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 | 22.557 | localforgemcp · back-end | Enables hybrid agentic coding by delegating token-heavy implementation, editing, and test-debug loops to local open-source models while frontier cloud… | 1 star | No one-command install · Source | |
| 2002 | 22.557 | codemodekitmcp · back-end | Enables building safe, programmable Code Mode MCP servers from upstream tool sources, with model-authored TypeScript running in a sandbox and tool… | 1 star | No one-command install · Source | |
| 2003 | 22.557 | lifesignmcp · back-end | Enables AI agents to read real-time device status and health data (battery, location, network) reported from a mobile phone, acting as a single-port… | 1 star | No one-command install · Source | |
| 2004 | 22.557 | israel-hiking-mcpmcp · back-end | An unofficial, read-only MCP server exposing Israel Hiking Map data, currently in early scaffolding with only a placeholder ping tool. | 1 star | No one-command install · Source | |
| 2005 | 22.557 | acedatacloud-shorturlmcp · back-end | URL shortening and management through the AceDataCloud API platform. | 1 star | No one-command install · Source | |
| 2006 | 22.557 | java-jar-decompiler-reverse-engineering-mcp-servermcp · back-end | Enables decompilation and reverse engineering of Java JAR files through multi-engine decompilation, candidate evaluation, Maven project structuring… | 1 star | No one-command install · Source | |
| 2007 | 22.557 | echo-sentiment-mcpmcp · back-end | Provides real-time XLM (Stellar) market sentiment as a tool, computed from a keyless composite of the Crypto Fear & Greed Index, SDEX order-flow… | 1 star | No one-command install · Source | |
| 2008 | 22.557 | inbin-mcpmcp · back-end | Proxies stdio MCP clients to Inbin's remote MCP endpoint, exposing tools to list inboxes, search and retrieve events, and inspect schemas. | 1 star | No one-command install · Source | |
| 2009 | 22.557 | icloud-mcp-2mcp · back-end | Unified Apple/iCloud MCP server for Calendar, Contacts, and Mail using CalDAV, CardDAV, IMAP, and SMTP protocols with app-specific passwords. | 1 star | No one-command install · Source | |
| 2010 | 22.557 | national-parks-mcp-servermcp · back-end | Plan US National Park Service trips — find parks, check alerts and closures, find campgrounds, browse things to do and events via the NPS Data API… | 1 star | No one-command install · Source | |
| 2011 | 22.557 | lcu-mcpmcp · back-end | Provides MCP tools to interact with a running League of Legends client, including REST API calls, live event streaming, and DOM/JavaScript access. | 1 star | No one-command install · Source | |
| 2012 | 22.557 | kiwoom-mcp-servermcp · back-end | Read-only MCP server for Kiwoom Securities, enabling natural language queries of Korean stock market data and account information, including ISA tax… | 1 star | No one-command install · Source | |
| 2013 | 22.557 | fema-mcp-servermcp · back-end | Query FEMA disaster declarations, public assistance grants, housing aid, and NFIP flood insurance claims via MCP. Supports STDIO and Streamable HTTP. | 1 star | No one-command install · Source | |
| 2014 | 22.557 | cyanheads-onebusaway-mcp-servermcp · back-end | Enables querying stops, routes, real-time arrivals, vehicle positions, and schedules from OneBusAway transit APIs via MCP, supporting STDIO or… | 1 star | No one-command install · Source | |
| 2015 | 22.557 | cyanheads-onebusawaymcp · back-end | Provides real-time transit data via OneBusAway APIs — stop and route discovery, GPS-tracked arrival predictions, vehicle positions, and full-day… | 1 star | No one-command install · Source | |
| 2016 | 22.557 | cyanheads-pokeapi-mcp-servermcp · back-end | Look up Pokémon, moves, abilities, items, natures, and type matchups from PokéAPI v2 via MCP. Supports STDIO or Streamable HTTP. | 1 star | No one-command install · Source | |
| 2017 | 22.557 | anonsec-mcp-servermcp · back-end | Provides anonymous email management through Firefox Relay, enabling sending, receiving, and OTP extraction while maintaining privacy and security. | 1 star | No one-command install · Source | |
| 2018 | 22.557 | http-inspectormcp · back-end | HTTP Inspector MCP Server enables sending arbitrary HTTP requests, viewing history via a web panel, and taking screenshots of the panel for AI… | 1 star | No one-command install · Source | |
| 2019 | 22.557 | bevigil-mcp-servermcp · back-end | MCP server that provides AI-native access to BeVigil's OSINT API, enabling mobile app security research and asset discovery through tools for hosts… | 1 star | No one-command install · Source | |
| 2020 | 22.557 | sophos-firewall-mcp-servermcp · back-end | An asynchronous MCP server for Sophos Firewall, enabling AI assistants to manage, audit, and troubleshoot network security infrastructure. | 1 star | No one-command install · Source | |
| 2021 | 22.557 | budget-evaluation-mcpmcp · back-end | MCP server that evaluates engineering budget Excel workbooks against PER budgets, QS estimates, and historical unit rates, producing structured… | 1 star | No one-command install · Source | |
| 2022 | 22.557 | repopilot-mcpmcp · back-end | A production-style Python MCP server bootstrap with a health tool and mocked GitHub API client, though it does not yet implement actual GitHub… | 1 star | No one-command install · Source | |
| 2023 | 22.557 | dart-lsp-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides Dart language analysis capabilities to Claude Code, enabling real-time diagnostics, code… | 1 star | No one-command install · Source | |
| 2024 | 22.557 | scorezilla-mcpmcp · back-end | Official MCP server for Scorezilla (leaderboards for games). Your AI coding assistant can bootstrap a leaderboard, inspect games and boards, read… | 1 star | No one-command install · Source | |
| 2025 | 22.557 | disruption-intelligence-mcpmcp · back-end | Disruption Intelligence MCP gives AI agents access to commercial disruption signals through a public MCP server backed by the hosted Forgemesh API. It… | 1 star | No one-command install · Source | |
| 2026 | 22.557 | parliamentary-nlp-mcpmcp · back-end | MCP server that audits Brazilian parliamentary speeches for hate speech and offensive language using a fine-tuned BERTimbau classifier, returning… | 1 star | No one-command install · Source | |
| 2027 | 22.557 | infobel-api-mcpmcp · back-end | MCP server for the Infobel GetData API, enabling AI agents to search businesses, retrieve records, and browse categories and locations. | 1 star | No one-command install · Source | |
| 2028 | 22.557 | powerbi-mcp-localmcp · back-end | Local-first MCP server for Power BI Desktop automation. Automate semantic model changes, DAX, Power Query, Excel, and report layout from MCP-capable… | 1 star | No one-command install · Source | |
| 2029 | 22.557 | br-eli-mcpmcp · back-end | MCP server for the Brazilian Chamber of Deputies open-data API, enabling search and retrieval of federal legislative bills and their status. | 1 star | No one-command install · Source | |
| 2030 | 22.557 | fr-eli-mcpmcp · back-end | MCP server for querying French legislation and case law via the Legifrance API, enabling search and retrieval of laws, codes, and court decisions with… | 1 star | No one-command install · Source | |
| 2031 | 22.557 | us-eli-mcpmcp · back-end | MCP server for the Congress.gov API that tracks US federal legislative process, providing tools to search bills and get bill details. | 1 star | No one-command install · Source | |
| 2032 | 22.557 | churn-mcp-servermcp · back-end | Enables MCP-aware clients to call the churn-prediction API's predict_churn and check_model_health tools directly, proxying to the existing churn-api… | 1 star | No one-command install · Source | |
| 2033 | 22.557 | anytype-mcp-servermcp · back-end | Enables AI assistants to interact with Anytype knowledge base via natural language, with Docker-based HTTP transport for always-on background… | 1 star | No one-command install · Source | |
| 2034 | 22.557 | perplexity-deep-mcpmcp · back-end | An MCP server that makes Perplexity's Sonar Deep Research usable from MCP clients that enforce a request timeout by using Perplexity's async API. | 1 star | No one-command install · Source | |
| 2035 | 22.557 | system-explorer-mcpmcp · back-end | Read-only MCP server for observing Linux hosts (systemd, ZFS, Docker, VMs, network, hardware, NixOS) as a graph of objects with provenance. Provides… | 1 star | No one-command install · Source | |
| 2036 | 22.557 | fhir-patient-consent-mcp-servermcp · back-end | Enables natural-language queries about a patient, their insulin pump or other devices, and consent to share their data, with answers retrieved in real… | 1 star | No one-command install · Source | |
| 2037 | 22.557 | mcp-proofmcp · back-end | Audits any MCP server (stdio or Streamable HTTP, legacy or modern era) with wire-level conformance, security, and behavior-regression checks… | 1 star | No one-command install · Source | |
| 2038 | 22.557 | gsheets-mcpmcp · back-end | A local MCP server that lets Claude read and write Google Sheets through the Google Sheets API v4, using OAuth2 authentication with your own Google… | 1 star | No one-command install · Source | |
| 2039 | 22.557 | mcp-on-my-sampmcp · back-end | Enables AI agents to start, control, and verify local open.mp/SA-MP game servers via MCP stdio, using a headless RakClient to send allowed slash… | 1 star | No one-command install · Source | |
| 2040 | 22.557 | snapbackmcp · back-end | Analyzes code changes for security vulnerabilities, dangerous APIs, dependency issues, and configuration problems using multiple analysis plugins with… | 1 star | No one-command install · Source | |
| 2041 | 22.557 | llama-memorymcp · back-end | Provides persistent history and semantic memory for llama-server, enabling cross-session recall and memory management through MCP tools. | 1 star | No one-command install · Source | |
| 2042 | 22.557 | biz-guardmcp · back-end | MCP server that enforces critical business invariants on AI-generated code changes, providing deterministic, evidence-backed ALLOW/BLOCK decisions… | 1 star | No one-command install · Source | |
| 2043 | 22.557 | xiaojiou176-provenotemcp · back-end | First-party MCP server for drafts, research threads, auditable runs, and knowledge search. | 1 star | No one-command install · Source | |
| 2044 | 22.557 | cyanheads-noaa-marine-mcp-servermcp · back-end | Find NOAA tide stations and NDBC buoys, fetch tide predictions, water levels, tidal currents, and live buoy conditions via MCP. | 1 star | No one-command install · Source | |
| 2045 | 22.557 | cyanheads-openfoodfacts-mcp-servermcp · back-end | Look up food products by barcode, search by ingredient or nutrition filter, compare products side-by-side, and browse the canonical tag vocabulary via… | 1 star | No one-command install · Source | |
| 2046 | 22.557 | cyanheads-reference-data-mcp-servermcp · back-end | Look up countries, timezones, periodic table elements, physical constants, units, HTTP status codes, and MIME types via MCP. STDIO or Streamable HTTP. | 1 star | No one-command install · Source | |
| 2047 | 22.557 | ourairports-mcp-servermcp · back-end | Resolve airport codes (IATA/ICAO/GPS/local), search airports, find the nearest by coordinate, and look up runways, navaids, and radio frequencies from… | 1 star | No one-command install · Source | |
| 2048 | 22.557 | cyanheads-noaa-spaceweather-mcp-servermcp · back-end | Query NOAA SWPC space weather data including geomagnetic storm scales, Kp index, aurora forecasts, solar wind, solar activity, and alerts via MCP… | 1 star | No one-command install · Source | |
| 2049 | 22.557 | cyanheads-cpsc-recalls-mcp-servermcp · back-end | Search and retrieve US consumer product recalls from the CPSC (Consumer Product Safety Commission) via MCP, with STDIO or Streamable HTTP. | 1 star | No one-command install · Source | |
| 2050 | 22.557 | cyanheads-exchange-rates-mcp-servermcp · back-end | Convert currencies, get FX rates, and query historical ECB exchange rate data via MCP. | 1 star | No one-command install · Source | |
| 2051 | 22.557 | wsdot-mcp-servermcp · back-end | Query WA highway conditions, ferry schedules, vessel locations, toll rates, border waits, and alerts via MCP. | 1 star | No one-command install · Source | |
| 2052 | 22.557 | cyanheads-nws-weather-mcp-servermcp · back-end | Get US weather forecasts, active alerts, and current observations via the National Weather Service API. | 1 star | No one-command install · Source | |
| 2053 | 22.557 | cyanheads-nws-weathermcp · back-end | Real-time US weather data via the National Weather Service API — forecasts, alerts, and observations. | 1 star | No one-command install · Source | |
| 2054 | 22.557 | cyanheads-openchargemap-mcp-servermcp · back-end | Find EV charging stations by location and connector, get full station detail, resolve reference IDs, and read community reliability check-ins via MCP. | 1 star | No one-command install · Source | |
| 2055 | 22.557 | cyanheads-reliefweb-mcp-servermcp · back-end | An MCP server to search and retrieve humanitarian reports, disasters, jobs, training, and country profiles from ReliefWeb via STDIO or Streamable… | 1 star | No one-command install · Source | |
| 2056 | 22.557 | kanban-zone-mcp-servermcp · back-end | Enables AI assistants to manage Kanban Zone workspaces via 23 tools for boards, cards, comments, checklists, and tasks. | 1 star | No one-command install · Source | |
| 2057 | 22.557 | sudnokontrol-mcpmcp · back-end | Enables searching Ukrainian national vessel registries by registration number, name, or owner, retrieving full vessel records, and querying registry… | 1 star | No one-command install · Source | |
| 2058 | 22.557 | gbif-biodiversity-mcp-servermcp · back-end | Search GBIF species taxonomy, occurrence records, datasets, and publishers via MCP. | 1 star | No one-command install · Source | |
| 2059 | 22.557 | usda-mcp-servermcp · back-end | Enables searching USDA foods, comparing nutrients, and accessing the full FoodData Central database via MCP tools and resources. | 1 star | No one-command install · Source | |
| 2060 | 22.557 | cyanheads-chembl-mcp-servermcp · back-end | Link compounds to protein targets, rank bioactivity (IC50/Ki/EC50), and look up drug mechanisms and indications over ChEMBL via MCP. | 1 star | No one-command install · Source | |
| 2061 | 22.557 | binance-mcp-servermcp · back-end | Provides Binance futures market data, trading capabilities, and technical indicators to AI assistants through the Model Context Protocol. | 1 star | No one-command install · Source | |
| 2062 | 22.557 | cituna-mcp-servermcp · back-end | Brings Cituna's AI visibility tracking, audits, and Google Search Console data into Claude via MCP. | 1 star | No one-command install · Source | |
| 2063 | 22.557 | atproto-mcp-servermcp · back-end | An MCP server for interacting with the AT Protocol (ATProto) ecosystem, including Bluesky, providing tools for identity, profiles, and social… | 1 star | No one-command install · Source | |
| 2064 | 22.557 | smartcutmcp · back-end | SmartCut is a hosted cutting-optimisation API. It turns a list of parts and available stock into machine-ready cutting patterns for sheet materials… | 1 star | No one-command install · Source | |
| 2065 | 22.557 | deskcert-mcp-servermcp · back-end | Exposes a run_suite tool to evaluate whether an AI agent is safe to operate internal web apps, scoring task completion and forbidden-action violations… | 1 star | No one-command install · Source | |
| 2066 | 22.557 | heumcp · back-end | Manages HEU Legal e-signature documents, prompts signers, and downloads signed PDFs via API. | 1 star | No one-command install · Source | |
| 2067 | 22.557 | savee-mcp-servermcp · back-end | Enables conversational access to your saved visual inspiration on Savee, including listing saves, boards, feeds, searching the public library, and… | 1 star | No one-command install · Source | |
| 2068 | 22.557 | hapi-mcp-servermcp · back-end | Enables developers to define, expose, and consume APIs using the Model Context Protocol with API-first design, built on OpenAPI specifications for… | 1 star | No one-command install · Source | |
| 2069 | 22.557 | abb-robotstudio-mcp-servermcp · back-end | MCP server for ABB RobotStudio and robot controllers, exposing 55 tools via SDK and RWS transports for simulation, programming, and monitoring. | 1 star | No one-command install · Source | |
| 2070 | 22.557 | databricks-domo-migration-accelerator-mcp-servermcp · back-end | Enables conversational assessment and migration of Domo estates to Databricks, allowing AI clients to discover, analyze, and transpile Domo assets… | 1 star | No one-command install · Source | |
| 2071 | 22.557 | cricketstudio-mcpmcp · back-end | 29 MCP tools for IPL 2026, IPL historical (18 seasons), and Major League Cricket. Free, no API key. | 1 star | No one-command install · Source | |
| 2072 | 22.557 | cx-programmer-mcpmcp · back-end | MCP server for editing OMRON CX-Programmer ladder logic projects, supporting sections, rungs, symbols, and program validation via natural language. | 1 star | No one-command install · Source | |
| 2073 | 22.557 | signalintmcp · back-end | Signalint is an MCP server that provides JavaScript and TypeScript diagnostics by running Oxlint, TypeScript, and optionally Biome, with caching… | 1 star | No one-command install · Source | |
| 2074 | 22.557 | pymemsim-mcpmcp · back-end | Exposes membrane simulation capabilities through an MCP server, enabling gas hollow-fiber membrane simulations with dynamic thermodynamic model… | 1 star | No one-command install · Source | |
| 2075 | 22.557 | groupdocs-comparison-mcp-servermcp · back-end | Enables AI agents to compare documents, analyze changes, and retrieve document info using GroupDocs.Comparison. Supports various formats and includes… | 1 star | No one-command install · Source | |
| 2076 | 22.557 | modelforgemcp · back-end | Financial model factory MCP server: turns a spec into a live-formula Excel workbook. 14 templates (LBO, DCF, M\&A, IPO, restructuring, project… | 1 star | No one-command install · Source | |
| 2077 | 22.557 | agentdomains-mcp-servermcp · back-end | Enables MCP-speaking agents to claim and manage free subdomains under makes.fyi or agentdomains.co, including DNS records, HTTPS, URL forwarding… | 1 star | No one-command install · Source | |
| 2078 | 22.557 | utel-mcpmcp · back-end | An MCP server that wraps the UTEL IP-telephony REST API as MCP tools, enabling LLM agents to make authenticated HTTP requests to the UTEL API via a… | 1 star | No one-command install · Source | |
| 2079 | 22.557 | docuqueue-mcp-servermcp · back-end | Enables creating professional documents (invoices, contracts, certificates, proposals, reports) via the DocuQueue API, with tools for template… | 1 star | No one-command install · Source | |
| 2080 | 22.557 | printqueueapp-mcp-servermcp · back-end | Enables managing a print queue for office documents via a WinUI GUI, supporting file drag-and-drop, queue status, and printing through MCP tools. | 1 star | No one-command install · Source | |
| 2081 | 22.557 | mapbox-docsmcp · back-end | Provides AI assistants with instant access to Mapbox documentation, API references, SDK docs, and code examples. | 1 star | No one-command install · Source | |
| 2082 | 22.557 | guarftrain-mcp-servermcp · back-end | Enables external agents to monitor and control ML training runs via 35 MCP tools. Covers training status, checkpoints, experiments, recovery, and… | 1 star | No one-command install · Source | |
| 2083 | 22.557 | mcp-canada-tendersmcp · back-end | Access Canada government procurement opportunities from CanadaBuys open data, enabling tender searches and procurement monitoring without an API key. | 1 star | No one-command install · Source | |
| 2084 | 22.557 | mcp-clevelandartmcp · back-end | Enables querying the Cleveland Museum of Art's open access API to search artworks by filters like type, artist, and CC0 status, retrieve details by… | 1 star | No one-command install · Source | |
| 2085 | 22.557 | pipeworx-data-nymcp · back-end | Query the New York State open-data portal (data.ny.gov) for government datasets via the Socrata API. | 1 star | No one-command install · Source | |
| 2086 | 22.557 | mcp-data-nymcp · back-end | MCP server for accessing data.ny.gov datasets via the Socrata Open Data API, enabling search, query, metadata retrieval, and column value exploration. | 1 star | No one-command install · Source | |
| 2087 | 22.557 | mcp-data-oregonmcp · back-end | Enables searching, querying, and retrieving metadata from Oregon Open Data (data.oregon.gov) via the Socrata SoQL API, with no API key required. | 1 star | No one-command install · Source | |
| 2088 | 22.557 | mcp-decodomcp · back-end | Enables web scraping via the Decodo API, providing AI agents with access to data extraction through the Pipeworx MCP gateway. | 1 star | No one-command install · Source | |
| 2089 | 22.557 | pipeworx-geomcp · back-end | Provides geographic utilities including IP geolocation, postal code lookup, and timezone data via free public APIs. | 1 star | No one-command install · Source | |
| 2090 | 22.557 | mcp-gitlab-publicmcp · back-end | Wraps GitLab's public REST API v4 to allow AI agents to interact with GitLab public data without authentication. | 1 star | No one-command install · Source | |
| 2091 | 22.557 | mcp-housing-intelmcp · back-end | Chains FRED, BLS, ATTOM, and HUD APIs to provide housing intelligence data through a single MCP server. | 1 star | No one-command install · Source | |
| 2092 | 22.557 | context7-account-brokermcp · back-end | A drop-in Context7 MCP proxy that manages multiple API keys, balancing quota usage, caching responses, and providing failover for the standard… | 1 star | No one-command install · Source | |
| 2093 | 22.557 | mcp-nytmcp · back-end | Wraps The New York Times Developer APIs, enabling natural language querying of NYT data through the Pipeworx MCP gateway. | 1 star | No one-command install · Source | |
| 2094 | 22.557 | pipeworx-opendata-canadamcp · back-end | Searches Canada's national open data catalogue via the CKAN API on open.canada.ca. | 1 star | No one-command install · Source | |
| 2095 | 22.557 | mcp-va-museummcp · back-end | MCP server for querying the Victoria and Albert Museum (V\&A) collections via natural language or direct tool calls. | 1 star | No one-command install · Source | |
| 2096 | 22.557 | mcp-sports-game-oddsmcp · back-end | Wraps the Sports Game Odds API to provide sports game odds data through natural language queries. | 1 star | No one-command install · Source | |
| 2097 | 22.557 | pipeworx-stackexchangemcp · back-end | Wraps the StackExchange API v2.3 for searching questions, answers, and tags across Stack Overflow and sister sites. | 1 star | No one-command install · Source | |
| 2098 | 22.557 | mcp-stackexchangemcp · back-end | Wraps the StackExchange API v2.3 to enable reading StackExchange data (questions, answers, etc.) without authentication. Allows AI agents to query… | 1 star | No one-command install · Source | |
| 2099 | 22.557 | pipeworx-io-wordsmcp · back-end | Word finding and linguistic data via the Datamuse API — find words by meaning, rhymes, sounds-like, and contextual associations. | 1 star | No one-command install · Source | |
| 2100 | 22.557 | pipeworx-io-zenquotesmcp · back-end | Inspirational quotes via the ZenQuotes API — fetch random quotes, quotes by author, and today's featured quote. | 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.