Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1401 | 22.557 | cloakedmcp · ai-agents | Trustless spending accounts for AI agents on Solana with on-chain enforced limits and zero-knowledge proofs. | 1 star | No one-command install · Source | |
| 1402 | 22.557 | mario-playwright-mcpmcp · browser | MCP server for browser automation with AI agents, enabling network payload capture and QA workflows. | 1 star | No one-command install · Source | |
| 1403 | 22.557 | dataeyes-mcp-servermcp · back-end | Provides web search and page reading capabilities through the DataEyes API. | 1 star | No one-command install · Source | |
| 1404 | 22.557 | deployment-io-mcp-servermcp · back-end | Enables managing and deploying apps to your cloud directly from Cursor through natural language, including environment management, job monitoring, and… | 1 star | No one-command install · Source | |
| 1405 | 22.557 | deployment-iomcp · devops | Deploy apps on your cloud with environment provisioning, infrastructure config, and job monitoring. | 1 star | No one-command install · Source | |
| 1406 | 22.557 | j0hanz-cortex-mcpmcp · other | Multi-level reasoning with configurable depth. | 1 star | No one-command install · Source | |
| 1407 | 22.557 | maroofgadiwale-expense-trackermcp · database | Personal expense tracking with SQLite storage for adding categorized expenses, retrieving filtered records, and generating summaries by category or… | 1 star | No one-command install · Source | |
| 1408 | 22.557 | space-weather-data-mcp-servermcp · back-end | Provides AI assistants with access to real-time space weather data and forecasts from NOAA's Space Weather Prediction Center, enabling queries and… | 1 star | No one-command install · Source | |
| 1409 | 22.557 | robbhimself-1337-claude-armymcp · ai-agents | Orchestrates multiple Claude Code agents across different projects in parallel from a single chat interface. | 1 star | No one-command install · Source | |
| 1410 | 22.557 | claudearmymcp · ai-agents | An MCP server that enables Claude to orchestrate multiple autonomous Claude Code agents working in parallel across different projects, with tools to… | 1 star | No one-command install · Source | |
| 1411 | 22.557 | ollama-websearch-mcpmcp · back-end | Enables performing web searches and fetching web page content via Ollama's hosted APIs, providing search results and raw page data. | 1 star | No one-command install · Source | |
| 1412 | 22.557 | yanbober-antv-chart-vismcp · back-end | Wraps AntV's chart generation and GPT-Vis server-side rendering into a turnkey MCP service supporting 26 chart types with automatic local PNG export. | 1 star | No one-command install · Source | |
| 1413 | 22.557 | todoist-mcp-helpermcp · ai-agents | Connect AI agents to your Todoist tasks via the Model Context Protocol (MCP). | 1 star | No one-command install · Source | |
| 1414 | 22.557 | nerve-rpc-mcpmcp · back-end | Exposes Nerve blockchain JSON-RPC and REST APIs as MCP tools, enabling AI agents to receive, pay, swap, and query balances with local account… | 1 star | No one-command install · Source | |
| 1415 | 22.557 | lordbasilaiassistant-sudo-base-token-snipermcp · other | Discover and trade new token launches on Base chain through the OBSD LaunchPad. | 1 star | No one-command install · Source | |
| 1416 | 22.557 | base-token-sniper-mcpmcp · ai-agents | An MCP server for AI agents to discover and trade new token launches on Base chain. | 1 star | No one-command install · Source | |
| 1417 | 22.557 | base-batch-send-mcpmcp · ai-agents | Enables AI agents to batch-send ETH or ERC-20 tokens to multiple recipients in one transaction on Base, drastically reducing gas costs. | 1 star | No one-command install · Source | |
| 1418 | 22.557 | base-lp-locker-mcpmcp · ai-agents | An MCP server for AI agents to lock, manage, and withdraw LP tokens on Base with time-based unlock. | 1 star | No one-command install · Source | |
| 1419 | 22.557 | saeronlab-kicad-edamcp · front-end | Comprehensive KiCad 9.x integration with 39 tools for schematic editing, PCB layout, library search, design rule checking, and manufacturing file… | 1 star | No one-command install · Source | |
| 1420 | 22.557 | base-escrow-mcpmcp · ai-agents | MCP server for AI agents to create and manage P2P escrow deals on Base (ETH or ERC-20). | 1 star | No one-command install · Source | |
| 1421 | 22.557 | lordbasilaiassistant-sudo-stripe-analyticsmcp · payments | Query Stripe dashboard data including revenue, customers, subscriptions, refunds, and churn metrics. | 1 star | No one-command install · Source | |
| 1422 | 22.557 | mcp-github-pmmcp · github-vcs | Enables GitHub project management from Claude, supporting issue creation, milestones, labels, changelog generation, and repository stats. | 1 star | No one-command install · Source | |
| 1423 | 22.557 | mcp-postgres-querymcp · database | Connects Claude to any PostgreSQL database, enabling schema exploration, query execution, and performance analysis through natural conversation. | 1 star | No one-command install · Source | |
| 1424 | 22.557 | lordbasilaiassistant-sudo-base-security-scannermcp · other | Scans smart contracts on Base for honeypots, rug pulls, hidden mints, and proxy patterns with read-only bytecode analysis. | 1 star | No one-command install · Source | |
| 1425 | 22.557 | jsondb-cloudmcp · database | Manages documents, collections, schemas, and webhooks on the jsondb.cloud database platform. | 1 star | No one-command install · Source | |
| 1426 | 22.557 | fiware-orion-mcpmcp · ai-agents | MCP server for FIWARE Orion Context Broker enabling LLMs to manage NGSI-v2 context entities like IoT devices, sensors, and vehicles. | 1 star | No one-command install · Source | |
| 1427 | 22.557 | mcp-mailmcp · ai-agents | A mail-like coordination layer for coding agents, providing identities, inbox/outbox, searchable threads, and advisory file reservations to prevent… | 1 star | No one-command install · Source | |
| 1428 | 22.557 | mikoto2000-discordmcp · comms | Go-based Discord bot integration for sending messages, fetching history, listing guilds, and resolving channels with both MCP and CLI modes. | 1 star | No one-command install · Source | |
| 1429 | 22.557 | securenote-link-mcp-servermcp · back-end | Enables AI agents to create end-to-end encrypted, self-destructing notes that can be securely shared via a one-click link, ensuring secrets are never… | 1 star | No one-command install · Source | |
| 1430 | 22.557 | coatsnmore-hubitat-elevationmcp · back-end | Connects to Hubitat Elevation home automation hubs via Maker API for device inspection, control, event history, and command execution on local… | 1 star | No one-command install · Source | |
| 1431 | 22.557 | nws-mcp-servermcp · back-end | MCP server that integrates the National Weather Service API to fetch weather alerts for US states and forecasts for coordinates. | 1 star | No one-command install · Source | |
| 1432 | 22.557 | mcp-c-analyzermcp · ai-agents | Provides precise C++ code semantic analysis for AI coding tools like Claude Code and Cursor by integrating clangd static analysis, enabling symbol… | 1 star | No one-command install · Source | |
| 1433 | 22.557 | dynamic-mcpmcp · back-end | Dynamic MCP server for Node.js enabling runtime tool creation, management, and execution in isolated sandboxes (Docker or Node). | 1 star | No one-command install · Source | |
| 1434 | 22.557 | signalgate-mcpmcp · ai-agents | Provides real-time crypto market sentiment analysis for BTC, ETH, and SOL using Google Gemini 2.0, enabling AI agents to get actionable alpha. | 1 star | No one-command install · Source | |
| 1435 | 22.557 | localstack-mcp-servermcp · devops | Exposes LocalStack-managed AWS services as AI-agent tools, enabling LLMs and AI agents to interact with local AWS infrastructure during development… | 1 star | No one-command install · Source | |
| 1436 | 22.557 | giovanemartins-localstackmcp · devops | Manages local AWS service emulations through LocalStack including S3, SQS, SNS, EventBridge, Kinesis, DynamoDB, Lambda, Secrets Manager, SSM, and SES. | 1 star | No one-command install · Source | |
| 1437 | 22.557 | songt-50-korean-newsmcp · back-end | Korean and global tech news aggregation from Naver, Google News, Hacker News, and other sources with no API key required. | 1 star | No one-command install · Source | |
| 1438 | 22.557 | korean-news-mcpmcp · back-end | MCP server that provides Korean and global AI/tech news via 6 tools (categories, search, trending, article reading, daily briefing) without requiring… | 1 star | No one-command install · Source | |
| 1439 | 22.557 | songt-50-korean-public-datamcp · other | Korean government open data for weather, real estate prices, air quality, economic statistics, and business registration via data.go.kr. | 1 star | No one-command install · Source | |
| 1440 | 22.557 | korean-public-data-mcpmcp · other | Enables AI to query real-time Korean public data including weather, real estate prices, air quality, economic indicators, and business registration… | 1 star | No one-command install · Source | |
| 1441 | 22.557 | cheqd-mcp-toolkitmcp · auth | Enables AI agents to securely manage decentralized identities, verifiable credentials, and trust registries on the Cheqd network via the Model Context… | 1 star | No one-command install · Source | |
| 1442 | 22.557 | io-github-420247jake-session-forgemcp · github-vcs | Never start from zero. Persistent session intelligence for AI coding assistants. | 1 star | No one-command install · Source | |
| 1443 | 22.557 | 420247jake-session-forgemcp · observability | Persistent session memory with decision logging and dead-end tracking for coding assistants. | 1 star | No one-command install · Source | |
| 1444 | 22.557 | x-search-mcp-servermcp · back-end | Enables searching X (Twitter) posts, discussions, trends, and web content via Grok API using natural language. | 1 star | No one-command install · Source | |
| 1445 | 22.557 | gads-transparency-mcpmcp · back-end | A Model Context Protocol server that enables AI assistants to research competitor ads, analyze advertiser profiles, and compare ad presence across 42… | 1 star | No one-command install · Source | |
| 1446 | 22.557 | libsrcmcp · github-vcs | Resolves project dependencies and provides local source code paths for AI agent inspection by auto-detecting the build system, resolving dependencies… | 1 star | No one-command install · Source | |
| 1447 | 22.557 | naver-land-mcpmcp · search | Enables querying and searching for real estate listings, complexes, prices, and school information from Naver Land (Korean real estate platform)… | 1 star | No one-command install · Source | |
| 1448 | 22.557 | stealth-browser-mcp-servermcp · back-end | Provides stealth web browsing using dual browser engines (Chromium and Firefox) with automatic bot-detection bypass, enabling AI agents to browse… | 1 star | No one-command install · Source | |
| 1449 | 22.557 | nstbrowser-playwright-mcpmcp · browser | Combines NSTBrowser profile management with Playwright browser automation via CDP, enabling browser automation through NSTBrowser profiles. | 1 star | No one-command install · Source | |
| 1450 | 22.557 | povmcp · ai-agents | Enables LLM agents to capture screenshots, control mouse/keyboard, and manage windows on desktop platforms, primarily Windows, via an MCP server. | 1 star | No one-command install · Source | |
| 1451 | 22.557 | watertap-engine-mcpmcp · ai-agents | A water treatment process simulation engine that exposes WaterTAP capabilities through MCP and CLI adapters, enabling AI agents to build, solve, and… | 1 star | No one-command install · Source | |
| 1452 | 22.557 | browser-mcp-demomcp · auth | Provides a remote browser session and MCP tools for restricted search and extraction on sites like XHS, Yelp, and TripAdvisor, with human-in-the-loop… | 1 star | No one-command install · Source | |
| 1453 | 22.557 | finance-data-mcpmcp · other | Unified financial data access for US, A-share, HK stocks, and FX rates with automatic fallback across multiple data sources. | 1 star | No one-command install · Source | |
| 1454 | 22.557 | slay-the-spire-copilotmcp · ai-agents | Enables AI-assisted gameplay for Slay the Spire by reading game state and providing strategy advice or automated actions via Claude Code. | 1 star | No one-command install · Source | |
| 1455 | 22.557 | gh-theduodecim-ascii-artmcp · other | Generates ASCII and Unicode art with various styles and formatting options. | 1 star | No one-command install · Source | |
| 1456 | 22.557 | ascii-art-mcpmcp · back-end | An MCP server that provides tools for retrieving ASCII and Unicode art from a local database, including search, random selection, and category… | 1 star | No one-command install · Source | |
| 1457 | 22.557 | teadata-mcpmcp · search | MCP server for exploring Texas public school data through conversational interfaces, enabling campus search, district details, geospatial lookup… | 1 star | No one-command install · Source | |
| 1458 | 22.557 | gh-toolwright-adk-linear-bootstrapmcp · other | Bootstrap Linear projects from natural language with milestones, epics, issues, and dependency graphs. | 1 star | No one-command install · Source | |
| 1459 | 22.557 | pydantic-docsmcp · back-end | A Model Context Protocol (MCP) server providing local-first access to Pydantic and Pydantic AI documentation with BM25-powered full-text search. | 1 star | No one-command install · Source | |
| 1460 | 22.557 | speechpulsemcp · other | Analyzes speech audio to detect emotions, urgency, and sarcasm using prosodic features. | 1 star | No one-command install · Source | |
| 1461 | 22.557 | budgiedownunder-zsvmcp · database | Exposes the zsv command-line CSV toolkit for data analysis and SQL-style querying of tabular data. | 1 star | No one-command install · Source | |
| 1462 | 22.557 | mac-camera-mcpmcp · back-end | MCP server for macOS that enables photo capture and video recording using the system camera via imagesnap and ffmpeg. | 1 star | No one-command install · Source | |
| 1463 | 22.557 | citenexus-mcpmcp · ai-agents | Enables AI agents to access academic citations, fetch metadata, and generate BibTeX entries directly from Google Scholar via MCP tools. | 1 star | No one-command install · Source | |
| 1464 | 22.557 | shopify-graphql-mcpmcp · back-end | A Model Context Protocol server that provides comprehensive access to the Shopify Admin GraphQL API, enabling AI assistants to manage Shopify stores… | 1 star | No one-command install · Source | |
| 1465 | 22.557 | openaire-mcp-servermcp · search | Enables AI assistants to explore the OpenAIRE Research Graph and ScholExplorer citation index, discovering citation relationships and retrieving… | 1 star | No one-command install · Source | |
| 1466 | 22.557 | mcp-log-analyzermcp · observability | Analyzes log files locally using Ollama and files structured GitHub Issues automatically, with all processing kept on your machine. | 1 star | No one-command install · Source | |
| 1467 | 22.557 | luigisaetta-oracle-vector-storemcp · database | Integrates with Oracle Vector Store databases to enable semantic search over document collections using vector embeddings, with enterprise-grade JWT… | 1 star | No one-command install · Source | |
| 1468 | 22.557 | kpanko-todoistmcp · back-end | Safe Todoist task management with recurring-pattern-preserving rescheduling, reminder retention, and comprehensive read/write operations via REST and… | 1 star | No one-command install · Source | |
| 1469 | 22.557 | mcp-sessionsmcp · search | Search and browse Claude Code conversation history across all your projects. | 1 star | No one-command install · Source | |
| 1470 | 22.557 | qingflow-mcp-crudmcp · ai-agents | Enables CRUD operations on Qingflow forms, queries, and records through agent-native tools like qf.query.plan and qf.query.rows. | 1 star | No one-command install · Source | |
| 1471 | 22.557 | figma-mcpmcp · front-end | Enables AI agents to read, inspect, and export Figma designs programmatically. Provides tools for listing components, styles, and exporting assets in… | 1 star | No one-command install · Source | |
| 1472 | 22.557 | alphafold3-mcp-servermcp · back-end | Enables AI-powered protein structure prediction and variant analysis via Docker, with tools for submitting predictions, batch processing variants, and… | 1 star | No one-command install · Source | |
| 1473 | 22.557 | youtube-watchlater-mcpmcp · back-end | Fetches your YouTube Watch Later playlist using yt-dlp with browser cookies, bypassing YouTube API limitations. Also supports downloading video… | 1 star | No one-command install · Source | |
| 1474 | 22.557 | purefeed-mcp-servermcp · back-end | Connects AI assistants to Purefeed for access to AI-curated Twitter/X feeds, signals, semantic search, and post creation. | 1 star | No one-command install · Source | |
| 1475 | 22.557 | prompyaimcp · ai-agents | Context-aware prompt intelligence that scores and rewrites prompts against your real codebase. | 1 star | No one-command install · Source | |
| 1476 | 22.557 | hubitat-mcp-servermcp · back-end | Enables Claude to control Hubitat smart home hub devices, modes, HSM, and variables via MCP tools, with remote access via ngrok and device aliasing. | 1 star | No one-command install · Source | |
| 1477 | 22.557 | bespoke34-tableshotmcp · other | Extracts tables from PDFs into structured Markdown, CSV, JSON, or HTML output with sub-100ms performance. | 1 star | No one-command install · Source | |
| 1478 | 22.557 | cantripmcp · other | GTM engine helping solo founders find their first customers through structured workflows. | 1 star | No one-command install · Source | |
| 1479 | 22.557 | mefs-mcp-servermcp · back-end | Provides decentralized storage for AI agents, enabling them to save generated content to MEFS and retrieve data via content identifiers. | 1 star | No one-command install · Source | |
| 1480 | 22.557 | gemini-searchmcp · ai-agents | Free, unlimited web search MCP server using Gemini CLI's Google Search grounding to provide cited, live web results for any AI agent. | 1 star | No one-command install · Source | |
| 1481 | 22.557 | ai-guru-straight-connectmcp · comms | Communication service connectors framework with multi-account Telegram support, tiered permission levels, per-account URL routing, and chat… | 1 star | No one-command install · Source | |
| 1482 | 22.557 | msfixer101-idea-basinmcp · database | Connects to an Idea Basin knowledge graph for semantic search, node browsing, and resource saving with vector embeddings. | 1 star | No one-command install · Source | |
| 1483 | 22.557 | idea-basin-mcpmcp · database | Enables AI assistants to search, browse, and save to a semantic knowledge graph with vector search and hierarchical organization. | 1 star | No one-command install · Source | |
| 1484 | 22.557 | echomindrmcp · search | Search real founder decisions, lessons, and signals from 100+ startup podcasts. | 1 star | No one-command install · Source | |
| 1485 | 22.557 | smritimcp · ai-agents | Local-first persistent memory for AI agents via MCP, enabling semantic search and memory sharing across agents with zero cloud cost and full privacy. | 1 star | No one-command install · Source | |
| 1486 | 22.557 | google-business-profile-mcp-servermcp · back-end | Enables AI assistants to manage Google Business Profiles by creating posts, replying to reviews, listing locations, and more through natural language… | 1 star | No one-command install · Source | |
| 1487 | 22.557 | avanger2512-echarts-docsmcp · other | Provides ECharts documentation and knowledge resources for chart configuration assistance. | 1 star | No one-command install · Source | |
| 1488 | 22.557 | mcp-connector-for-akamaimcp · back-end | An unofficial MCP server that connects AI assistants to Akamai APIs, providing tools for edge diagnostics, debugging, and network analysis. | 1 star | No one-command install · Source | |
| 1489 | 22.557 | factsetsmcp · ai-agents | Local, persistent, self-maintaining knowledge base for agents | 1 star | No one-command install · Source | |
| 1490 | 22.557 | ytm-mcpmcp · back-end | A full-featured YouTube Music MCP server that lets AI assistants control playback, browse history, download songs, and manage playlists via natural… | 1 star | No one-command install · Source | |
| 1491 | 22.557 | airiot-mcp-servermcp · back-end | MCP server for the AIRIOT IoT platform, enabling AI assistants to manage data tables, records, devices, alarms, files, and more through natural… | 1 star | No one-command install · Source | |
| 1492 | 22.557 | gh-whm3-uat-runnermcp · ai-agents | Human-in-the-loop user acceptance testing tool for agent-developed code. | 1 star | No one-command install · Source | |
| 1493 | 22.557 | ikea-mcpmcp · back-end | Read-only MCP server for IKEA product search and in-store stock lookup. | 1 star | No one-command install · Source | |
| 1494 | 22.557 | mcp-async-replmcp · back-end | Async Python REPL + Shell execution for MCP. Provides persistent state, background jobs, interactive input() bridging, and crash isolation in a single… | 1 star | No one-command install · Source | |
| 1495 | 22.557 | homosaurus-mcpmcp · search | An experimental MCP server connecting Claude to the Homosaurus V4 LGBTQ+ linked data vocabulary, enabling search and retrieval of authority data for… | 1 star | No one-command install · Source | |
| 1496 | 22.557 | victorgulchenko-mimiqmcp · front-end | Synthetic user testing for web pages, copy, flows, and UI components with simulated audience feedback. | 1 star | No one-command install · Source | |
| 1497 | 22.557 | engram-context-continuummcp · search | Universal AI session memory substrate providing persistent context across sessions, with MCP tools for recall, search, recent events, and knowledge… | 1 star | No one-command install · Source | |
| 1498 | 22.557 | chrome-debugger-mcpmcp · back-end | Enables AI agents to attach to Chrome tabs, set breakpoints, inspect scope variables, evaluate expressions, and step through code using Chrome… | 1 star | No one-command install · Source | |
| 1499 | 22.557 | threejs-mcpmcp · front-end | Enables AI assistants to generate and modify Three.js 3D scenes by providing a wide range of tools for scene setup, cameras, geometry, materials… | 1 star | No one-command install · Source | |
| 1500 | 22.557 | n0isy-icon-visualmcp · search | Searches, retrieves, compares, and renders SVG icons visually for AI agents with vision capabilities. | 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.