Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4701 | Unranked | dice-rollermcp · other | Provides dice rolling tools for tabletop RPGs, including standard dice, custom notation, D&D stat generation, and initiative ordering. | No signals yet | No one-command install · Source | |
| 4702 | Unranked | isucorp-stackguidemcp · other | Dynamic context loading for AI assistants with TDD workflow and AST analysis. | No signals yet | No one-command install · Source | |
| 4703 | Unranked | wealthvillemcp · other | Live liquidity-pool scores for Solana + EVM: Enter/Hold/Exit verdicts and a composite 0-100 Wealthville Score, backed by a public, immutable track… | No signals yet | No one-command install · Source | |
| 4704 | Unranked | reasonforgemcp · other | Provides 8 MCP tools for deterministic, read-only reasoning: intake, routing, planning, rubric, sweep checklist, verdict gate, reflection, and… | No signals yet | No one-command install · Source | |
| 4705 | Unranked | roblox-studio-mcp-v2mcp · other | Enables safe operation of multiple Roblox Studio sessions from concurrent Codex tasks by requiring explicit studio IDs and providing per-session… | No signals yet | No one-command install · Source | |
| 4706 | Unranked | better-ableton-mcpmcp · other | A custom Ableton Live MCP focused on keeping sets tidy and creating MIDI that fits material already in the set. | No signals yet | No one-command install · Source | |
| 4707 | Unranked | huawei-ont-mcpmcp · other | Reads LAN devices and WAN status from a Huawei GPON ONT fiber modem. | No signals yet | No one-command install · Source | |
| 4708 | Unranked | fulfillment-triage-mcpmcp · other | Helps commerce operations investigate delayed fulfillment stages and create safe, deduplicated human-review escalations. | No signals yet | No one-command install · Source | |
| 4709 | Unranked | masset-mcp-toolsmcp · other | Provides honest A/B test verdicts using interactive cards, with statistical calculations for conversion rates, sample sizes, and Bayesian… | No signals yet | No one-command install · Source | |
| 4710 | Unranked | goatmcp · other | Enables querying a personal fact store (facts with about and learned timestamps) through natural language over the Model Context Protocol. Supports… | No signals yet | No one-command install · Source | |
| 4711 | Unranked | mcp-projectmcp · other | Provides read-only tools for querying a synthetic e-commerce dataset, including product categories, products, sales data, customer history, and order… | No signals yet | No one-command install · Source | |
| 4712 | Unranked | realdentalcosts-mcpmcp · other | Real US & Canada dental price data for AI assistants: average costs by procedure, state and city, insurance acceptance, and cheapest-state lookups… | No signals yet | No one-command install · Source | |
| 4713 | Unranked | sg-mobility-mcpmcp · other | A grounded Singapore travel-planning brain for your AI personal assistant. | No signals yet | No one-command install · Source | |
| 4714 | Unranked | lexvibe-mcpmcp · other | One-step legal compliance for vibe-coded apps: scans project, generates privacy policies/TOS, installs cookie consent banner, and checks EU AI Act… | No signals yet | No one-command install · Source | |
| 4715 | Unranked | admission-feishu-mcpmcp · other | Provides enrollment data query, aggregation, and cross-table comparison from Feishu multi-dimensional tables for AstrBot. | No signals yet | No one-command install · Source | |
| 4716 | Unranked | candlestick-chart-mcpmcp · other | Renders OHLCV data as candlestick chart PNGs and returns inline images. It is a pure renderer with no network access, allowing models to view charts… | No signals yet | No one-command install · Source | |
| 4717 | Unranked | function-concept-mcpmcp · other | Enables access to a local Markdown knowledge base via MCP, currently only providing a ping tool. | No signals yet | No one-command install · Source | |
| 4718 | Unranked | mcp-supervisor-pymcp · other | A Python scaffold for an MCP-style supervisor that breaks user tasks into steps, routes them to workers, retries on failures, and aggregates outputs. | No signals yet | No one-command install · Source | |
| 4719 | Unranked | neurochatmcp · other | Enables natural language querying of brain volumes (NIfTI) with a fixed set of tools, returning visualizations and reproducible nilearn code. | No signals yet | No one-command install · Source | |
| 4720 | Unranked | mcp-maccleanmcp · other | Local multi-package manager cache cleaning MCP service that safely discovers, previews, and cleans caches for Maven, pnpm, npm, yarn, pip, uv, and Go. | No signals yet | No one-command install · Source | |
| 4721 | Unranked | pipeworx-us-dmvmcp · other | Access US state DMV data including vehicle registrations, EV adoption, DMV office locations and services, live wait times, and California forms and… | No signals yet | No one-command install · Source | |
| 4722 | Unranked | ghidra-retro-mcpmcp · other | Enables AI assistants to perform headless reverse engineering of retro game ROMs using Ghidra, with automated platform detection and triage. | No signals yet | No one-command install · Source | |
| 4723 | Unranked | wazuh-servidor-mcpmcp · other | Enables natural language interaction with Wazuh SIEM for alert querying, threat hunting, vulnerability scanning, and active response actions. | No signals yet | No one-command install · Source | |
| 4724 | Unranked | absec-mcpmcp · other | Enables security review of code diffs and files in Cursor/VS Code using local rule-based analysis with the same rule IDs as CI, no cloud required. | No signals yet | No one-command install · Source | |
| 4725 | Unranked | changesignalmcp · other | Enables querying and analyzing changes in technology company documentation through MCP tools, including change feeds, company info, and evidence-based… | No signals yet | No one-command install · Source | |
| 4726 | Unranked | 1c-mcp-sales-analystmcp · other | Enables natural language queries about warehouse stock and sales data from 1C accounting system using DeepSeek AI and MCP tools. | No signals yet | No one-command install · Source | |
| 4727 | Unranked | alphaassay-mcpmcp · other | Most trading signals are noise. AlphaAssay puts them on trial — deflated Sharpe, out-of-sample, leakage forensics — and returns signed pass/fail… | No signals yet | No one-command install · Source | |
| 4728 | Unranked | nativine-mcpmcp · other | Enables AI-powered conversion of any website into native Android and iOS apps by managing drafts, uploading assets, and triggering builds through MCP. | No signals yet | No one-command install · Source | |
| 4729 | Unranked | mcp-merge-guardmcp · other | Guards PR merge decisions by validating CI, approvals, conflicts, and branch freshness. | No signals yet | No one-command install · Source | |
| 4730 | Unranked | gemini-video-mcpmcp · other | Hands local video files to Gemini's native video understanding for detailed, timestamped descriptions, and also supports image/media viewing with… | No signals yet | No one-command install · Source | |
| 4731 | Unranked | listonic-mcpmcp · other | Add, edit, and check off items on your Listonic shopping list. | No signals yet | No one-command install · Source | |
| 4732 | Unranked | san-diego-gis-mcpmcp · other | Serves SANDAG/SanGIS regional GIS data from SANDAG's ArcGIS Enterprise portal, enabling natural-language queries for parcels, floodplains, address… | No signals yet | No one-command install · Source | |
| 4733 | Unranked | edinet-mcpmcp · other | Lets AI assistants query normalized financial statements (P/L, B/S, C/F) of 3,634 Japanese listed companies from official EDINET filings, unified… | No signals yet | armory install edinet-mcp --cli claude | |
| 4734 | Unranked | was-stape-mcpmcp · other | Enables AI assistants to manage Stape.io sGTM containers, CAPI Gateways, custom domains, and power-ups via 10 tools. | No signals yet | No one-command install · Source | |
| 4735 | Unranked | eu-vat-validator-viesmcp · other | Validates EU and Northern Ireland VAT numbers against the official VIES service, returning validity, company name and address, and distinguishing… | No signals yet | No one-command install · Source | |
| 4736 | Unranked | utility-belt-mcpmcp · other | Provides deterministic, stateless tools for common data work including JSON, CSV, text, encoding, hashing, IDs, date/time, and number statistics. | No signals yet | No one-command install · Source | |
| 4737 | Unranked | vm-forgeyard-mcpmcp · other | HTTP MCP adapter for requesting VMs and inspecting state. Part of the vm-forgeyard KVM control plane for test and development virtual machines. | No signals yet | No one-command install · Source | |
| 4738 | Unranked | notestoreportmcp · other | Converts rough notes into a citation-grounded report, verifying each claim against source notes and handing off to SuperDocs with a faithfulness… | No signals yet | No one-command install · Source | |
| 4739 | Unranked | hive-mcp-flagmcp · other | Feature flag service for A2A networks with DID-keyed targeting, percentage rollouts, and USDC settlement on Base L2. | No signals yet | No one-command install · Source | |
| 4740 | Unranked | trendforge-mcpmcp · other | Enables querying YouTube gaming opportunity rankings to answer 'what should I record?' by providing tools for top games, game breakdowns with AI video… | No signals yet | No one-command install · Source | |
| 4741 | Unranked | praesagomcp · other | UK property area intelligence: validated trajectory scores, gentrification early-warning and area screening for 2,292 England & Wales postcode… | No signals yet | No one-command install · Source | |
| 4742 | Unranked | mcp-acad-micomcp · other | Assists in writing academic papers by extracting, organizing, and referencing scientific PDFs with ABNT formatting. | No signals yet | No one-command install · Source | |
| 4743 | Unranked | gitbranch-mcpmcp · other | Enables managing a GitBranch stock token portfolio, including buying, selling, swapping tokens, and checking balances. | No signals yet | No one-command install · Source | |
| 4744 | Unranked | furlen-mcpmcp · other | Turns a CSV — or a public dataset named in plain English — into an animated chart video. Every numeric claim in the generated narration is recomputed… | No signals yet | No one-command install · Source | |
| 4745 | Unranked | mansa-african-marketsmcp · other | Live African stock market data from NGX, GSE, NSE, JSE, BRVM, and 8 more exchanges. | No signals yet | No one-command install · Source | |
| 4746 | Unranked | sage-mcp-publicmcp · other | Query Sage Veterinary Imaging's public data including website content, provider directory, pricing, and location details. | No signals yet | No one-command install · Source | |
| 4747 | Unranked | palsaveeditor-mcpmcp · other | Provides read-only access to Pal Save Editor's workflow, safety boundaries, FAQ, and official links for MCP-compatible AI clients. | No signals yet | No one-command install · Source | |
| 4748 | Unranked | osrs-calc-mcpmcp · other | Provides read-only access to OSRS Calc's skill calculators, training plans, FAQ, and official links for Old School RuneScape planning. | No signals yet | No one-command install · Source | |
| 4749 | Unranked | makebracket-mcpmcp · other | Provides read-only access to Make Bracket Online bracket maker features including editor workflows, official links, and FAQ for AI assistants. | No signals yet | No one-command install · Source | |
| 4750 | Unranked | countdowns-online-mcpmcp · other | Provides verified event dates, countdown semantics, and custom countdown sharing from Countdowns Online to MCP-compatible AI clients. | No signals yet | No one-command install · Source | |
| 4751 | Unranked | symbioforgemcp · other | An AI-powered industrial symbiosis platform that autonomously discovers waste-to-resource connections between factories, creates new products from… | No signals yet | No one-command install · Source | |
| 4752 | Unranked | modelmixmcp · other | Enables comparing outputs of 17 large language models side by side, with AI judging, cost and speed analysis. | No signals yet | No one-command install · Source | |
| 4753 | Unranked | fastmcp-science-demomcp · other | Exposes science functions like generating random points and plotting sine waves as MCP tools. | No signals yet | No one-command install · Source | |
| 4754 | Unranked | 1pdfmcp · other | Enables AI assistants to perform PDF operations like merge, split, compress, convert, encrypt, OCR, and summarize using natural language. | No signals yet | No one-command install · Source | |
| 4755 | Unranked | 27-0-mcpmcp · other | Provides read-only access to the 27-0 NRL game knowledge including rules, roster constraints, and official links for MCP-compatible AI clients. | No signals yet | No one-command install · Source | |
| 4756 | Unranked | apple-health-shortcuts-mcp-3mcp · other | Exposes Apple Health data as read-only tools for AI via HTTP MCP. Provides three tools: health_now, health_detail, and health_trends. | No signals yet | No one-command install · Source | |
| 4757 | Unranked | boomerang-wellbeing-plannermcp · other | Generates personalised 12-week wellbeing planners for Australian near-retirees, integrating ABS statistics and providing an interactive journey… | No signals yet | No one-command install · Source | |
| 4758 | Unranked | leavemanagermcp · other | Enables managing employee leave requests including checking balance, applying for leave, and viewing history. | No signals yet | No one-command install · Source | |
| 4759 | Unranked | tripo-studio-mcpmcp · other | Enables interaction with Tripo Studio for 3D model generation, management, and post-processing through natural language, with safety features to… | No signals yet | No one-command install · Source | |
| 4760 | Unranked | nse-mcpmcp · other | Exposes live Indian stock market data from the National Stock Exchange (NSE) via 17 tools covering bulk/block deals, institutional flows, market data… | No signals yet | No one-command install · Source | |
| 4761 | Unranked | was-hubspot-mcpmcp · other | Connects AI assistants to HubSpot CRM, providing tools to manage contacts, companies, deals, and more via natural language. | No signals yet | No one-command install · Source | |
| 4762 | Unranked | genicam-mcpmcp · other | Enumerates, connects, configures, and captures from industrial cameras via the GenICam GenTL standard, exposing the full feature tree without vendor… | No signals yet | No one-command install · Source | |
| 4763 | Unranked | wanakahaus-mcpmcp · other | Booking system for private accomo | No signals yet | No one-command install · Source | |
| 4764 | Unranked | dongnesos-mcpmcp · other | Helps users prepare Korean neighborhood inconvenience reports by classifying issues, explaining evidence, and drafting neutral reports without… | No signals yet | No one-command install · Source | |
| 4765 | Unranked | vivado-mcp-nativemcp · other | Enables AI clients to directly launch, control, and analyze AMD/Xilinx Vivado on Windows and Linux, supporting project management, synthesis… | No signals yet | No one-command install · Source | |
| 4766 | Unranked | agency-opportunity-radarmcp · other | Enables users to research public websites, identify SEO problems, match them to agency services, and score opportunities with evidence. | No signals yet | No one-command install · Source | |
| 4767 | Unranked | us-property-hazard-riskmcp · other | Assesses natural hazard exposure (flood, wildfire, earthquake, coastal proximity) for a single US property address using only free, keyless public… | No signals yet | No one-command install · Source | |
| 4768 | Unranked | parampilot-mcpmcp · other | Enables interaction with ParamPilot's campaign optimization platform via Model Context Protocol, providing tools for campaign management, experiments… | No signals yet | No one-command install · Source | |
| 4769 | Unranked | workflow-generatormcp · other | Architecture diagram with concurrency capacity and bottleneck estimates from any codebase. | No signals yet | No one-command install · Source | |
| 4770 | Unranked | session-vaultmcp · other | Discover, archive, catalog, and verify OpenCode sessions with remote upload support. | No signals yet | No one-command install · Source | |
| 4771 | Unranked | mcp-surface-lintmcp · other | Static checks over an MCP tool surface to find where a caller could do the wrong thing and get no error back. | No signals yet | No one-command install · Source | |
| 4772 | Unranked | survey-builder-ai-mcpmcp · other | Enables creating surveys, validating questions, collecting responses, and generating analysis reports. | No signals yet | No one-command install · Source | |
| 4773 | Unranked | csoai-org-compression-ai-mcpmcp · other | AI-assisted data compression and archive management tools. | No signals yet | No one-command install · Source | |
| 4774 | Unranked | contacts-mcpmcp · other | Enables AI assistants to manage contacts with full CRUD, dedup, merge, import/export, sync with Google/Apple/CardDAV, and git-backed rollback. | No signals yet | No one-command install · Source | |
| 4775 | Unranked | uuid-ai-mcpmcp · other | Generates UUID, ULID, and NanoID identifiers via MCP protocol. | No signals yet | No one-command install · Source | |
| 4776 | Unranked | csoai-org-gardening-ai-mcpmcp · other | Tools for plant care guidance, garden planning, and seasonal growing recommendations. | No signals yet | No one-command install · Source | |
| 4777 | Unranked | mcp-thumbapimcp · other | It generates blogpost images, thumbnails, social post images just from the title. | No signals yet | No one-command install · Source | |
| 4778 | Unranked | web-to-markdown-mcpmcp · other | Fetches a URL and returns the main content as clean Markdown, using plain HTTP when possible and headless Chromium for JavaScript-rendered or… | No signals yet | No one-command install · Source | |
| 4779 | Unranked | csoai-org-crm-ai-mcpmcp · other | AI-powered customer relationship management data integration tools. | No signals yet | No one-command install · Source | |
| 4780 | Unranked | hackscout-mcpmcp · other | Provides hackathon intelligence for builders by analyzing projects to rank best hackathons, target tracks, and differentiate using fit scoring and… | No signals yet | No one-command install · Source | |
| 4781 | Unranked | nanokvm-picoclaw-mcpmcp · other | Enables managing NanoKVM devices via PicoClaw MCP, including status checks, reboots, and macOS recovery key operations, with secure SSH-based relay. | No signals yet | No one-command install · Source | |
| 4782 | Unranked | ai-competitive-research-assistant-nitrostack-mcpmcp · other | Automates competitive research for startup ideas by executing a 7-step pipeline including idea understanding, competitor discovery, profile… | No signals yet | No one-command install · Source | |
| 4783 | Unranked | translator-pro-aimcp · other | Translates text, detects languages, and compares translations across multiple languages using a built-in phrase dictionary. | No signals yet | No one-command install · Source | |
| 4784 | Unranked | test-case-generator-ai-mcpmcp · other | Enables generation of test cases, edge cases, and test matrices for software testing, integrated with MCP protocol and EU AI Act compliance. | No signals yet | No one-command install · Source | |
| 4785 | Unranked | csoai-org-consciousness-engine-mcpmcp · other | Simulation and modeling tools for consciousness-related AI experiments. | No signals yet | No one-command install · Source | |
| 4786 | Unranked | arthamcp · other | Turns any MCP host into a finance & tax copilot for Indian taxpayers, using live keyless data and deterministic advisory. | No signals yet | No one-command install · Source | |
| 4787 | Unranked | healthbridge-mcpmcp · other | Enables cross-hospital patient safety intelligence by detecting drug interactions, allergy conflicts, duplicate procedures, and medicine stock routing… | No signals yet | No one-command install · Source | |
| 4788 | Unranked | docweave-mcpmcp · other | Write and read PDF documents via MCP: generate PDFs from HTML, URLs, or templates, and extract text from PDFs with OCR support. | No signals yet | No one-command install · Source | |
| 4789 | Unranked | resume-fit-scannermcp · other | Analyzes resume text against job descriptions to provide ATS fit scores, missing keywords, and suggestions. | No signals yet | No one-command install · Source | |
| 4790 | Unranked | csoai-org-customer-support-ai-mcpmcp · other | Tools for building and operating AI-powered customer support workflows. | No signals yet | No one-command install · Source | |
| 4791 | Unranked | groupdocs-viewermcp · other | Renders document pages as PNG images and inspects view metadata using GroupDocs.Viewer. | No signals yet | No one-command install · Source | |
| 4792 | Unranked | os-control-mcpmcp · other | Controls a Linux host through structured interfaces like systemd, journald, and D-Bus for service management, journal queries, power operations, and… | No signals yet | No one-command install · Source | |
| 4793 | Unranked | mtg-exportmcp · other | Enables generating Magic: The Gathering proxy PDF sheets from Archidekt decks or text card lists, with configurable image size and caching. | No signals yet | No one-command install · Source | |
| 4794 | Unranked | meegle-cli-mcpmcp · other | Enables interaction with Meegle project management via local CLI, supporting work items, views, charts, teams, and workflows through natural language… | No signals yet | No one-command install · Source | |
| 4795 | Unranked | yt-curator-mcpmcp · other | Enables YouTube playlist curation including inventory, deduplication, merging, and deletion via MCP tools. | No signals yet | No one-command install · Source | |
| 4796 | Unranked | senseimcp · other | Enables Japanese language gap analysis and remediation through adaptive probes, evidence tracking, and prerequisite-aware study queues. | No signals yet | No one-command install · Source | |
| 4797 | Unranked | ninjamcpmcp · other | Provides CryptoNinja character settings and worldview to AI via MCP, enabling fan fiction creation, story writing, and lore queries. | No signals yet | No one-command install · Source | |
| 4798 | Unranked | twt-audio-mcpmcp · other | Converts Twitter/X tweets to spoken audio (MP3) using free Edge-TTS, enabling any MCP-compatible AI assistant to read tweets aloud. | No signals yet | No one-command install · Source | |
| 4799 | Unranked | applicationcontrollermcp · other | Exposes GUI automation tools to control mouse, keyboard, and screen of the local machine via PyAutoGUI. | No signals yet | No one-command install · Source | |
| 4800 | Unranked | lightbringermcp · other | Enables patent management workflows inside AI tools, allowing users to capture and refine inventions, collaborate with attorneys, and access portfolio… | 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.