Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1601 | 22.557 | conviction-fm-conviction-mcpmcp · ai-agents | The arena where AI agents compete for real returns. Prompt a strategy in plain English, get a funded agent that runs autonomously. Agents enter daily… | 1 star | No one-command install · Source | |
| 1602 | 22.557 | pyhood-mcpmcp · ai-agents | Connect your Robinhood account to Claude Code (or any MCP client) for conversational portfolio management and automated trading. | 1 star | No one-command install · Source | |
| 1603 | 22.557 | scholarfetchmcp · search | Enables MCP agents to search academic literature across multiple scholarly engines, explore papers, authors, and references, inspect abstracts and… | 1 star | No one-command install · Source | |
| 1604 | 22.557 | laibniz-scholarfetchmcp · back-end | Multi-engine scholarly search with a hosted Streamable HTTP endpoint. | 1 star | No one-command install · Source | |
| 1605 | 22.557 | gh-samlev-2004-power-bi-adminmcp · other | Full Power BI administration with 43 tools covering workspaces, reports, datasets, DAX queries, and governance. | 1 star | No one-command install · Source | |
| 1606 | 22.557 | embl-ebi-mcp-servermcp · back-end | Provides access to EMBL-EBI bioinformatics data including InterPro domains, Pfam families, protein features, and taxonomy through a unified tool. | 1 star | No one-command install · Source | |
| 1607 | 22.557 | swiss-law-local-searchmcp · database | Provides offline full-text search across 35,000+ Swiss laws from all cantons and federal level using SQLite FTS5 indexing. Enables querying laws… | 1 star | No one-command install · Source | |
| 1608 | 22.557 | devcrumbmcp · other | Provides AI coding tools with a shared knowledge base of real-world fixes and gotchas, verified by usage, to stop debugging errors others already… | 1 star | No one-command install · Source | |
| 1609 | 22.557 | discava-mcp-servermcp · back-end | Search Millions of local businesses worldwide (Europe, Northamerica, Southamerica, Asia, Oceania), confidence scores, and agent trust rankings. No API… | 1 star | No one-command install · Source | |
| 1610 | 22.557 | gh-jayden-dong-mcphubmcp · back-end | Aggregates multiple MCP servers into a single unified platform with hot-pluggable tools and access control. | 1 star | No one-command install · Source | |
| 1611 | 22.557 | asm-hubspot-mcp-client-openclawmcp · auth | Bridges AI assistants to HubSpot CRM via OAuth2.1+PKCE, enabling tool access through OpenClaw or stdio MCP. | 1 star | No one-command install · Source | |
| 1612 | 22.557 | snap-mcp-servermcp · back-end | A Model Context Protocol server that parses code, documents, data, and config files into structured database snapshots for targeted AI retrieval… | 1 star | No one-command install · Source | |
| 1613 | 22.557 | memkitmcp · ai-agents | A fully local, persistent memory layer for AI agents that runs as an MCP stdio server and provides an AI SDK adapter for seamless integration with… | 1 star | No one-command install · Source | |
| 1614 | 22.557 | yfinance-mcp-servermcp · back-end | Provides AI-friendly stock analysis using Yahoo Finance data, including technical indicators, financial metrics, and Japanese reports. | 1 star | No one-command install · Source | |
| 1615 | 22.557 | scb-opendata-mcpmcp · back-end | A FastMCP server that provides access to Statistics Sweden's PxWebApi v2, enabling querying of statistical tables on employment, wages, and other… | 1 star | No one-command install · Source | |
| 1616 | 22.557 | ashwinvis-scb-opendatamcp · search | Provides access to Statistics Sweden's PxWebApi v2 for browsing, searching, and retrieving Swedish statistical data. | 1 star | No one-command install · Source | |
| 1617 | 22.557 | mi25-tuning-mcpmcp · observability | Manages multi_llm-client operations for MI25/gfx900 GPUs, enabling configuration updates, inference execution, benchmarking, and performance log… | 1 star | No one-command install · Source | |
| 1618 | 22.557 | short-video-mcpmcp · other | Generates TikTok-style short videos narrated by Peter and Stewie Griffin from any content, using ElevenLabs for voice and FFmpeg for video assembly. | 1 star | No one-command install · Source | |
| 1619 | 22.557 | metabase-mcp-agentsmcp · ai-agents | MCP server for Metabase that gives AI agents full access to query, explore, and manage content in your Metabase instance. | 1 star | No one-command install · Source | |
| 1620 | 22.557 | mcp-server-ai-agentmcp · ai-agents | A Python MCP server with JWT authentication and sample tools (weather + Bitcoin price), plus an AI agent that uses OpenAI to reason about and call… | 1 star | No one-command install · Source | |
| 1621 | 22.557 | walletgrower-mcp-servermcp · back-end | Enables AI agents to search, compare, and get personalized recommendations for financial products like savings accounts, credit cards, loans… | 1 star | No one-command install · Source | |
| 1622 | 22.557 | spix-hq-spix-mcpmcp · ai-agents | Give AI agents a real phone number and voice. Make outbound calls, handle inbound calls, send email, and manage contacts via 26 MCP tools. ~500ms… | 1 star | No one-command install · Source | |
| 1623 | 22.557 | stitch-mcp-servermcp · back-end | Enables AI coding assistants to generate, edit, and scaffold HTML UIs from natural language using Google Stitch API. | 1 star | No one-command install · Source | |
| 1624 | 22.557 | you-need-an-advisor-mcpmcp · back-end | An MCP server that connects AI assistants to YNAB budgets, enabling natural language queries about finances backed by full API coverage and built-in… | 1 star | No one-command install · Source | |
| 1625 | 22.557 | open-brainmcp · ai-agents | A remote MCP server enabling semantic memory across multiple AI platforms like Perplexity Comet and Claude Desktop, with vector embeddings for… | 1 star | No one-command install · Source | |
| 1626 | 22.557 | shipitandpray-mcp-market-datamcp · back-end | Live cryptocurrency market data. 8 tools for real-time prices, OHLCV, order books, and market summaries. Zero API keys required. Zero dependencies. | 1 star | No one-command install · Source | |
| 1627 | 22.557 | context-mcp-servermcp · back-end | Enables AI agents to browse, trade, and create prediction markets on Context Markets. Supports wallet management, order placement, and market creation… | 1 star | No one-command install · Source | |
| 1628 | 22.557 | mcp-seo-auditormcp · back-end | MCP server for on-page SEO auditing and JSON-LD schema validation, providing tools for full SEO audit, schema validation, heading hierarchy, and image… | 1 star | No one-command install · Source | |
| 1629 | 22.557 | revxl-devtoolsmcp · auth | Provides 17 developer utility tools for AI agents, including free tools like JSON formatting, base64 encoding, UUID generation, and pro tools for… | 1 star | No one-command install · Source | |
| 1630 | 22.557 | w3-mcp-lsp-servermcp · back-end | Provides JavaScript/TypeScript code intelligence via LSP, enabling goto definition, hover info, and find references through MCP tools. | 1 star | No one-command install · Source | |
| 1631 | 22.557 | spark-sql-mcp-servermcp · back-end | Query Spark SQL clusters via Thrift/HiveServer2, with support for Spark, EMR, Hive, and Impala. | 1 star | No one-command install · Source | |
| 1632 | 22.557 | agenttracemcp · ai-agents | MCP server for tracing, logging, and debugging multi-agent systems by capturing sessions, spans, and events in a queryable trace tree. | 1 star | No one-command install · Source | |
| 1633 | 22.557 | saurav61091-mcp-openapimcp · back-end | Turn any OpenAPI spec into callable MCP tools for Claude. Point at any OpenAPI 3.x spec and Claude can call every endpoint through natural language… | 1 star | No one-command install · Source | |
| 1634 | 22.557 | linkedin-pages-mcpmcp · back-end | MCP server for managing LinkedIn Company Pages via the official Community Management API. Post content, manage comments, track analytics, and more… | 1 star | No one-command install · Source | |
| 1635 | 22.557 | bps-webapi-mcpmcp · other | Enables AI assistants to access official Indonesian statistical data (BPS) through MCP, providing tools for dynamic data queries, foreign trade… | 1 star | No one-command install · Source | |
| 1636 | 22.557 | mcp-nota-fiscalmcp · back-end | Enables AI assistants to interact with Brazilian electronic invoices (NF-e, NFC-e, NFS-e) via Nuvem Fiscal API, including CNPJ lookup, invoice… | 1 star | No one-command install · Source | |
| 1637 | 22.557 | cpp-debug-mcpmcp · other | Provides GDB and clangd-based tools for debugging C++ programs, enabling step execution, variable inspection, diagnostics, and combined runtime-static… | 1 star | No one-command install · Source | |
| 1638 | 22.557 | cavendo-vantagemcp · other | Personal signal store for AI-native work: capture and query insights from posts, articles, and conversations across all your AI tools. | 1 star | No one-command install · Source | |
| 1639 | 22.557 | mcp-clint-crmmcp · other | Servidor MCP para integração com o Clint CRM. Gerencie contatos, negócios, tags, organizações e toda a configuração do seu CRM diretamente através de… | 1 star | No one-command install · Source | |
| 1640 | 22.557 | videoscan-mcpmcp · back-end | An MCP server for comprehensive video analysis — AI-powered transcription, visual frame analysis, and metadata extraction from 1000+ platforms. | 1 star | No one-command install · Source | |
| 1641 | 22.557 | jonnyblankinship-philips-hue-blemcp · other | Controls Philips Hue smart lights directly via Bluetooth Low Energy without requiring a Hue Bridge or internet connection. | 1 star | No one-command install · Source | |
| 1642 | 22.557 | io-github-jonnyblankinship-hue-ble-mcpmcp · ai-agents | Enables control of Philips Hue lights via Bluetooth LE directly from Claude, without requiring a Hue Bridge or internet connection. | 1 star | No one-command install · Source | |
| 1643 | 22.557 | tech-engageable-analyticsmcp · observability | Connects to GA4, Mixpanel, PostHog and other analytics platforms, providing 9 tools for trend analysis, anomaly detection, funnel analysis, and more… | 1 star | No one-command install · Source | |
| 1644 | 22.557 | engageable-tech-analyticsmcp · observability | Unified analytics engine connecting GA4, Mixpanel, and PostHog with natural language query support. | 1 star | No one-command install · Source | |
| 1645 | 22.557 | handshake-mcp-servermcp · back-end | Enables AI assistants to connect to Handshake to search jobs, browse employers, explore events, and pull student or employer profiles. | 1 star | No one-command install · Source | |
| 1646 | 22.557 | luisenvilla-furniture-designermcp · front-end | Professional furniture design tool with structural validation, cut optimization, BOM generation, and interactive 3D reports. | 1 star | No one-command install · Source | |
| 1647 | 22.557 | obsidian-pdf-evidencemcp · search | Enables AI agents to extract PDF text, search with PDF++ citations, access vault files, manage tags, and run Dataview queries in Obsidian via MCP. | 1 star | No one-command install · Source | |
| 1648 | 22.557 | hi-jin-obsidian-pdf-evidencemcp · other | Obsidian plugin exposing PDF evidence and vault context through an MCP bridge, enabling text extraction, fuzzy matching for precise citation… | 1 star | No one-command install · Source | |
| 1649 | 22.557 | mcp-codebase-oraclemcp · other | Analyzes software projects to extract architecture, build dependency graphs, and predict the impact of code changes. | 1 star | No one-command install · Source | |
| 1650 | 22.557 | tikz-mcpmcp · other | Compiles TikZ code into high-resolution PNG images, enabling AI assistants to render and preview LaTeX/TikZ diagrams during conversations. | 1 star | No one-command install · Source | |
| 1651 | 22.557 | mcp-apple-obsidianmcp · back-end | A comprehensive Model Context Protocol (MCP) server for Obsidian on macOS. It provides extensive tools for interacting with Obsidian vaults, notes… | 1 star | No one-command install · Source | |
| 1652 | 22.557 | neuralvaultcoremcp · ai-agents | An MCP server that provides persistent long-term memory for AI agents via local SQLite storage with low token overhead, enabling memory storage… | 1 star | No one-command install · Source | |
| 1653 | 22.557 | ifrc-go-admin-mcp-servermcp · back-end | Provides access to IFRC GO Admin API for disaster relief emergency fund (DREF) data, including operations, appeals, and emergencies. | 1 star | No one-command install · Source | |
| 1654 | 22.557 | agent-cost-mcpmcp · ai-agents | Tracks AI agent token usage and spending in real time, with budget alerts, per-task cost breakdown, and a visual dashboard. | 1 star | No one-command install · Source | |
| 1655 | 22.557 | mcp-domain-radarmcp · other | Enables AI assistants to check domain availability in real-time during brand naming conversations, using DNS and WHOIS queries to suggest available… | 1 star | No one-command install · Source | |
| 1656 | 22.557 | mcp-server-qnap-qvsmcp · back-end | Manages QNAP Virtualization Station (VMs, snapshots, disks, ISOs) via the QVS REST API, enabling VM lifecycle operations and resource monitoring… | 1 star | No one-command install · Source | |
| 1657 | 22.557 | mcp-geminimcp · back-end | An MCP server that lets AI assistants use Google's Gemini models. Generate text, analyze images, review code, and more — with support for multi-turn… | 1 star | No one-command install · Source | |
| 1658 | 22.557 | jumpsellermcp · other | Manage Jumpseller e-commerce stores with tools for products, orders, and customers. | 1 star | No one-command install · Source | |
| 1659 | 22.557 | yanki-mcp-servermcp · back-end | An MCP server that connects to Anki for card review and creation, featuring automatic date-based organization of new cards. | 1 star | No one-command install · Source | |
| 1660 | 22.557 | nlspec-servermcp · back-end | Enables AI agents to parse, create, update, delete, and search natural language specification elements in markdown files via MCP tools. | 1 star | No one-command install · Source | |
| 1661 | 22.557 | nomos-slack-mcpmcp · ai-agents | An MCP server that enables AI agents to read and write Slack messages as the user, not as a bot, using Slack user tokens for authentic actions across… | 1 star | No one-command install · Source | |
| 1662 | 22.557 | apple-shortcut-maker-mcpmcp · other | Enables AI assistants to create, duplicate, list, and run Apple Shortcuts using Cherri code via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 1663 | 22.557 | gh-stepankaiser-ccphotomcp · ai-agents | Bridges phone cameras to Claude Code over a local network for capturing photos, receiving images, and streaming video. | 1 star | No one-command install · Source | |
| 1664 | 22.557 | steelmind-mcpmcp · ai-agents | Provides structured thinking with step-by-step reasoning and steel-manning verification for AI agents, backed by cognitive science research. | 1 star | No one-command install · Source | |
| 1665 | 22.557 | locus-mcpmcp · back-end | MCP server for Locus, a local semantic dataspace manager powered by Ollama. It exposes all Locus HTTP endpoints as MCP tools to manage dataspaces… | 1 star | No one-command install · Source | |
| 1666 | 22.557 | rolemodel-opticsmcp · front-end | Access RoleModel's Optics Design System tokens, components, and documentation | 1 star | No one-command install · Source | |
| 1667 | 22.557 | crawl-parity-mcpmcp · search | An MCP server for analyzing Googlebot vs AI crawler parity from Nginx access logs and Google Search Console data. | 1 star | No one-command install · Source | |
| 1668 | 22.557 | maverick7-glue-code-generatormcp · front-end | Generates Vue/React components from API JSON with Zod validation schemas | 1 star | No one-command install · Source | |
| 1669 | 22.557 | paulofroes-meta-marketingmcp · back-end | Wraps Meta's Marketing API v25.0 for Facebook and Instagram advertising operations including insights, campaign management, and creative creation. | 1 star | No one-command install · Source | |
| 1670 | 22.557 | veritasacta-actamcp · other | Contribute, challenge, verify, and query contestable public records on the Veritas Acta platform. | 1 star | No one-command install · Source | |
| 1671 | 22.557 | junct-wormholemcp · back-end | Auto-generated MCP server for Wormhole cross-chain transfers and bridge data. | 1 star | No one-command install · Source | |
| 1672 | 22.557 | ekaone-mcp-toolsmcp · back-end | MCP server providing data masking tools for credit card numbers and email addresses, enabling privacy protection through natural language commands. | 1 star | No one-command install · Source | |
| 1673 | 22.557 | w3-mcp-falkordb-servermcp · back-end | Enables graph database operations on FalkorDB via MCP, allowing Cypher queries, node retrieval, and graph listing. | 1 star | No one-command install · Source | |
| 1674 | 22.557 | ai-sound-mcp-servermcp · back-end | Enables AI assistants to programmatically edit, analyze, and export audio projects through MCP tools, including multi-track editing, effects… | 1 star | No one-command install · Source | |
| 1675 | 22.557 | gh-cocaxcode-ai-context-inspectormcp · other | Comprehensive scanner for AI ecosystem configuration across 19 tools. | 1 star | No one-command install · Source | |
| 1676 | 22.557 | ai-context-inspectormcp · ai-agents | Scans projects to discover all AI configuration files, MCP servers, agents, and memories across 19 tools, enabling export and import of the entire AI… | 1 star | No one-command install · Source | |
| 1677 | 22.557 | cocaxcode-devflowmcp · github-vcs | Jira and GitHub/GitLab workflow automation with 32 tools. | 1 star | No one-command install · Source | |
| 1678 | 22.557 | yb48666-ctrl-otr-protocolmcp · ai-agents | Deterministic merchant trust scoring and verification for AI agent commerce. | 1 star | No one-command install · Source | |
| 1679 | 22.557 | meta-ads-mcp-server-2mcp · back-end | Provides access to Meta Marketing API for comprehensive ad analytics and AI-powered video creative analysis. | 1 star | No one-command install · Source | |
| 1680 | 22.557 | awesome-well-structure-mcpmcp · other | Automatically generates borehole structure diagrams from well data, supporting multiple well types and returning simplified image paths to reduce… | 1 star | No one-command install · Source | |
| 1681 | 22.557 | middlemanmcp · back-end | A context refinement MCP server that acts as a proxy to distill large outputs from other MCP servers into concise summaries, reducing token usage and… | 1 star | No one-command install · Source | |
| 1682 | 22.557 | mcp-opentymmcp · back-end | A lightweight MCP HTTP server giving AI assistants real tools to interact with your Windows machine, including running commands, file access, system… | 1 star | No one-command install · Source | |
| 1683 | 22.557 | mcp-deep-researchermcp · ai-agents | A multi-agent research system that decomposes complex queries into targeted sub-questions, searches the web in parallel, scores source credibility… | 1 star | No one-command install · Source | |
| 1684 | 22.557 | unforget-mcp-servermcp · ai-agents | Long-term memory for Claude Code, Cursor, and MCP clients with zero-config embedded PostgreSQL. Stores and retrieves facts, preferences, and decisions… | 1 star | No one-command install · Source | |
| 1685 | 22.557 | codebase-indexmcp · search | AST-aware codebase indexing with semantic search, exposed as an MCP server. Enables semantic search and file context retrieval across your codebase… | 1 star | No one-command install · Source | |
| 1686 | 22.557 | office-mcpmcp · ai-agents | An MCP server that lets Claude control Microsoft Word and Excel on macOS via AppleScript, providing 98 tools for document and spreadsheet automation. | 1 star | No one-command install · Source | |
| 1687 | 22.557 | md-annotatemcp · ai-agents | A local-first markdown review tool with MCP integration, enabling AI and humans to collaboratively annotate documents inline and generate revision… | 1 star | No one-command install · Source | |
| 1688 | 22.557 | tome-mcpmcp · search | Manages a research paper library, providing PDF ingestion, bibliography management, semantic search, figure tracking, and integration with Semantic… | 1 star | No one-command install · Source | |
| 1689 | 22.557 | khjohns-kofamcp · search | Norwegian public procurement decisions from KOFA with full-text search, semantic search, and case filtering. | 1 star | No one-command install · Source | |
| 1690 | 22.557 | linkedin-profile-mcp-servermcp · back-end | An intelligent bridge between Claude and LinkedIn. This MCP server empowers Claude to act as your high-level career consultant, capable of auditing… | 1 star | No one-command install · Source | |
| 1691 | 22.557 | starsingermcp · search | AI music catalog with natural language search, MP3 streaming, artist browsing, and trending track discovery. | 1 star | No one-command install · Source | |
| 1692 | 22.557 | chrstnwhlrt-mongodb-readonlymcp · database | Provides secure read-only access to MongoDB databases with support for Kubernetes deployments and direct connections. | 1 star | No one-command install · Source | |
| 1693 | 22.557 | codetex-mcpmcp · database | A commit-aware code context manager for LLMs that indexes Git repositories into a multi-tier knowledge hierarchy (repo overviews, file summaries… | 1 star | No one-command install · Source | |
| 1694 | 22.557 | dauphin-notion-mcpmcp · ai-agents | Gives Claude full read/write access to your Notion workspace with token-efficient compression and parallel operations. | 1 star | No one-command install · Source | |
| 1695 | 22.557 | mcp-image-generatormcp · ai-agents | MCP server for AI image generation supporting multiple providers (OpenRouter, Together AI, Replicate, fal.ai) and compatible with various MCP agents. | 1 star | No one-command install · Source | |
| 1696 | 22.557 | task-crusader-mcpmcp · back-end | A campaign and task management MCP server for AI coding assistants, enabling dependency tracking, acceptance criteria, testing strategies, and… | 1 star | No one-command install · Source | |
| 1697 | 22.557 | heblinemcp · back-end | Intelligent API routing for AI agents selecting the best service, price, and free alternatives. | 1 star | No one-command install · Source | |
| 1698 | 22.557 | apple-mcp-servermcp · back-end | Exposes macOS system controls and Apple apps as structured tools for Claude, enabling control of volume, music, files, browser tabs, and more via… | 1 star | No one-command install · Source | |
| 1699 | 22.557 | gh-productstein-holomimemcp · devops | Behavioral therapy infrastructure for AI agents using Big Five psychology and structured treatment. | 1 star | No one-command install · Source | |
| 1700 | 22.557 | cti-mcp-servermcp · back-end | Provides threat intelligence tools like IoC lookups, event backtracking, and IP enrichment via MCP, enabling automated triage and evidence queries. | 1 star | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.