Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4701 | 80.000 | math-mcpmcp · back-end | Enable your LLMs to perform accurate numerical calculations with a simple API. Leverage basic arithmetic and statistical functions to enhance your… | 2,058,825 installs | No commit datelisted | No one-command install · Source |
| 4701 | 80.000 | 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 |
| 4701 | 80.000 | notion-mcpmcp · other | Listed on mcp.so; Armory has only its name so far. | passed install test | No commit datelisted | No one-command install · Source |
| 4701 | 80.000 | 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 |
| 4701 | 80.000 | 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 |
| 4701 | 80.000 | railwayinfra · devops | Zero-config cloud platform for deploying agent backends, databases, and services from a Git push. | passed install test | No commit datelisted | No one-command install · Source |
| 4701 | 80.000 | 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 |
| 4701 | 80.000 | supabasemcp · database | Integrates with the Supabase platform for managing databases, projects, migrations, and storage. | passed install test | No commit datelisted | No one-command install · Source |
| 4701 | 80.000 | 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 |
| 4701 | 80.000 | vercelinfra · devops | Frontend cloud platform with serverless functions and AI SDK integrations for deploying agent-facing UIs. | passed install test | No commit datelisted | No one-command install · Source |
| 4701 | 80.000 | zapier-mcpmcp · ai-agents | Zapier's 8,000+ app actions exposed to an agent as MCP tools. | passed install test | No commit datelisted | No one-command install · Source |
| 4712 | 79.967 | panbanda-omenmcp · other | Code analysis tool that helps identify complexity, technical debt, and defect risks | 19 stars · 11 forks | No one-command install · Source | |
| 4712 | 79.967 | 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 | |
| 4712 | 79.967 | mp-tool-komodomcp · devops | Manage Komodo container deployments, Docker stacks, servers, and infrastructure via AI. | 19 stars · 11 forks | No one-command install · Source | |
| 4712 | 79.967 | suhail-ak-s-typesensemcp · search | Integrates with Typesense search engine instances to enable efficient searching and listing of collections as resources, supporting both local and… | 19 stars · 11 forks | No one-command install · Source | |
| 4712 | 79.967 | audienseco-audiense-insightsmcp · observability | Integrates with Audiense's audience insights platform, enabling retrieval of audience data and analytics for targeted marketing and social media… | 19 stars · 11 forks | No one-command install · Source | |
| 4717 | 79.963 | flameoxmcp · ai-agents | Enables coding agents to query, compare, and audit local profiler traces, benchmarks, memory captures, and execution evidence without uploading code… | 57 stars · 2 forks | No one-command install · Source | |
| 4717 | 79.963 | kdan-pdfmcp · ai-agents | Upload, edit, compress, protect, redact, and compare PDFs with KDAN PDF in Claude and ChatGPT. | 57 stars · 2 forks | No one-command install · Source | |
| 4719 | 79.956 | tideline-agent-memorymcp · ai-agents | A long-term memory system built for AI Agents. Agent wakes up already knowing who he is, not querying "who am I?" every session. Every turn calling… | 30 stars · 5 forks | No one-command install · Source | |
| 4719 | 79.956 | agoragenticmcp · ai-agents | Agent-to-agent marketplace for browsing, invoking, and paying for AI services in USDC on Base. | 30 stars · 5 forks | No one-command install · Source | |
| 4719 | 79.956 | 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 | |
| 4719 | 79.956 | rps321321-obsidian-mcp-promcp · ai-agents | Feature-complete Obsidian vault MCP server with 23 tools and 3 resources. Full-text search, note CRUD, frontmatter queries, tag management, backlinks… | 30 stars · 5 forks | No one-command install · Source | |
| 4719 | 79.956 | artemnovichkov-shortcutsmcp · other | Enables AI to list, view, and run Apple Shortcuts on macOS through direct integration with the system's command-line utility for automating tasks via… | 30 stars · 5 forks | No one-command install · Source | |
| 4719 | 79.956 | local-wpmcp · database | Automatically detects and connects to Local by Flywheel WordPress development environments by scanning running processes to find active mysqld… | 30 stars · 5 forks | No one-command install · Source | |
| 4719 | 79.956 | zym1998year-opticstudiomcp · front-end | Control Ansys Zemax OpticStudio for AI-assisted optical system design, analysis, and optimization via MCP. | 30 stars · 5 forks | No one-command install · Source | |
| 4719 | 79.956 | riksdag-regeringmcp · otheralso listed as riksdag-regering-mcp | Access Swedish Parliament and Government open data - 27 tools for political analysis | 30 stars · 5 forks | No one-command install · Source | |
| 4719 | 79.956 | 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 | |
| 4719 | 79.956 | praydog-re-enginemcp · ai-agents | Provides live access to RE Engine game data for inspection, modification, and scripting of game objects and memory in real time. | 30 stars · 5 forks | No one-command install · Source | |
| 4719 | 79.956 | d4n-sec-jdi-debuggermcp · observability | Connects to running Java applications via JDWP for real-time debugging with breakpoint management, variable inspection, step execution control, and… | 30 stars · 5 forks | No one-command install · Source | |
| 4719 | 79.956 | chriswritescode-dev-codedoxmcp · search | Crawls documentation websites and extracts code snippets using tree-sitter parsing, automatically categorizing and enriching them with metadata to… | 30 stars · 5 forks | No one-command install · Source | |
| 4719 | 79.956 | 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 | |
| 4719 | 79.956 | 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 | |
| 4734 | 79.945 | hhhh124hhhh-godot-enginemcp · other | Bidirectional Godot engine integration for natural language game development with scene manipulation and GDScript editing | 42 stars · 3 forks | No one-command install · Source | |
| 4735 | 79.919 | anipotts-imessage-readermcp · database | Read-only access to macOS iMessage database with 26 tools for searching, analyzing, and exporting conversations. | 25 stars · 7 forks | No one-command install · Source | |
| 4735 | 79.919 | agent-commsmcp · ai-agentsalso listed as exadev-agent-comms | Cross-harness communication mesh for LLM agents enabling rooms, DMs, presence, and visibility over TCP. | 25 stars · 7 forks | No one-command install · Source | |
| 4735 | 79.919 | dorukardahan-domain-searchmcp · search | Check domain availability and pricing across multiple registrars | 25 stars · 7 forks | No one-command install · Source | |
| 4735 | 79.919 | 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 | |
| 4735 | 79.919 | kehvinbehvin-json-filtermcp · ai-agents | Converts JSON samples into TypeScript type definitions and filters large JSON files to extract only specified fields, eliminating unwanted data from… | 25 stars · 7 forks | No one-command install · Source | |
| 4735 | 79.919 | 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 | |
| 4735 | 79.919 | telnyxmcp · comms | Integrates with Telnyx's telecommunications APIs to provide voice calling, SMS/MMS messaging, phone number management, cloud storage, and webhook… | 25 stars · 7 forks | No one-command install · Source | |
| 4735 | 79.919 | 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 | |
| 4735 | 79.919 | cmann50-chrome-google-searchmcp · browser | Integrates Google search and webpage content extraction via Chrome browser automation, enabling access up-to-date web information for tasks like… | 25 stars · 7 forks | No one-command install · Source | |
| 4747 | 79.884 | 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 | |
| 4747 | 79.884 | inspektor-gadgetmcp · devops | Integrates with Kubernetes clusters using Inspektor Gadget to provide intelligent troubleshooting, network monitoring, system call tracing, and… | 27 stars · 6 forks | No one-command install · Source | |
| 4747 | 79.884 | 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 | |
| 4747 | 79.884 | prometheusmcp · observability | Integrates with Prometheus monitoring systems to provide direct access to time-series metrics through specialized tools for discovering available… | 27 stars · 6 forks | No one-command install · Source | |
| 4747 | 79.884 | lgradisar-archicadmcp · other | Integrates with ArchiCAD's Tapir command system to enable architectural modeling operations, element manipulation, and project management tasks within… | 27 stars · 6 forks | No one-command install · Source | |
| 4747 | 79.884 | artemsvit-figma-promcp · front-end | Integrates with Figma API to retrieve design files, extract design tokens and CSS properties, process designer comments for implementation… | 27 stars · 6 forks | No one-command install · Source | |
| 4747 | 79.884 | 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 | |
| 4747 | 79.884 | random-robbie-web-browsermcp · browser | Integrates with Playwright to enable cross-browser web automation for tasks like scraping, testing, and content extraction. | 27 stars · 6 forks | No one-command install · Source | |
| 4755 | 79.868 | code-understanding-mcp-servermcp · github-vcs | An MCP server that analyzes local or remote GitHub repositories, providing intelligent code context and structure to AI coding assistants. | 13 stars · 12 forks | No one-command install · Source | |
| 4756 | 79.843 | mcp-server-aster-dexmcp · ai-agents | MCP server providing read-only access to Aster DEX volume, points, leaderboard rank, and airdrop eligibility as natural-language tools for LLM agents… | 34 stars · 4 forks | No one-command install · Source | |
| 4756 | 79.843 | 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 | |
| 4756 | 79.843 | mcpware-logoloommcp · front-end | Logo design and full brand kit generation with SVG creation, text-to-path conversion, and multi-format export. | 34 stars · 4 forks | No one-command install · Source | |
| 4756 | 79.843 | 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 | |
| 4760 | 79.832 | johnnyoshika-sqlite-npxmcp · database | Implements SQLite functionality in Node.js. | 18 stars · 11 forks | No one-command install · Source | |
| 4761 | 79.802 | 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 | |
| 4762 | 79.727 | ko-financial-datamcp · observability | Real SEC, 13F, insider, congress & macro data your AI agent can cite. 24 tools — institutional 13F holdings (85M+ rows), insider & congress trades… | 40,620 installs | No commit datelisted | No one-command install · Source |
| 4763 | 79.712 | kontent-aimcp · otheralso listed as kontent-ai-mcp-server | Manage content, types, taxonomies, and workflows in Kontent.ai headless CMS | 9 stars · 13 forks | No one-command install · Source | |
| 4763 | 79.712 | 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 | |
| 4766 | 79.695 | 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 | |
| 4766 | 79.695 | 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 | |
| 4766 | 79.695 | mbelinky-x-twittermcp · auth | Integrates with Twitter/X API using dual OAuth authentication (1.0a and 2.0) to enable tweet posting with media attachments, tweet searching, and… | 21 stars · 10 forks | No one-command install · Source | |
| 4766 | 79.695 | 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 | |
| 4766 | 79.695 | 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 | |
| 4771 | 79.693 | startreedata-pinotmcp · observability | Integrates with Apache Pinot to enable real-time analytics queries through SQL execution, table schema inspection, segment analysis, and cluster… | 17 stars · 11 forks | No one-command install · Source | |
| 4771 | 79.693 | 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 | |
| 4771 | 79.693 | kazuph-docs-ragmcp · search | Enables AI to query and analyze local documents and Git repositories through a RAG system built with TypeScript, LlamaIndex, and Gemini embeddings. | 17 stars · 11 forks | No one-command install · Source | |
| 4774 | 79.691 | 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 | |
| 4775 | 79.675 | wyre-technology-cippmcp · other | AI interface to CIPP for M365 multi-tenant management — users, tenants, policies, compliance, licensing, and alerts across 37 tools. | 12 stars · 12 forks | No one-command install · Source | |
| 4775 | 79.675 | digitalfactorysn-dolibarrmcp · otheralso listed as mcp-dolibarr-expert | Connects to Dolibarr ERP/CRM with 55+ tools for invoicing, accounting, CRM, project management, inventory, quotes, and financial reporting. | 12 stars · 12 forks | No one-command install · Source | |
| 4775 | 79.675 | 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 | |
| 4779 | 79.674 | 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 | |
| 4779 | 79.674 | rishimeka-genesys-memorymcp · ai-agents | AI memory system with causal graphs, multiplicative scoring, and automatic forgetting for AI agents. | 29 stars · 5 forks | No one-command install · Source | |
| 4779 | 79.674 | tokenmizermcp · ai-agents | Graph-based MCP server for persistent AI memory, session checkpointing, context compression, and cross-session context management for LLM… | 29 stars · 5 forks | No one-command install · Source | |
| 4779 | 79.674 | pgtuner-mcpmcp · database | 🗄️ - provides AI-powered PostgreSQL performance tuning capabilities. | 29 stars · 5 forks | No one-command install · Source | |
| 4779 | 79.674 | 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 | |
| 4779 | 79.674 | 3gpp-research-guidancemcp · search | Provides intelligent guidance for telecommunications standards research through structured metadata about 3GPP specifications, offering tools for… | 29 stars · 5 forks | No one-command install · Source | |
| 4779 | 79.674 | claude-autoapprove-mcpmcp · back-end | Restarts Claude Desktop with a debug port and injects JavaScript to enable granular control over MCP tool auto-approval, restoring per-chat consent. | 29 stars · 5 forks | No one-command install · Source | |
| 4786 | 79.669 | wolfe-jam-claude-faf-mcpmcp · ai-agents | First & only persistent project context MCP. Provides .faf (Foundational AI-context Format) Project DNA with 33+ tools, Podium scoring (0-100%), and… | 23 stars · 8 forks | No one-command install · Source | |
| 4786 | 79.669 | 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 | |
| 4786 | 79.669 | afsim-mcp-servermcp · ai-agents | Enables LLMs and AI agents to interact with AFSIM through standardized MCP tools for scenario management, entity/component control, simulation… | 23 stars · 8 forks | No one-command install · Source | |
| 4786 | 79.669 | patchright-mcpmcp · browser | Provides browser automation capabilities using Patchright, enabling LLMs to interact with web pages through structured accessibility snapshots without… | 23 stars · 8 forks | No one-command install · Source | |
| 4786 | 79.669 | undoom-douyin-data-analysismcp · observability | Enables to search, analyze, and export Douyin (TikTok China) video and user data, including interaction metrics, content length, and keyword trends. | 23 stars · 8 forks | No one-command install · Source | |
| 4786 | 79.669 | 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 | |
| 4786 | 79.669 | aceternityui-mcpmcp · front-end | An MCP server that enables AI assistants to search, discover, and install Aceternity UI components programmatically. | 23 stars · 8 forks | No one-command install · Source | |
| 4786 | 79.669 | sivan22-jewish-librarymcp · search | Integrates Jewish texts using Tantivy search engine to provide insights, answer questions, and analyze themes from religious Jewish literature. | 23 stars · 8 forks | No one-command install · Source | |
| 4786 | 79.669 | 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 | |
| 4786 | 79.669 | snoglobe-prologmcp · observability | Bridges AI systems with Prolog's logical programming capabilities through tools for executing programs, running time-limited queries, and exploring… | 23 stars · 8 forks | No one-command install · Source | |
| 4786 | 79.669 | 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 | |
| 4797 | 79.667 | strom-capital-db2imcp · database | Provides secure read-only access to IBM DB2 for i (AS/400) databases through the JT400 JDBC driver with SQL security validation, rate limiting, and… | 22 stars · 9 forks | No one-command install · Source | |
| 4797 | 79.667 | clio-mcpmcp · paymentsalso listed as oktopeak-clio | Connects Claude to Clio practice management, enabling AI-assisted access to matters, contacts, documents, tasks, and billing with audit logging and… | 22 stars · 9 forks | No one-command install · Source | |
| 4797 | 79.667 | himaratsu-microcmsmcp · other | Integrates with microCMS headless CMS to enable complete content and media management through CRUD operations, draft previews, field filtering, and… | 22 stars · 9 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.