Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4001 | 32.180 | afterlaunchmcp · back-end | Growth marketing, SEO and GEO as agent tools: 29 tools for AI answer visibility across ChatGPT, Gemini, Perplexity and Google AI Overviews, a ranked… | 2 stars | No one-command install · Source | |
| 4002 | 32.180 | podcast-ingestion-core-mcp-servermcp · back-end | Exposes podcast ingestion operations (listing, downloading, transcribing, summarizing, and searching) as MCP tools, with both stdio and HTTP… | 2 stars | No one-command install · Source | |
| 4003 | 32.180 | gh-paichart-paichartmcp · back-end | Service orchestration hub that enables discovery, composition, and authentication of multiple services through a single endpoint. | 2 stars | No one-command install · Source | |
| 4004 | 32.180 | ai-workstation-open-source-intelligence-mcp-servermcp · back-end | Enables researching, verifying, comparing, and composing open-source AI projects with transparent evidence and uncertainty boundaries through… | 2 stars | No one-command install · Source | |
| 4005 | 32.180 | dataclaw-mcp-servermcp · back-end | AI-first CSV analysis tool that enables AI agents to analyze, query, and audit large CSV files directly within conversations, turning raw data into… | 2 stars | No one-command install · Source | |
| 4006 | 32.180 | context-firewallmcp · back-end | Aggregator MCP proxy that collapses N downstream MCP servers into 4 meta-tools with progressive tool discovery, and compresses large tool outputs… | 2 stars | No one-command install · Source | |
| 4007 | 32.180 | mcp-vision-2mcp · back-end | A local autonomous AI agent that watches your screen, understands the visual layout, and executes native OS commands (clicking, typing) without cloud… | 2 stars | No one-command install · Source | |
| 4008 | 32.180 | cyanheads-openfec-mcp-servermcp · back-end | Access FEC campaign finance data through MCP. Query data about candidates, money trails, and election filings. STDIO & Streamable HTTP. | 2 stars | No one-command install · Source | |
| 4009 | 32.180 | cyanheads-sports-mcp-servermcp · back-end | Get live scores, schedules, standings, team and player data for NFL, NBA, MLB, NHL, soccer, and more via MCP. | 2 stars | No one-command install · Source | |
| 4010 | 32.180 | mcp-chrome-debugger-protocolmcp · back-end | MCP server that lets AI coding tools control and observe a running Node.js process through the chrome devtools protocol (CDP), via a lightweight Debug… | 2 stars | No one-command install · Source | |
| 4011 | 32.180 | linux-mcp-servermcp · back-end | Exposes full Linux system control to AI clients via MCP tools for bash execution, file operations, and search, with configurable permissions and audit… | 2 stars | No one-command install · Source | |
| 4012 | 32.180 | devloopmcp · back-end | Drives a browser - or a native Expo/React Native app - and your dev server, putting both on one correlated timeline so a console error and the backend… | 2 stars | No one-command install · Source | |
| 4013 | 32.180 | fivem-enhanced-mcpmcp · back-end | An unofficial, source-grounded MCP server for FiveM for GTAV Enhanced development, providing exact native lookups, platform constraints… | 2 stars | No one-command install · Source | |
| 4014 | 32.180 | converse-mcp-servermcp · back-end | Enables Claude to chat with various AI models and obtain multi-model consensus for complex decisions. | 2 stars | No one-command install · Source | |
| 4015 | 32.180 | transkribus-mcp-servermcp · back-end | MCP server for the Transkribus REST API. Manage collections, documents, HTR/OCR recognition, models, and more through the Model Context Protocol. | 2 stars | No one-command install · Source | |
| 4016 | 32.180 | lazyants-transkribusmcp · back-end | Integrates with Transkribus REST API for handwritten text recognition, OCR, and document management. | 2 stars | No one-command install · Source | |
| 4017 | 32.180 | cmendezs-spain-e-invoicingmcp · back-end | Spanish e-invoicing MCP server supporting VERI*FACTU, Facturae/FACe, SII, TicketBAI, NaTicket, and Crea y Crece B2B standards. | 2 stars | No one-command install · Source | |
| 4018 | 32.180 | miyo-kadomcp · back-end | Security-first MCP server plugin for Obsidian that gives AI assistants granular, permissioned access to vault notes and files through tools like read… | 2 stars | No one-command install · Source | |
| 4019 | 32.180 | guild-wars-1-mcpmcp · back-end | Read-only MCP server for public Guild Wars 1 sources (wiki, builds, YouTube, Reddit) and optional local install inventory. | 2 stars | No one-command install · Source | |
| 4020 | 32.180 | high-performance-mcp-servermcp · back-end | A high-performance, modular MCP server with safe-by-default profiles, read-only workspace access, search, diagnostics, and benchmarking tools, built… | 2 stars | No one-command install · Source | |
| 4021 | 32.180 | ittybitty-mcp-servermcp · back-end | Enables AI agents to generate narrated videos from topics or scripts, with stock footage, home videos, or local AI clips. | 2 stars | No one-command install · Source | |
| 4022 | 32.180 | codeigniter-mcpmcp · back-end | A Model Context Protocol server that accelerates CodeIgniter-inspired PHP framework development by generating, validating, and maintaining idiomatic… | 2 stars | No one-command install · Source | |
| 4023 | 32.180 | tuteliq-mcp-servermcp · back-end | Enables AI assistants like Claude to detect bullying, grooming, and unsafe content in messages, and generate safety reports. | 2 stars | No one-command install · Source | |
| 4024 | 32.180 | obsidian-markdown-lint-mcp-servermcp · back-end | An MCP server that lints, validates, and renders your Obsidian vault markdown — all inside Docker. | 2 stars | No one-command install · Source | |
| 4025 | 32.180 | decky-plugin-studiomcp · back-end | MCP server for Decky Loader plugin development, providing tools to build, deploy, debug, and capture screenshots/recordings on a Steam Deck via… | 2 stars | No one-command install · Source | |
| 4026 | 32.180 | mcpauditmcp · back-end | Audits MCP server configurations and packages for security risks such as typosquats, credential exposure, and malicious code, with zero dependencies… | 2 stars | No one-command install · Source | |
| 4027 | 32.180 | wasm-mcpmcp · back-end | Read-only, deterministic MCP server for the WebAssembly core specification, enabling querying of instructions, types, sections, proposals, and spec… | 2 stars | No one-command install · Source | |
| 4028 | 32.180 | scalix-cloud-mcpmcp · back-end | The agent-native cloud: provision Postgres-compatible databases, deploy services and functions in isolated microVMs, manage storage, auth and AI… | 2 stars | No one-command install · Source | |
| 4029 | 32.180 | dns-doctormcp · back-end | Diagnoses a domain's email authentication — SPF, DMARC, DKIM, MX, blacklists and domain or SSL expiry - and returns copy-paste fix records generated… | 2 stars | No one-command install · Source | |
| 4030 | 32.180 | patina-unity-mcpmcp · back-end | Control the Unity Editor from any MCP host. One package install, one click, and your AI assistant can see your scene, create objects, and talk to the… | 2 stars | No one-command install · Source | |
| 4031 | 32.180 | io-github-gzchenhao-openhiremcp · back-end | An MCP server that turns your AI assistant into a private radar for AI/infra, autonomous-driving, and embodied-AI jobs, sourcing directly from… | 2 stars | No one-command install · Source | |
| 4032 | 32.180 | xiaojiou176-campus-copilotmcp · back-end | Read-only MCP for Campus Copilot BFF local server and imported workspace snapshots. | 2 stars | No one-command install · Source | |
| 4033 | 32.180 | crawlforge-mcp-servermcp · back-end | Provides 27 MCP-native tools for web scraping, crawling, deep research, and autonomous extraction, delivering clean Markdown and structured JSON from… | 2 stars | No one-command install · Source | |
| 4034 | 32.180 | swiss-democracy-mcpmcp · back-end | An MCP server providing access to Swiss direct democracy data, covering all federal popular votes since 1848 and elections since 1900. | 2 stars | No one-command install · Source | |
| 4035 | 32.180 | salesforce-intelligence-mcp-servermcp · back-end | Enables users to ask questions about their Salesforce org in plain language, with answers grounded in offline metadata vault and read-only live org… | 2 stars | No one-command install · Source | |
| 4036 | 32.180 | mcp-sudactmcp · back-end | MCP server for Russian court practice (Sudact): full-text case search by law article, court, instance and dates, with access to full decision texts. | 2 stars | No one-command install · Source | |
| 4037 | 32.180 | acedatacloud-ai-generatorsmcp · back-end | Monorepo of 15 MCP servers for AI image, video, music, and search generation APIs from AceDataCloud. | 2 stars | No one-command install · Source | |
| 4038 | 32.180 | applicate2628-local-hubmcp · back-end | Local workstation daemon that consolidates multiple MCP servers into shared processes for concurrent AI coding assistant clients. | 2 stars | No one-command install · Source | |
| 4039 | 32.180 | jaot-mcp-servermcp · back-end | Exposes optimization solver tools to AI agents via the Model Context Protocol, enabling natural language problem solving. | 2 stars | No one-command install · Source | |
| 4040 | 32.180 | regex-le-mcpmcp · back-end | Provides a tool to extract and validate regex patterns from text content, including flags, positions, and ReDoS risk assessment. Enables AI agents to… | 2 stars | No one-command install · Source | |
| 4041 | 32.180 | aero-vote-radarmcp · back-end | An MCP server + CLI that reads live on-chain data from Aerodrome Finance (Base) to rank pools by veAERO vote efficiency, and recommends a vote… | 2 stars | No one-command install · Source | |
| 4042 | 32.180 | lightnow-local-proxymcp · back-end | Lets local MCP clients use one LightNow-managed MCP entry instead of storing every MCP server configuration and secret in every client. | 2 stars | No one-command install · Source | |
| 4043 | 32.180 | mcp-compras-gov-brmcp · back-end | Integrates public APIs from the Brazilian Compras.gov.br procurement ecosystem to support price research, supplier sanctions, contract analysis, and… | 2 stars | No one-command install · Source | |
| 4044 | 32.180 | nmerget-generalmcp · back-end | Config-driven server that dynamically exposes tools, resources, and prompts from project configuration. | 2 stars | No one-command install · Source | |
| 4045 | 32.180 | todox-mcp-servermcp · back-end | Enables agents to create and manage persistent task logs, decisions, dead ends, questions, and handoffs, with file staleness detection and activity… | 2 stars | No one-command install · Source | |
| 4046 | 32.180 | dsh-relaymcp · back-end | Diagnoses the Codex MCP launch path and writes host configuration so Codex, Cursor, or Claude Code can spawn the dsh profile. It does not run the MCP… | 2 stars | No one-command install · Source | |
| 4047 | 32.180 | ausecon-mcp-servermcp · back-end | MCP server for structured Australian macroeconomic and financial data from the Australian Bureau of Statistics (ABS), the Reserve Bank of Australia… | 2 stars | No one-command install · Source | |
| 4048 | 32.180 | anthonypuggs-auseconmcp · back-end | MCP server for Australian macroeconomic data from the Reserve Bank of Australia (RBA) and Australian Bureau of Statistics (ABS). | 2 stars | No one-command install · Source | |
| 4049 | 32.180 | dc-hubmcp · back-end | Description: Data-center, power & gas intelligence MCP server. 33 tools covering 21,000+ data-center facilities (170+ countries), 232 US power markets… | 2 stars | No one-command install · Source | |
| 4050 | 32.180 | lazynext-mcp-servermcp · back-end | Enables AI agents to read, edit, and export real video projects with a full multitrack timeline, effects, captions, and export capabilities. | 2 stars | No one-command install · Source | |
| 4051 | 32.180 | aishieldmcp · back-end | Scans MCP servers and AI tools for security risks, providing 4-dimensional scoring and badges, with optional guardrail MCP for auto-protection. | 2 stars | No one-command install · Source | |
| 4052 | 32.180 | notipomcp · back-end | MCP server for publishing to WordPress. 13 tools cover posts, categories, tags, image hosting, featured images, and SEO metadata (Rank Math, etc.) One… | 2 stars | No one-command install · Source | |
| 4053 | 32.180 | jamf-docs-mcp-servermcp · back-end | Provides AI assistants with direct access to Jamf official documentation, enabling them to answer Jamf-related questions by searching, retrieving… | 2 stars | No one-command install · Source | |
| 4054 | 32.180 | pantristmcp · back-end | Manage your Pantrist pantry, shopping list, recipes, and weekly meal plan from Claude. The server wraps the same public REST API that powers the iOS… | 2 stars | No one-command install · Source | |
| 4055 | 32.180 | entra-chat-podcast-mcp-servermcp · back-end | Enables AI assistants to search and retrieve transcripts from the Entra.Chat podcast about Microsoft Entra ID, with timestamped YouTube links and… | 2 stars | No one-command install · Source | |
| 4056 | 32.180 | atex-ai-service-marketplacemcp · back-end | An MCP server that provides a unified API to access multiple AI models and Chinese compliance tools, including ad keyword detection, GEO visibility… | 2 stars | No one-command install · Source | |
| 4057 | 32.180 | submailmcp · back-end | A self-hosted unified inbox that connects multiple mailboxes and exposes email capabilities (read, send, AI, translation) through MCP and HTTP APIs. | 2 stars | No one-command install · Source | |
| 4058 | 32.180 | sei-mcp-servermcp · back-end | Bridges AI agents to the Brazilian SEI system, enabling listing processes, reading documents, searching, and downloading files via session cookies. | 2 stars | No one-command install · Source | |
| 4059 | 32.180 | 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… | 2 stars | No one-command install · Source | |
| 4060 | 32.180 | atomno-mcp-zakupkimcp · back-end | MCP server for Russian government procurement data that enables AI assistants to search tenders, get detailed cards, and analyze customer/supplier… | 2 stars | No one-command install · Source | |
| 4061 | 32.180 | mx19971223z-obsidianmcp · back-end | MCP server for Obsidian vault management with Git sync, semantic search, and AI interaction journaling. | 2 stars | No one-command install · Source | |
| 4062 | 32.180 | 429-throttle-mcpmcp · back-end | Transparent rate-limiting MCP proxy that prevents HTTP 429 errors by throttling API calls and tokens. Includes tools to check usage and dynamically… | 2 stars | No one-command install · Source | |
| 4063 | 32.180 | smhi-mcpmcp · back-end | MCP server that provides real-time weather data, forecasts, and historical weather information from SMHI (Swedish Meteorological and Hydrological… | 2 stars | No one-command install · Source | |
| 4064 | 32.180 | researchbrain-mcp-servermcp · back-end | Enables MCP clients to interact with a local-first research knowledge workbench, supporting literature search, evidence-grounded Q&A, and reference… | 2 stars | No one-command install · Source | |
| 4065 | 32.180 | dsh-audit-bundlemcp · back-end | MCP server for auditing DeepSeek Harness evidence. Enables inspection and verification of content-addressed audit manifests with fail-closed… | 2 stars | No one-command install · Source | |
| 4066 | 32.180 | bisibilitymcp · back-end | Open-source MCP server for Bisibility, providing tools for keyword rank tracking, SERP history, keyword research, backlinks, alerts, reports, and… | 2 stars | No one-command install · Source | |
| 4067 | 32.180 | adgentek-adsmcp · back-end | Monetize AI chatbots and agents with conversational ads via Adgentek's MCP-native ad server. | 2 stars | No one-command install · Source | |
| 4068 | 32.180 | xiaozhi-pc-controlmcp · back-end | MCP server enabling voice-controlled Windows PC automation via Xiaozhi AI, supporting 200+ apps, media playback control, and terminal command… | 2 stars | No one-command install · Source | |
| 4069 | 32.180 | youtube-creator-mcpmcp · back-end | A local, privacy-first MCP server providing direct access to official YouTube Data, Analytics, Reporting, and Live Streaming APIs for creators… | 2 stars | No one-command install · Source | |
| 4070 | 32.180 | bitrixmcpmcp · back-end | Universal MCP server for the Bitrix24 REST API, enabling full read and write access to CRM, tasks, calendar, disk, and more. Supports any MCP client… | 2 stars | No one-command install · Source | |
| 4071 | 32.180 | zmachine-mcpmcp · back-end | Enables AI agents to play Z-Machine text adventure games (e.g., Zork) via MCP, REST, or WebSocket interfaces, with session management and optional… | 2 stars | No one-command install · Source | |
| 4072 | 32.180 | apple-stocks-watchlist-mcp-servermcp · back-end | An MCP server that lets an AI assistant read your pre-installed macOS Apple Stocks app — its watchlist and its cached quotes — and open symbols in the… | 2 stars | No one-command install · Source | |
| 4073 | 32.180 | cli-bridgemcp · back-end | An MCP server that bridges AI assistants to other CLI tools, enabling capabilities like large-context reads, vision, file generation, and cross-vendor… | 2 stars | No one-command install · Source | |
| 4074 | 32.180 | steffensbola-salesforcemcp · back-end | Integrates with Salesforce CRM through TypeScript to enable SOQL queries, SOSL searches, record CRUD operations, object metadata retrieval, and REST… | 2 stars | No one-command install · Source | |
| 4075 | 32.180 | mcp-shell-toolsmcp · back-end | A full-featured MCP server for local development with filesystem, shell, editor, session persistence, and security features. | 2 stars | No one-command install · Source | |
| 4076 | 32.180 | norish-mcp-servermcp · back-end | A Model Context Protocol server that connects AI assistants to the Norish recipe management API for recipe browsing, meal planning, and grocery list… | 2 stars | No one-command install · Source | |
| 4077 | 32.180 | datoonmcp · back-end | An MCP server that converts structured data (JSON, CSV, YAML, XML, etc.) to TOON format only when it saves tokens, with tools for conversion and… | 2 stars | No one-command install · Source | |
| 4078 | 32.180 | cjk-calendar-converter-mcp-servermcp · back-end | Converts between East Asian lunisolar calendars (Chinese, Japanese, Korean, Vietnamese) and Gregorian/Julian dates using Julian Day Numbers. Provides… | 2 stars | No one-command install · Source | |
| 4079 | 32.180 | unifi-udm-pro-mcpmcp · back-end | A high-performance MCP server for Ubiquiti UniFi Dream Machine (UDM Pro/SE) and UniFi OS Cloud Gateways, connecting directly to the local REST API… | 2 stars | No one-command install · Source | |
| 4080 | 32.180 | loanpromcp · back-end | Integrates with the LoanPro lending platform API to access loan management data, customer information, payment history, and loan portfolio details for… | 2 stars | No one-command install · Source | |
| 4081 | 32.180 | allure-testops-mcpmcp · back-end | Production-ready MCP server for Allure TestOps, enabling test case, launch, test result, and test plan management via natural language. | 2 stars | No one-command install · Source | |
| 4082 | 32.180 | apps-mcpmcp · back-end | Unofficial MCP server for the Apps API that enables managing customers, payments, plans, coupons, and Discord integration through natural language. | 2 stars | No one-command install · Source | |
| 4083 | 32.180 | cyanheads-openstates-mcp-servermcp · back-end | Search bills, legislators, committees, and events across all 50 US states, DC, and 5 US territories via MCP. | 2 stars | No one-command install · Source | |
| 4084 | 32.180 | cyanheads-openstatesmcp · back-end | Searches and retrieves U.S. state legislature bills, votes, legislators, and committee information via the OpenStates API. | 2 stars | No one-command install · Source | |
| 4085 | 32.180 | houki-e-gov-mcp-servermcp · back-end | Enables LLMs to search and retrieve Japanese laws from the e-Gov API v2, including keyword search, article fetching, table of contents, and revision… | 2 stars | No one-command install · Source | |
| 4086 | 32.180 | node-opcua-modeler-mcp-servermcp · back-end | Provides AI agents with offline access to OPC UA companion specification types, dependencies, and engineering units for industrial modeling. | 2 stars | No one-command install · Source | |
| 4087 | 32.180 | beamng-mcpmcp · back-end | A local, safety-gated MCP server for controlling, inspecting, extending, and testing BeamNG simulations, combining BeamNGpy with a Lua WebSocket… | 2 stars | No one-command install · Source | |
| 4088 | 32.180 | bazel-mcpmcp · back-end | A local MCP server that exposes Bazel build system capabilities to AI assistants. | 2 stars | No one-command install · Source | |
| 4089 | 32.180 | seshat-bimcp · back-end | A read-only MCP server that reports BI pipeline readiness, blockers, and the next allowed action for governed Power BI workflows. It never writes… | 2 stars | No one-command install · Source | |
| 4090 | 32.180 | files-com-mcp-servermcp · back-end | Enables AI models to perform file operations, user management, automations, and more within Files.com's secure file transfer platform via the Model… | 2 stars | No one-command install · Source | |
| 4091 | 32.180 | mcp-decision-labmcp · back-end | MCP server that enables structured decision-making using weighted decision matrices, sensitivity analysis, and robust recommendations. | 2 stars | No one-command install · Source | |
| 4092 | 32.180 | paul-crafts-openreviewmcp · back-end | MCP server for interacting with the OpenReview academic conference management platform for Area Chairs, Reviewers, and Authors. | 2 stars | No one-command install · Source | |
| 4093 | 32.180 | synartesis-proxymcp · back-end | An MCP proxy that records every tool call, restores prior state on undo, and blocks irreversible actions until a human approves them. | 2 stars | No one-command install · Source | |
| 4094 | 32.180 | osv-advisory-mcp-servermcp · back-end | Query OSV.dev for package vulnerabilities, batch-audit dependency lists, and fetch full advisory records via MCP. | 2 stars | No one-command install · Source | |
| 4095 | 32.180 | echojobsio-jdl-mcp-servermcp · back-end | Search 1M+ enriched job listings from 20,000+ companies. Filter by skills, salary, location, seniority, remote type, and more. Free — 500 calls/day… | 2 stars | No one-command install · Source | |
| 4096 | 32.180 | postlake-2mcp · back-end | Publish, schedule and read analytics across every major social network from one MCP server. 15+ tools covering publishing, scheduling, validation… | 2 stars | No one-command install · Source | |
| 4097 | 32.180 | knossos-mcpmcp · back-end | Local-first MCP server that scans a repository once and answers architecture questions from an evidence-backed graph, enabling dependency analysis… | 2 stars | No one-command install · Source | |
| 4098 | 32.180 | mcp-wiktionarymcp · back-end | Multilingual dictionary server via Wikimedia REST and MediaWiki Action APIs, providing word definitions, summaries, search, etymology, and… | 2 stars | No one-command install · Source | |
| 4099 | 32.180 | agentpay-mcp-servermcp · back-end | Provides a trust and governance layer for AI agents, enabling secure API access, credential vaulting, paid execution with human approval, and… | 2 stars | No one-command install · Source | |
| 4100 | 32.180 | drumbeats-mcpmcp · back-end | MCP server for Drumbeats monitoring. Enables creating monitors, triaging incidents, and running HTTP/SSL/DNS checks using natural language from any AI… | 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.