Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3901 | 32.180 | wts-bupt-unofficial-mcpmcp · back-end | Unofficial MCP server for BUPT mobile academic system, enabling querying of today's empty classrooms, course schedules, and combined overview. | 2 stars | No one-command install · Source | |
| 3902 | 32.180 | information-mcp-servermcp · back-end | HandaaS的MCP服务器，提供全域资讯搜索、企业新闻、行业资讯、主题跟踪和企业动态监控能力，帮助用户开展行业研究和舆情分析。 | 2 stars | No one-command install · Source | |
| 3903 | 32.180 | goods-mcp-servermcp · back-end | 提供商品搜索、画像、品牌、价格、渠道和销售趋势分析能力，帮助用户开展选品、竞品研究和电商经营分析。 | 2 stars | No one-command install · Source | |
| 3904 | 32.180 | mcp-traits-matchermcp · back-end | A personality analysis server that creates persons with traits, adds descriptions to update personality, and finds matches for job descriptions using… | 2 stars | No one-command install · Source | |
| 3905 | 32.180 | sovereign-mcpmcp · back-end | A self-hosted MCP server offering provider-independent AI routing, deterministic verification, and cryptographically signed, tamper-evident audit… | 2 stars | No one-command install · Source | |
| 3906 | 32.180 | snapkitty-clojure-lisp-bridgemcp · back-end | An archived, unsafe MCP server with critical security vulnerabilities, classified as a pump and dump operation. Do not use in production. | 2 stars | No one-command install · Source | |
| 3907 | 32.180 | relayer-mcpmcp · back-end | Install and manage a self-hosted XNS Relayer — S3-compatible distributed object storage — conversationally over stdio. 15 tools cover prerequisites… | 2 stars | No one-command install · Source | |
| 3908 | 32.180 | hardware-loggingmcp · back-end | MCP server for embedded board debugging, providing structured serial capture, crash decoding, and flash-safe port arbitration via bounded CLI and MCP… | 2 stars | No one-command install · Source | |
| 3909 | 32.180 | opendextermcp · back-end | An MCP server that enables AI agents to search, pay for, and call paid APIs using the x402 protocol, with automatic USDC settlement. | 2 stars | No one-command install · Source | |
| 3910 | 32.180 | tms-development-wizardmcp · back-end | Enables rapid exploration and integration of Omelet's Routing Engine and iNavi's Maps API for building Transport Management Systems, providing… | 2 stars | No one-command install · Source | |
| 3911 | 32.180 | gha-intel-mcpmcp · back-end | MCP server that analyzes GitHub Actions workflow performance, audits configuration for optimization, and provides billing and cache usage insights. | 2 stars | No one-command install · Source | |
| 3912 | 32.180 | household-account-bookmcp · back-end | Provides AI agents with a headless personal accounting system via REST API and MCP stdio, enabling account management, transaction recording… | 2 stars | No one-command install · Source | |
| 3913 | 32.180 | diepi-mcpmcp · back-end | MCP server for natural-language daily stock/ETF strategy backtesting. It provides constrained tools for strategy specification, data validation… | 2 stars | No one-command install · Source | |
| 3914 | 32.180 | pandadoc-mcp-servermcp · back-end | What is PandaDoc MCP? PandaDoc MCP (Model Context Protocol) server connects AI agents directly to PandaDoc's document workflow — creating, sending… | 2 stars | No one-command install · Source | |
| 3915 | 32.180 | rb209-mcpmcp · back-end | MCP server that exposes the AHDB RB209 Nutrient Management Guide Web API v2 as tools, enabling nutrient planning and access to all 97 endpoints. | 2 stars | No one-command install · Source | |
| 3916 | 32.180 | ookcite-mcp-servermcp · back-end | An MCP server that validates DOIs, formats citations, manages bibliography collections, and catches fabricated references, returning citation metadata… | 2 stars | No one-command install · Source | |
| 3917 | 32.180 | microsoft-events-mcp-servermcp · back-end | Enables AI assistants to search, filter, and analyze Microsoft events (conferences, workshops, webinars) using the Microsoft Events API. | 2 stars | No one-command install · Source | |
| 3918 | 32.180 | broker-mcp-demomcp · back-end | A demo MCP server for broker operations, providing tools for market quotes, positions/assets/orders, order placement, and knowledge-base search. It… | 2 stars | No one-command install · Source | |
| 3919 | 32.180 | super-productivity-rest-mcpmcp · back-end | Enables natural-language control of Super Productivity tasks, projects, and tags via MCP tools that bridge to the app's local REST API. | 2 stars | No one-command install · Source | |
| 3920 | 32.180 | korea-data-mcpmcp · back-end | MCP server providing normalized JSON APIs for Korean public data, including holidays, business days, and real estate transactions. | 2 stars | No one-command install · Source | |
| 3921 | 32.180 | leadenrich-mcp-servermcp · back-end | Waterfall lead enrichment for AI agents. Cascades through Apollo, Clearbit, and Hunter to build the most complete lead profile in a single call. | 2 stars | No one-command install · Source | |
| 3922 | 32.180 | xerno42-helldivers-2mcp · back-end | Live Helldivers 2 galactic war data via a public remote MCP endpoint — no setup required. | 2 stars | No one-command install · Source | |
| 3923 | 32.180 | mcp-trinomcp · back-end | A Model Context Protocol server enabling AI assistants to query and explore data warehouses via Trino, with optional semantic context from metadata… | 2 stars | No one-command install · Source | |
| 3924 | 32.180 | cyanheads-guardian-mcp-servermcp · back-end | Search, browse, and retrieve full article text from The Guardian's journalism archive (1999–present) via MCP with three tools. | 2 stars | No one-command install · Source | |
| 3925 | 32.180 | pz-mcp-servermcp · back-end | MCP server for Project Zomboid mod development, offering tools to search the game's Java API, access vanilla game files, and scaffold/validate mod… | 2 stars | No one-command install · Source | |
| 3926 | 32.180 | dangerous-skills-mcpmcp · back-end | A TypeScript MCP server delivering a vendored 'dangerous skills' corpus and adversarial fixtures over MCP for security-research testing, supporting… | 2 stars | No one-command install · Source | |
| 3927 | 32.180 | mcp-skills-registrymcp · back-end | A monorepo MCP server that aggregates multiple sub-servers under a single HTTP endpoint, routing by path, and supports static skills registry with… | 2 stars | No one-command install · Source | |
| 3928 | 32.180 | suwayomi-mcp-servermcp · back-end | Enables AI assistants to manage a self-hosted Suwayomi manga library through natural language, including searching, adding titles, and downloading… | 2 stars | No one-command install · Source | |
| 3929 | 32.180 | tmux-mcp-servermcp · back-end | MCP server for tmux enabling AI assistants to manage tmux sessions, windows, panes, layouts, and execute commands securely through natural language… | 2 stars | No one-command install · Source | |
| 3930 | 32.180 | macos-mcp-servermcp · back-end | Control macOS system settings, apps, windows, audio, displays, screenshots, and Focus mode via MCP. | 2 stars | No one-command install · Source | |
| 3931 | 32.180 | cyanheads-stackexchange-mcp-servermcp · back-end | Search Stack Exchange questions, fetch complete Q&A threads as clean markdown, browse tag FAQs, and look up user profiles via MCP. | 2 stars | No one-command install · Source | |
| 3932 | 32.180 | cyanheads-socrata-mcp-servermcp · back-end | Search and query government open-data portals (Socrata SODA API) via MCP. | 2 stars | No one-command install · Source | |
| 3933 | 32.180 | fast-webfetch-mcpmcp · back-end | A high-performance MCP server for web fetching in Claude Code using Firecrawl backend with automatic fallback. | 2 stars | No one-command install · Source | |
| 3934 | 32.180 | mcp-codamcp · back-end | Enables AI assistants to interact with Coda docs, pages, tables, rows, formulas, and more via the Coda API, offering 54 tools, 12 resources, and 5… | 2 stars | No one-command install · Source | |
| 3935 | 32.180 | gh-vish288-codamcp · back-end | Comprehensive Coda API integration with 54 tools covering docs, pages, tables, rows, and analytics. | 2 stars | No one-command install · Source | |
| 3936 | 32.180 | game-debug-mcpmcp · back-end | Read-only MCP server that analyzes saved frame buffers, traces, and capture receipts to pinpoint the earliest provable divergence and plan the… | 2 stars | No one-command install · Source | |
| 3937 | 32.180 | redbark-mcp-servermcp · back-end | Connect AI agents to your Australian bank and global brokerage data — live balances, transactions, holdings, and trades over the Model Context… | 2 stars | No one-command install · Source | |
| 3938 | 32.180 | xlsx-tools-mcpmcp · back-end | MCP server for accurately reading and writing Excel .xlsx files while preserving structure, styles, and formulas. Provides tools for inspecting… | 2 stars | No one-command install · Source | |
| 3939 | 32.180 | wrg-11-wrg-sigma-rulesmcp · back-end | Sigma detection rule writing, validation, and conversion (Splunk/Elastic/Kibana/Wazuh) via 3 MCP tools (`draft_rule`, `validate_rule`, `convert_rule`)… | 2 stars | No one-command install · Source | |
| 3940 | 32.180 | shodai-agreementsmcp · back-end | MCP server for defining, validating, deploying, and operating Shodai machine-readable agreements with EIP-712 permit preparation, signed participant… | 2 stars | No one-command install · Source | |
| 3941 | 32.180 | savvly-mcpmcp · back-end | MCP server for the SEC-registered Savvly Longevity Benefit Fund: product info, Savvly-vs-alternative comparisons, eligibility checks, an… | 2 stars | No one-command install · Source | |
| 3942 | 32.180 | partner-center-mcpmcp · back-end | An MCP server that helps you build against the Partner Center REST API, providing scenario discovery, REST examples, authentication guidance, and… | 2 stars | No one-command install · Source | |
| 3943 | 32.180 | io-github-zengineco-gonzalgomcp · back-end | Enables auditing formal libraries (Lean 4/Mathlib and Metamath) to trace axiom dependencies, find theorems resting on sorry or compiler trust, and… | 2 stars | No one-command install · Source | |
| 3944 | 32.180 | vela-mcpmcp · back-end | MCP server that exposes Vela RemotePC endpoints as tools, allowing AI clients to control the host system. | 2 stars | No one-command install · Source | |
| 3945 | 32.180 | keil5-mcp-servermcp · back-end | Enables AI coding agents to build, flash, debug, and read feedback from STM32 development projects in Keil MDK, forming a closed loop to automatically… | 2 stars | No one-command install · Source | |
| 3946 | 32.180 | mal-mcpmcp · back-end | MCP server for MyAnimeList that enables searching anime/manga, getting details, rankings, seasons, characters, reviews, and user profiles without… | 2 stars | No one-command install · Source | |
| 3947 | 32.180 | mcp-security-frameworkmcp · back-end | Enables creation of secure-by-default MCP servers with 5-layer validation to protect against injection, path traversal, and other attack vectors. | 2 stars | No one-command install · Source | |
| 3948 | 32.180 | linkedin-sales-nav-mcpmcp · back-end | Enables AI assistants to search LinkedIn Sales Navigator contacts and accounts by driving a real logged-in browser and capturing Sales Navigator's own… | 2 stars | No one-command install · Source | |
| 3949 | 32.180 | canvas-student-mcpmcp · back-end | Read-only MCP server for Canvas LMS that works without API tokens by using session cookies, enabling AI assistants to access courses, assignments… | 2 stars | No one-command install · Source | |
| 3950 | 32.180 | cyanheads-smithsonian-mcp-servermcp · back-end | Enables searching 14.5M Smithsonian Open Access objects, retrieving CC0 images, and exploring museum collections via MCP with 6 tools. | 2 stars | No one-command install · Source | |
| 3951 | 32.180 | cyanheads-faa-aircraft-registry-mcp-servermcp · back-end | Enables offline lookup and search of the US civil aircraft registry by N-number, owner, type, or state, returning detailed aircraft and ownership… | 2 stars | No one-command install · Source | |
| 3952 | 32.180 | cyanheads-openaq-mcp-servermcp · back-end | Find air-quality monitoring stations, read latest sensor values, and pull historical pollutant series via MCP. | 2 stars | No one-command install · Source | |
| 3953 | 32.180 | cyanheads-paleobiology-mcp-servermcp · back-end | Search fossil occurrences, resolve taxon fossil ranges, plot diversity through deep time, and look up the geologic time scale via MCP. | 2 stars | No one-command install · Source | |
| 3954 | 32.180 | cyanheads-treasury-fiscaldata-mcp-servermcp · back-end | Query US Treasury national debt, interest rates, exchange rates, and fiscal datasets via MCP with STDIO or Streamable HTTP. | 2 stars | No one-command install · Source | |
| 3955 | 32.180 | cyanheads-who-gho-mcp-servermcp · back-end | Query WHO Global Health Observatory data — 3,059 indicators across 194 member states with country, region, year, and sex filters via MCP. | 2 stars | No one-command install · Source | |
| 3956 | 32.180 | openai-vision-mcp-servermcp · back-end | Enables image analysis via OpenAI-compatible vision APIs, supporting local files, URLs, and base64 inputs with intelligent tiling for high-resolution… | 2 stars | No one-command install · Source | |
| 3957 | 32.180 | frankfurter-mcpmcp · back-end | MCP server for the Frankfurter exchange-rate API, enabling currency conversion and rate queries. | 2 stars | No one-command install · Source | |
| 3958 | 32.180 | frankfurtermcp · back-end | Get blended exchange rates from 55+ central banks via the Frankfurter open API. | 2 stars | No one-command install · Source | |
| 3959 | 32.180 | cyanheads-aviation-weather-mcp-servermcp · back-end | Fetch METARs, TAFs, PIREPs, and SIGMETs/AIRMETs from the NWS Aviation Weather Center via MCP. | 2 stars | No one-command install · Source | |
| 3960 | 32.180 | nonprofit-explorer-mcp-servermcp · back-end | Search and explore 1.8M+ US nonprofits, fetch Form 990 financials, and access IRS filing history via MCP. | 2 stars | No one-command install · Source | |
| 3961 | 32.180 | securecode-mcpmcp · back-end | Standalone MCP server that provides security scanning, project mapping, and vulnerability fix generation to AI coding assistants. | 2 stars | No one-command install · Source | |
| 3962 | 32.180 | synapse-rmcpmcp · back-end | MCP server and CLI for host and container operations, enabling Docker and Compose control, SSH, host inspection, logs, ZFS, and safe file transfer. It… | 2 stars | No one-command install · Source | |
| 3963 | 32.180 | unifi-rmcpmcp · back-end | MCP server and CLI for UniFi Network controllers: clients, devices, WLANs, firewall, and health over stdio or streamable HTTP, with auth. | 2 stars | No one-command install · Source | |
| 3964 | 32.180 | leveamcp · back-end | AI video editor for autonomous clip generation, captioning, reframing, and export via cloud API. | 2 stars | No one-command install · Source | |
| 3965 | 32.180 | ugc-vzmcp · back-end | Enables searching the DACH UGC creator directory, viewing public creator profiles, and triggering brand outreach requests—all via MCP tools with no… | 2 stars | No one-command install · Source | |
| 3966 | 32.180 | chess-engine-mcp-servermcp · back-end | Enables AI assistants to perform professional-grade chess analysis using Stockfish and optionally Leela Chess Zero, including position analysis, full… | 2 stars | No one-command install · Source | |
| 3967 | 32.180 | isingq-mcpmcp · back-end | MCP server for modeling optimization problems as QUBO and solving them via IsingQ cloud with local validation and user confirmation. | 2 stars | No one-command install · Source | |
| 3968 | 32.180 | scala-mcp-servermcp · back-end | MCP server for S.C.A.L.A. Score API — search and retrieve data on 244M+ companies across 50+ countries. Tools for company lookup by name/VAT/ID, NACE… | 2 stars | No one-command install · Source | |
| 3969 | 32.180 | mcp-libretranslatemcp · back-end | Provides open-source machine translation capabilities, including language detection and listing supported languages, via a customizable LibreTranslate… | 2 stars | No one-command install · Source | |
| 3970 | 32.180 | globus-mcp-servermcp · back-end | Enables AI agents to perform federated data transfers and remote code execution on HPC endpoints via Globus, wrapping the Globus CLI and Globus… | 2 stars | No one-command install · Source | |
| 3971 | 32.180 | daedal-mapmcp · back-end | Remote MCP server for geographic data. Free and x402 paid packs all normalized for cross domain joins. Start with get_catalog, then get_pack for… | 2 stars | No one-command install · Source | |
| 3972 | 32.180 | ytdl-rmcpmcp · back-end | MCP server and CLI for yt-dlp to search and download media, embed metadata and cover art, and deliver to local, SSH, rclone, or Plex targets. | 2 stars | No one-command install · Source | |
| 3973 | 32.180 | mcp-b24mcp · back-end | A complete MCP server over the Bitrix24 REST API, enabling CRM, tasks, chats, files, calendar, HR, smart processes, mail, telephony, business… | 2 stars | No one-command install · Source | |
| 3974 | 32.180 | mcp-iva-mcumcp · back-end | Enables AI agents to manage video conferencing through the IVA MCU platform, including conferences, chats, users, and integrations via Clients… | 2 stars | No one-command install · Source | |
| 3975 | 32.180 | fiji-mcp-servermcp · back-end | Enables AI agents to control Fiji/ImageJ for microscopy image analysis through natural language commands, supporting operations like image opening… | 2 stars | No one-command install · Source | |
| 3976 | 32.180 | living-memory-enginemcp · back-end | A persistent world your agents share across sessions and models. MCP memory server with semantic memory retrieval, cross-agent handoff, a hosted… | 2 stars | No one-command install · Source | |
| 3977 | 32.180 | creatordb-mcp-servermcp · back-end | Exposes the CreatorDB V3 API as 42 tools for creator search, profile data, sponsor intelligence, and content search across YouTube, Instagram, and… | 2 stars | No one-command install · Source | |
| 3978 | 32.180 | ncloud-mcp-servermcp · back-end | Enables natural language management of Naver Cloud Platform infrastructure, covering over 60 services and 1,000+ API tools. | 2 stars | No one-command install · Source | |
| 3979 | 32.180 | ellmos-ai-n8n-managermcp · back-end | Manage n8n workflows with multi-server support, execution history, and import/export capabilities. | 2 stars | No one-command install · Source | |
| 3980 | 32.180 | casee-intelligence-mcp-servermcp · back-end | Enables AI agents to retrieve real-time, trusted-source competitive intelligence from the CaSee platform, offering tools for source search, trend… | 2 stars | No one-command install · Source | |
| 3981 | 32.180 | apocdata-mcp-servermcp · back-end | Provides 46 no-authentication A-share (Chinese stock market) data tools covering quotes, financials, capital flows, sectors, announcements, macro… | 2 stars | No one-command install · Source | |
| 3982 | 32.180 | senti-mcp-servermcp · back-end | A Model Context Protocol server that lets AI assistants read trading data from the Senti Quant Public API, currently supporting listing MT5 accounts. | 2 stars | No one-command install · Source | |
| 3983 | 32.180 | k-heamcp · back-end | Kāhea is a local-first MCP server that enables coding agents to inspect API descriptions, plan exact requests, grant precise capabilities, and invoke… | 2 stars | No one-command install · Source | |
| 3984 | 32.180 | gstd-a2a-mcp-servermcp · back-end | Enables AI agents to participate in a decentralized network, earn GSTD tokens by performing computational tasks, and communicate via the A2A protocol. | 2 stars | No one-command install · Source | |
| 3985 | 32.180 | understand-anything-mcp-servermcp · back-end | Enables AI assistants to deeply understand codebases via Knowledge Graphs, supporting fuzzy search, architecture layer queries, call chain tracing… | 2 stars | No one-command install · Source | |
| 3986 | 32.180 | source-pack-mcpmcp · back-end | An MCP server that builds structured research source packs for a topic, extracting verified facts, quotes, numbers, dates, and primary links with a… | 2 stars | No one-command install · Source | |
| 3987 | 32.180 | obsidian-github-mcpmcp · back-end | A Model Context Protocol server that gives AI agents bounded, auditable access to propose changes to an Obsidian vault stored in GitHub, with… | 2 stars | No one-command install · Source | |
| 3988 | 32.180 | dsh-quant-data-mcpmcp · back-end | An MCP server providing A-share market data tools (daily OHLCV, real-time quotes, financials, northbound capital flow, sector lists) with zero… | 2 stars | No one-command install · Source | |
| 3989 | 32.180 | calypso-multimodal-rag-mcp-servermcp · back-end | A hosted multimodal RAG MCP server that enables natural language queries over text and visual content (PDFs, images, etc.) with verifiable citations… | 2 stars | No one-command install · Source | |
| 3990 | 32.180 | suno-hmnn-mcpmcp · back-end | A FastMCP server that provides full programmatic access to Suno Premier features, including music generation, clip extension, stem separation, and… | 2 stars | No one-command install · Source | |
| 3991 | 32.180 | ordinals-mcpmcp · back-end | A Bitcoin Ordinals MCP server with 24 tools covering inscriptions, runes, BRC-20 tokens, collections, rare sats, and marketplace data, aggregating… | 2 stars | No one-command install · Source | |
| 3992 | 32.180 | dompruner-mcpmcp · back-end | MCP server that fetches URLs and returns token-efficient Markdown by pruning DOM noise, reducing LLM context costs by up to 99% without API keys or… | 2 stars | No one-command install · Source | |
| 3993 | 32.180 | astrag-mcpmcp · back-end | MCP server that fetches URLs and reduces token cost by 90%+ via DOM AST extraction, returning compact Markdown. | 2 stars | No one-command install · Source | |
| 3994 | 32.180 | davidmosiah-apple-healthmcp · back-end | Unofficial local-first MCP server for reading Apple Health export data. | 2 stars | No one-command install · Source | |
| 3995 | 32.180 | reefapi-mcpmcp · back-end | One MCP server providing access to 160+ live web data APIs (search, social media, e-commerce, real estate, jobs, travel, news, finance, and more)… | 2 stars | No one-command install · Source | |
| 3996 | 32.180 | mcpminimcp · back-end | Minimal MCP server allowing Python functions to be served as MCP tools over stdio or HTTP, with a built-in client for connecting to MCP servers. | 2 stars | No one-command install · Source | |
| 3997 | 32.180 | aicraft-code-reviewmcp · back-end | Code review as an MCP server — structured code quality reviews with OWASP security scanning. | 2 stars | No one-command install · Source | |
| 3998 | 32.180 | whatsapp-connect-mcpmcp · back-end | Enables MCP clients to read, search, and send WhatsApp messages with a server-enforced send gate for safety. | 2 stars | No one-command install · Source | |
| 3999 | 32.180 | aiplayer-mc-bot-mcp-servermcp · back-end | Enables natural language control of a Minecraft bot, allowing it to execute tasks like mining, exploring, and item management via AI-powered commands. | 2 stars | No one-command install · Source | |
| 4000 | 32.180 | imgflip-mcpmcp · back-end | MCP server for generating memes via the Imgflip API. It allows AI assistants to browse meme templates, caption them, and return the resulting image… | 2 stars | 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.