · Source | |
| 4864 | Unranked | mcp-drift-labmcp · other | A research harness for measuring whether MCP clients preserve informed consent when tool definitions change after approval. | No signals yet | No one-command install · Source | |
| 4865 | Unranked | workbuddy-mcpmcp · other | Enables Codex to hand off tasks to WorkBuddy for document generation, data analysis, and more via file-based handoff and deep links. | No signals yet | No one-command install · Source | |
| 4866 | Unranked | mcp-devutilsmcp · other | Provides essential utility functions for AI development workflows, including UUID generation, Base64 encoding/decoding, timestamp conversion, and hash… | No signals yet | No one-command install · Source | |
| 4867 | Unranked | csv-mcp-assistantmcp · other | Enables querying CSV or Excel data using natural language through MCP tools, running pandas operations on an uploaded dataset. | No signals yet | No one-command install · Source | |
| 4868 | Unranked | release-notes-coverage-checkermcp · other | Checks whether release notes cover the feature changes, fixes, and known issues provided by the user. | No signals yet | No one-command install · Source | |
| 4869 | Unranked | patentorney-mcpmcp · other | Manages patent application drafts via structured YAML and LaTeX sections, with tools for claims, figures, numerals, prior art, glossary, and export. | No signals yet | No one-command install · Source | |
| 4870 | Unranked | guardianmcp · other | Verifies cooking recipes against professional master standards to ensure technical accuracy and authenticity. Evaluates specific details like cooking… | No signals yet | No one-command install · Source | |
| 4871 | Unranked | img2threejs-mcpmcp · other | Reconstructs a reference image as procedural 3D geometry through a staged pipeline, generating a Three.js model, preview, comparison, and glTF export. | No signals yet | No one-command install · Source | |
| 4872 | Unranked | bunpro-mcpmcp · other | Manage a Japanese learning review queue backed by an Obsidian vault; allows reviewing due items, quizzing on mastered words, adding new grammar/vocab… | No signals yet | No one-command install · Source | |
| 4873 | Unranked | context-managermcp · other | Local-first, cross-session context store that reduces token usage by saving facts, decisions, and preferences, and recalling them in later sessions… | No signals yet | No one-command install · Source | |
| 4874 | Unranked | douyin-media-mcpmcp · other | Parses Douyin share links to download video and audio streams, remuxes them with FFmpeg, and validates the output locally. | No signals yet | No one-command install · Source | |
| 4875 | Unranked | defi-yield-mcpmcp · other | Enables querying DeFi yield pool data and risk signals from DefiLlama, including APY, TVL, exploit history, and a gate-then-score risk assessment for… | No signals yet | No one-command install · Source | |
| 4876 | Unranked | renpy-mcp-creatormcp · other | Provides 70+ MCP tools for creating and managing Ren'Py projects, enabling natural language requirements to be converted into editable projects with… | No signals yet | No one-command install · Source | |
| 4877 | Unranked | siteglass-mcpmcp · other | Enables archival of any public URL as interactive snapshot (rrweb, PDF, PNG) and autonomous web QA for apps (register, scan, generate and run… | No signals yet | No one-command install · Source | |
| 4878 | Unranked | behavioral-audit-mcpmcp · other | Checks draft support replies for missing policy disclosures that the customer's situation makes relevant, returning a pass/gap verdict with… | No signals yet | No one-command install · Source | |
| 4879 | Unranked | thinqeemcp · other | An honest, cite-or-abstain persona engine that answers questions about a specific person based on a signed knowledge base, declining anything not in… | No signals yet | No one-command install · Source | |
| 4880 | Unranked | greencore-solutions-cpgmcp · other | CPG-to-retail grocery node intelligence — 2,235 banners across 28 markets for AI supply chain workflows. | No signals yet | No one-command install · Source | |
| 4881 | Unranked | outage-mcpmcp · other | Enables checking real-time service outages and incidents from whatbroke.today, allowing users to ask about current downtime, service status, and… | No signals yet | No one-command install · Source | |
| 4882 | Unranked | local-dag-builder-mcpmcp · other | A private-by-default, local-first DAG editor that lets you build causal diagrams visually, validate cycles, and save/export as JSON, SVG, or PNG… | No signals yet | No one-command install · Source | |
| 4883 | Unranked | mcp-curl-downloadermcp · other | Enables AI assistants to download files from HTTP/HTTPS URLs to local directories or file paths with options like custom filename, headers, and… | No signals yet | No one-command install · Source | |
| 4884 | Unranked | caudalmcp · other | Enables natural language interaction with a bootstrapped SaaS finance system, including recording transactions, running projections, and checking… | No signals yet | No one-command install · Source | |
| 4885 | Unranked | rfp-response-checkermcp · other | Checks whether a supplier RFP response addresses each requirement explicitly stated by the buyer, using deterministic text rules for requirement… | No signals yet | No one-command install · Source | |
| 4886 | Unranked | paper-radarmcp · other | Fetches recent papers and preprints from Europe PMC by query, enabling users to ask their AI assistant for the latest research in any field. | No signals yet | No one-command install · Source | |
| 4887 | Unranked | kra-mcpmcp · other | Enables Kenya tax compliance through MCP tools for PAYE, VAT, PIN registration, and tax incentives. | No signals yet | No one-command install · Source | |
| 4888 | Unranked | kilimo-mcpmcp · other | Provides Kenya precision agriculture tools via MCP, including crop calendar, fertilizer guide, pest alerts, and KALRO crop variety recommendations. | No signals yet | No one-command install · Source | |
| 4889 | Unranked | haki-ya-kazi-mcpmcp · other | Enables querying Kenya labour rights including minimum wages, dismissal procedures, maternity/paternity leave, trade union directories, and labour… | No signals yet | No one-command install · Source | |
| 4890 | Unranked | fomu-mcpmcp · other | Enables interaction with Kenya's government processes by providing form checklists, draft letters, requirements checks, eCitizen guides, Huduma Centre… | No signals yet | No one-command install · Source | |
| 4891 | Unranked | faida-mcpmcp · other | Enables access to Kenya capital markets data and guidance, including treasury bonds, NSE equities, unit trusts, and diaspora investment tools. | No signals yet | No one-command install · Source | |
| 4892 | Unranked | diaspora-mcpmcp · other | Provides tools for Kenyans abroad to navigate dual citizenship, diaspora taxes, homeland investment, document verification, and community resources… | No signals yet | No one-command install · Source | |
| 4893 | Unranked | county-mcpmcp · other | Provides access to Kenya 47-county local government data, including demographics, budgets, services, and contact information for all counties. | No signals yet | No one-command install · Source | |
| 4894 | Unranked | afya-ya-akili-mcpmcp · other | Provides mental health resources for Kenya including therapist finder, crisis lines, rights under Kenya Mental Health Act, workplace wellness, and… | No signals yet | No one-command install · Source | |
| 4895 | Unranked | shelly-readonly-mcpmcp · other | Enables read-only inspection of Shelly devices discovered through Home Assistant, providing status and redacted configuration without control or… | No signals yet | No one-command install · Source | |
| 4896 | Unranked | learndeckmcp · other | Enables AI-assisted learning through structured courses with Socratic guidance, evaluating user answers against rubrics and managing learning progress… | No signals yet | No one-command install · Source | |
| 4897 | Unranked | kuvera-mcpmcp · other | Connects AI assistants to Kuvera mutual fund portfolios, enabling real-time queries about holdings, performance, and fund details. | No signals yet | No one-command install · Source | |
| 4898 | Unranked | cutpilotmcp · other | Local-first AI video editing engine controlled by MCP-compatible AI hosts, enabling AI to inspect footage, propose edits, modify multitrack projects… | No signals yet | No one-command install · Source | |
| 4899 | Unranked | tcgen-st-test-mcpmcp · other | Provides offline semantic validation for TcGen Structured Text (ST) review bundles by normalizing ST code, generating STruC++ tests from JSON specs… | No signals yet | No one-command install · Source | |
| 4900 | Unranked | br0ski777-hyperliquid-datamcp · other | Real-time Hyperliquid perpetual market data including order books, prices, funding rates, open interest, and candlestick charts. | No signals yet | 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.