Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1301 | 80.0000 | modalinfra · back-end | Serverless cloud platform for running Python functions, containers, and AI workloads with zero infra management. | passed install test | No commit datelisted | No one-command install · Source |
| 1301 | 80.0000 | openapi-mcp-generatormcp · back-end | Listed on mcp.so; Armory has only its name so far. | passed install test | No commit datelisted | No one-command install · Source |
| 1301 | 80.0000 | pipedream-mcpmcp · back-end | Pipedream Connect exposed as MCP: 2,800+ APIs with managed auth, one server. | passed install test | No commit datelisted | No one-command install · Source |
| 1301 | 80.0000 | stripemcp · back-end | Let your AI agents interact with the Stripe API by using our MCP server. | passed install test | No commit datelisted | No one-command install · Source |
| 1301 | 80.0000 | uk-due-diligencemcp · back-end | Tools across five UK public registers. All official APIs. Give an agent a company name and it pulls corporate status, filing compliance, director… | 60,881 installs | No commit datelisted | No one-command install · Source |
| 1306 | 79.9436 | apollo-io-mcpmcp · back-end | MCP server for Apollo.io B2B database enabling people and company search, enrichment, and insights through conversational interfaces. | 19 stars · 11 forks | No one-command install · Source | |
| 1307 | 79.9310 | justoneapi-mcp-servermcp · back-end | Exposes JustOneAPI endpoints as MCP tools, returning raw upstream JSON without field parsing for maximum data fidelity. | 30 stars · 5 forks | No one-command install · Source | |
| 1307 | 79.9310 | ertiqah-linkedin-ligomcp · back-end | Integrates with LinkedIn to have post access, scheduling, and voice-tuned generation using LiGo's API. | 30 stars · 5 forks | No one-command install · Source | |
| 1307 | 79.9310 | ai-council-mcp-servermcp · back-end | Multi-AI Consensus Tool: Query multiple AI models in parallel, synthesize responses for better accuracy, and reduce AI bias through ensemble… | 30 stars · 5 forks | No one-command install · Source | |
| 1307 | 79.9310 | robinhood-mcp-servermcp · back-end | Provides a comprehensive interface to the Robinhood Crypto API for account management, market data retrieval, and trading operations via REST and… | 30 stars · 5 forks | No one-command install · Source | |
| 1311 | 79.8828 | aps-mcp-server-nodejsmcp · back-end | Provides access to Autodesk Platform Services API, enabling interaction with ACC projects and issues through natural language. | 25 stars · 7 forks | No one-command install · Source | |
| 1311 | 79.8828 | power-bi-desktop-mcp-servermcp · back-end | Bridges the Model Context Protocol to the Tabular Object Model, enabling natural language inspection, optimization, and authoring of DAX in Power BI… | 25 stars · 7 forks | No one-command install · Source | |
| 1311 | 79.8828 | codex-data-codex-mcpmcp · back-endalso listed as codex-mcp-server-2, codex-mcp-server-3 | [Codex API](https://www.codex.io) integration for real-time enriched blockchain and market data on 60+ networks | 25 stars · 7 forks | No one-command install · Source | |
| 1316 | 79.8446 | samerfarida-ssh-orchestratormcp · back-end | Provides secure SSH fleet orchestration with policy-enforced command execution across multiple servers, featuring deny-by-default security, host… | 27 stars · 6 forks | No one-command install · Source | |
| 1316 | 79.8446 | companies-house-mcp-servermcp · back-end | Access UK company data through the Companies House API directly in MCP clients, with 45+ tools for company info, search, officers, filing history… | 27 stars · 6 forks | No one-command install · Source | |
| 1316 | 79.8446 | leafeye-lunchmoneymcp · back-end | Integrates with the Lunchmoney personal finance API to enable transaction retrieval, spending analysis, and budget summaries for enhanced financial… | 27 stars · 6 forks | No one-command install · Source | |
| 1319 | 79.7950 | metashape-mcp-servermcp · back-end | A comprehensive MCP server that brings AI-powered automation to Agisoft Metashape Professional. Enables natural language control of photogrammetry… | 34 stars · 4 forks | No one-command install · Source | |
| 1319 | 79.7950 | paablolc-hacker-newsmcp · back-end | Integrates with Hacker News through the Firebase API to retrieve stories, comments, user profiles, and job postings with filtering options for… | 34 stars · 4 forks | No one-command install · Source | |
| 1321 | 79.7732 | respond-io-mcp-servermcp · back-end | Enables seamless integration with Respond.io API for contact management, messaging, conversations, and workspace management through MCP. | 6 stars · 15 forks | No one-command install · Source | |
| 1322 | 79.7229 | kontent-ai-mcp-servermcp · back-end | Enables AI tools to manage Kontent.ai content through natural language, supporting content types, items, assets, workflows, and more. | 9 stars · 13 forks | No one-command install · Source | |
| 1322 | 79.7229 | lanalyzer-mcp-servermcp · back-end | Enables AI models to perform static taint analysis on Python code, detecting security vulnerabilities by tracking data flows from sources to sinks. | 9 stars · 13 forks | No one-command install · Source | |
| 1324 | 79.6915 | odoo-dev-mcpmcp · back-end | An MCP server for Odoo module development that provides version-aware documentation links, intelligent code generation, and development workflow… | 21 stars · 10 forks | No one-command install · Source | |
| 1324 | 79.6915 | nasoma-joomla-articlesmcp · back-end | Enables AI to create, update, and manage Joomla website articles through specialized tools for retrieving content, converting markdown to HTML, and… | 21 stars · 10 forks | No one-command install · Source | |
| 1324 | 79.6915 | kukapay-rug-check-mcpmcp · back-end | An MCP server that detects potential risks in Solana meme tokens. | 21 stars · 10 forks | No one-command install · Source | |
| 1324 | 79.6915 | garoth-sleepmcp · back-end | Provides a simple sleep/wait tool for introducing timed delays between operations, enabling scenarios like API call spacing and time-dependent process… | 21 stars · 10 forks | No one-command install · Source | |
| 1328 | 79.6838 | mcp-dolibarr-expertmcp · back-end | A complete MCP server for Dolibarr ERP/CRM, enabling AI assistants to perform billing, accounting, CRM, project, stock, and contract management. | 12 stars · 12 forks | No one-command install · Source | |
| 1328 | 79.6838 | markvp-lambda-layermcp · back-end | Lightweight AWS Lambda layer for streaming Server-Sent Events (SSE) that simplifies creating Lambda functions with complex transport and protocol… | 12 stars · 12 forks | No one-command install · Source | |
| 1330 | 79.6763 | penny-notebooklm-researchmcp · back-end | MCP server that automates YouTube research by finding viral videos, analyzing transcripts via Google NotebookLM, and generating content ideas and… | 17 stars · 11 forks | No one-command install · Source | |
| 1331 | 79.6554 | metasearchmcpmcp · back-end | Aggregates search results from multiple providers (web, academic, code, finance) with a unified JSON schema, providing both an HTTP API and an MCP… | 54 stars · 2 forks | No one-command install · Source | |
| 1332 | 79.6481 | r0madev-lexismcp · back-end | Code-search server using ripgrep and AST symbol extraction to navigate large codebases with 28+ tools, supporting 17+ languages and telecom DSLs with… | 29 stars · 5 forks | No one-command install · Source | |
| 1332 | 79.6481 | carlosrodera-fluent-wordpressmcp · back-end | Collection of five servers connecting AI agents to the Fluent WordPress plugin ecosystem. | 29 stars · 5 forks | No one-command install · Source | |
| 1334 | 79.6364 | olostep-web-scrapingmcp · back-end | Integrates with Olostep's web scraping API to extract webpage content in markdown format, discover website URLs through search queries, and retrieve… | 23 stars · 8 forks | No one-command install · Source | |
| 1334 | 79.6364 | mattijsdp-dbt-docs-mcpmcp · back-end | MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt… | 23 stars · 8 forks | No one-command install · Source | |
| 1334 | 79.6364 | jhirono-microsoft-todomcp · back-end | Integrates with Microsoft Todo through Graph API, enabling natural language task management including viewing lists, creating tasks with due dates… | 23 stars · 8 forks | No one-command install · Source | |
| 1334 | 79.6364 | higress-api-gatewaymcp · back-end | Enables DevOps teams to manage Higress API gateway configurations through natural language commands with human-in-the-loop validation for sensitive… | 23 stars · 8 forks | No one-command install · Source | |
| 1338 | 79.5787 | conduitmcp · back-end | Integrates with Phabricator and Phorge APIs to enable task management, code review operations, repository access, and project automation through the… | 7 stars · 14 forks | No one-command install · Source | |
| 1339 | 79.5774 | unifi-applications-kallistoxmcp · back-end | Exposes UniFi API documentation for Network, Protect, and Site Manager as queryable tools with endpoint search, schema inspection, and code examples. | 33 stars · 4 forks | No one-command install · Source | |
| 1339 | 79.5774 | octagonai-vc-agentsmcp · back-end | Simulate top venture capitalists for realistic deal diligence, negotiation advice, and API-driven insights. The roster includes Reid Hoffman, Josh… | 33 stars · 4 forks | No one-command install · Source | |
| 1341 | 79.5648 | joshuadavidthomas-django-shellmcp · back-end | Provides a stateful Python shell environment specifically configured for Django development, enabling execution of Django ORM operations, model… | 40 stars · 3 forks | No one-command install · Source | |
| 1342 | 79.5622 | sonilo-mcpmcp · back-end | An MCP (Model Context Protocol) server that exposes Sonilo's licensed music and sound-effects API to MCP-compatible clients (Claude Code, Claude… | 53 stars · 2 forks | No one-command install · Source | |
| 1343 | 79.5378 | noditlabs-blockchain-contextmcp · back-end | Provides blockchain context through Nodit's APIs, enabling real-time interaction with multiple protocols including Ethereum, Polygon, and Aptos for… | 24 stars · 7 forks | No one-command install · Source | |
| 1343 | 79.5378 | modelscope-mcp-servermcp · back-end | Enables AI agents and chatbots to access ModelScope's ecosystem of AI resources, including image generation, resource discovery, and more through… | 24 stars · 7 forks | No one-command install · Source | |
| 1343 | 79.5378 | tailscale-mcp-echomcp · back-end | An identity-aware MCP server that runs inside a Tailscale tailnet, using Tailscale's identity headers to provide user-specific functionality such as… | 24 stars · 7 forks | No one-command install · Source | |
| 1346 | 79.5368 | joplin-mcpmcp · back-end | Model Context Protocol (MCP) server for Joplin note-taking app, enabling AI to read, search, and modify notes via sandboxed scripts. | 26 stars · 6 forks | No one-command install · Source | |
| 1346 | 79.5368 | yelpmcp · back-end | Integrates with Yelp's Fusion AI API to provide business search, detailed information retrieval, and restaurant reservation booking with… | 26 stars · 6 forks | No one-command install · Source | |
| 1346 | 79.5368 | seandavi-ontology-lookup-servicemcp · back-end | Integrates with the Ontology Lookup Service API to search biomedical ontology terms, retrieve detailed ontology information, explore term hierarchies… | 26 stars · 6 forks | No one-command install · Source | |
| 1349 | 79.5302 | pokemon-datamcp · back-end | Provides a bridge to Pokémon data, enabling interaction with comprehensive information about species, abilities, moves, and game mechanics through… | 16 stars · 11 forks | No one-command install · Source | |
| 1349 | 79.5302 | aci-labs-ms-fabricmcp · back-end | Integrates with Microsoft Fabric APIs to explore and document data assets including workspaces, lakehouses, warehouses, tables, and semantic models… | 16 stars · 11 forks | No one-command install · Source | |
| 1351 | 79.4390 | aallsbury-qb-timemcp · back-end | Integrates with QuickBooks Time API to provide unified access for managing timesheets, users, projects, and generating reports. | 11 stars · 12 forks | No one-command install · Source | |
| 1352 | 79.3651 | pipeworx-gatewaymcp · back-end | Live data for AI agents. 250+ data sources, 900+ tools. Ask questions in plain English with ask_pipeworx — trade flows, SEC filings, drug safety… | 419,019 installs | No commit datelisted | No one-command install · Source |
| 1353 | 79.3638 | alexey-pelykh-lhremotemcp · back-end | Open-source CLI and MCP server for LinkedHelper automation — 32 tools for campaign management, messaging, and profile queries via Chrome DevTools… | 15 stars · 11 forks | No one-command install · Source | |
| 1354 | 79.3598 | dlhellme-telegrammcp · back-end | Integrates with Telegram channels and groups through web scraping and official API to extract posts, channel information, and perform searches with… | 32 stars · 4 forks | No one-command install · Source | |
| 1355 | 79.3590 | norikae-mcpmcp · back-end | MCP server for searching Japanese train routes using Yahoo! Transit data, enabling station-to-station route planning with optional via stations, time… | 28 stars · 5 forks | No one-command install · Source | |
| 1355 | 79.3590 | hijaz-postmancermcp · back-endalso listed as postmancer | A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections. | 28 stars · 5 forks | No one-command install · Source | |
| 1358 | 79.3134 | schema-org-mcpmcp · back-end | MCP server enabling AI assistants to explore schema.org types, generate JSON-LD examples, validate structured data, and navigate the complete ontology… | 21 stars · 9 forks | No one-command install · Source | |
| 1358 | 79.3134 | ws-mcpmcp · back-end | Wrap MCP servers with a WebSocket (for use with [kitbitz](https://github.com/nick1udwig/kibitz)) | 21 stars · 9 forks | No one-command install · Source | |
| 1358 | 79.3134 | bartekke8it56w2-gemini-thinkingmcp · back-end | Integrates with Google's Gemini API to provide analytical thinking capabilities for complex problem-solving, codebase analysis, and architectural… | 21 stars · 9 forks | No one-command install · Source | |
| 1358 | 79.3134 | saintdoresh-crypto-tradermcp · back-end | Provides real-time cryptocurrency market data through CoinGecko API for accessing prices, market information, historical charts, search functionality… | 21 stars · 9 forks | No one-command install · Source | |
| 1362 | 79.2539 | lunomcp · back-end | Bridges AI systems with the Luno cryptocurrency exchange API for trading operations, market data retrieval, and account management with automatic… | 25 stars · 6 forks | No one-command install · Source | |
| 1362 | 79.2539 | you-com-mcp-servermcp · back-endalso listed as youcom | Enables AI agents to perform real-time web search, research, and content extraction using You.com's search infrastructure, with a free tier available. | 25 stars · 6 forks | No one-command install · Source | |
| 1362 | 79.2539 | jentic-toolsmcp · back-end | Enables AI assistants to discover and execute external APIs and workflows through a Python SDK that leverages the Open Agentic Knowledge repository… | 25 stars · 6 forks | No one-command install · Source | |
| 1362 | 79.2539 | jktfe-servemyapimcp · back-end | A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain. | 25 stars · 6 forks | No one-command install · Source | |
| 1362 | 79.2539 | jordandalton-doordash-drivemcp · back-end | Provides a bridge to the DoorDash Drive API for managing delivery services, creating quotes, handling business operations, and store management… | 25 stars · 6 forks | No one-command install · Source | |
| 1368 | 79.1785 | wa-mcpmcp · back-end | WhatsApp MCP server that exposes messaging, groups, contacts, and profile management as tools and resources for AI agents, supporting Baileys and Meta… | 20 stars · 10 forks | No one-command install · Source | |
| 1369 | 79.1767 | vladyslavmykhailyshyn-ukrainian-statisticsmcp · back-end | Integrates with Ukraine's State Statistics Service SDMX API to provide access to official government statistical data across energy, trade, and… | 50 stars · 2 forks | No one-command install · Source | |
| 1370 | 79.1568 | intuition-mcp-servermcp · back-end | An HTTP stream server for interacting with the Intuition knowledge graph, enabling users to query and manage data through tools like extracting… | 10 stars · 12 forks | No one-command install · Source | |
| 1371 | 79.1563 | thunderboltsid-nutanix-prismmcp · back-end | Bridges to Nutanix's Prism Central API, enabling infrastructure teams to query and monitor virtualized resources like VMs, clusters, hosts, and… | 14 stars · 11 forks | No one-command install · Source | |
| 1371 | 79.1563 | kukapay-hyperliquid-whalealert-mcpmcp · back-end | An MCP server that provides real-time whale alerts on Hyperliquid, flagging positions with a notional value exceeding $1 million. | 14 stars · 11 forks | No one-command install · Source | |
| 1371 | 79.1563 | dcspark-heliusmcp · back-end | Integrates with the Helius API to provide real-time Solana blockchain data access, enabling wallet balance checks and block height retrieval for… | 14 stars · 11 forks | No one-command install · Source | |
| 1374 | 79.1398 | lightdash-mcp-servermcp · back-end | A Model Context Protocol server for interacting with Lightdash, enabling AI assistants to discover data, create charts, and manage dashboards… | 23 stars · 7 forks | No one-command install · Source | |
| 1374 | 79.1398 | chrusic-todoist-enhancedmcp · back-end | Integrates with Todoist API to enable advanced task and project management capabilities including natural language processing for task creation and… | 23 stars · 7 forks | No one-command install · Source | |
| 1376 | 79.1235 | klever-mcp-servermcp · back-end | An MCP server for Klever blockchain smart contract development, providing contextual knowledge including code patterns, best practices, and runtime… | 31 stars · 4 forks | No one-command install · Source | |
| 1376 | 79.1235 | ectorsmcp · back-end | Actor-based server that manages multiple routers with unique IDs, supporting various transport protocols for modular and composable service delivery. | 31 stars · 4 forks | No one-command install · Source | |
| 1378 | 79.1134 | fgforrest-java-debuggermcp · back-end | Gives AI agents full Java debugger control via JDWP with 40 tools for breakpoints, expression evaluation, and value mutation. | 27 stars · 5 forks | No one-command install · Source | |
| 1378 | 79.1134 | office-document-mcp-servermcp · back-end | Provides tools to extract, convert, and generate Microsoft Office documents (Word, Excel, PowerPoint) via the Model Context Protocol, with support for… | 27 stars · 5 forks | No one-command install · Source | |
| 1378 | 79.1134 | himorishige-hatago-hubmcp · back-end | Lightweight hub for unified management of multiple MCP servers | 27 stars · 5 forks | No one-command install · Source | |
| 1381 | 79.1056 | google-tasks-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that brings your Google Tasks into Claude and other MCP-compatible clients, enabling task and task list… | 5 stars · 15 forks | No one-command install · Source | |
| 1382 | 79.0612 | raye-deng-open-code-reviewmcp · back-end | AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CLI + CI/CD… | 37 stars · 3 forks | No one-command install · Source | |
| 1382 | 79.0612 | tranhuucanh-shellkeepermcp · back-end | Provides persistent terminal sessions with SSH support that maintain stateful shell connections across multiple command executions, enabling complex… | 37 stars · 3 forks | No one-command install · Source | |
| 1384 | 79.0243 | upamune-humanmcp · back-end | Human-in-the-loop server that routes AI assistant requests to a human operator through a Streamlit UI, enabling creative and unpredictable responses… | 49 stars · 2 forks | No one-command install · Source | |
| 1385 | 78.9927 | circle-mcp-servermcp · back-end | Operate and audit your Circle.so community from Claude with tools for spaces, posts, members, comments, health snapshots, and controlled content… | 2,621 stars | No commit datelisted | No one-command install · Source |
| 1386 | 78.9116 | emblem-mcpmcp · back-end | # EmblemAI MCP EmblemAI is a hosted Model Context Protocol server that gives AI agents a full-featured crypto wallet plus **200+ tools** for trading… | 25,084 installs | No commit datelisted | No one-command install · Source |
| 1387 | 78.9089 | app-store-connect-mcp-servermcp · back-endalso listed as sardorbekr-appstore-connect | A Model Context Protocol (MCP) server for Apple's App Store Connect API. Manage your iOS, macOS, tvOS, and visionOS apps directly from Claude, Cursor… | 24 stars · 6 forks | No one-command install · Source | |
| 1387 | 78.9089 | mathematica-mcp-servermcp · back-end | Enables MCP clients to execute Mathematica code via wolframscript and verify mathematical derivations. | 24 stars · 6 forks | No one-command install · Source | |
| 1390 | 78.8966 | tbank-mcpmcp · back-end | Mobile banking API server for MCP-capable agents that provides 32 tools for accounts, operations, grocery ordering, transfers, and investments with… | 30 stars · 4 forks | No one-command install · Source | |
| 1390 | 78.8966 | google-search-console-mcp-server-2mcp · back-end | Provides programmatic access to Google Search Console API data through Claude Code and Cursor, enabling search analytics, sitemap info, URL… | 30 stars · 4 forks | No one-command install · Source | |
| 1392 | 78.8717 | sports-hub-mcp-servermcp · back-end | A unified MCP server that aggregates 32 sports API providers into a single service, providing 336 tools for scores, stats, odds, esports, and more… | 21 stars · 8 forks | No one-command install · Source | |
| 1392 | 78.8717 | any-cli-mcp-servermcp · back-end | Turn any CLI tool into an MCP server by leveraging its --help output, enabling natural language interaction with tools like gh, az, git, etc. | 21 stars · 8 forks | No one-command install · Source | |
| 1392 | 78.8717 | pullkitsan-mobsf-mcp-servermcp · back-end | A MCP server for MobSF which can be used for static and dynamic analysis of Android and iOS application. | 21 stars · 8 forks | No one-command install · Source | |
| 1392 | 78.8717 | tencent-edgeone-geomcp · back-end | Provides lightweight geolocation retrieval by exposing an HTTP endpoint that fetches precise user location data for contextual awareness with minimal… | 21 stars · 8 forks | No one-command install · Source | |
| 1392 | 78.8717 | kapilduraphe-webflowmcp · back-end | Integrates with the Webflow API to enable retrieving site information, managing custom domains, and automating Webflow site management tasks. | 21 stars · 8 forks | No one-command install · Source | |
| 1397 | 78.8056 | dcc-mcp-blendermcp · back-end | Enables AI clients to control Blender's 3D workflow via an embedded MCP server. | 26 stars · 5 forks | No one-command install · Source | |
| 1397 | 78.8056 | arthur-ficial-apfelmcp · back-end | Token-budget-optimized MCP servers for Apple FoundationModels: URL fetching, DuckDuckGo search, and combined search-and-fetch. | 26 stars · 5 forks | No one-command install · Source | |
| 1397 | 78.8056 | omni-lprmcp · back-end | A multi-interface (REST and MCP) server for automatic license plate recognition. | 26 stars · 5 forks | No one-command install · Source | |
| 1397 | 78.8056 | aliyun-edge-security-accelerationmcp · back-end | Provides a bridge to Alibaba Cloud's Edge Security Acceleration service for managing edge routines, deployments, routes, and sites through… | 26 stars · 5 forks | 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.