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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
140122.557jefdiesel-clawphunksmcp · paymentsMint and trade ClawPhunks NFTs with x402 payment and ethscriptions on L1.1 starNo one-command install · Source
140222.557rsmdt-multimodalmcp · otherMulti-provider media generation for images, video, audio, and transcription via a unified interface.1 starNo one-command install · Source
140322.557ai-firelab-pinchtabmcp · browserBridges browser automation through PinchTab's accessibility-tree snapshots and element references for web navigation, form filling, clicking…1 starNo one-command install · Source
140422.557cloaked-mcp-servermcp · back-endEnables AI agents to make autonomous payments on Solana with on-chain enforced spending limits, preventing unauthorized fund drainage.1 starNo one-command install · Source
140522.557cloakedmcp · ai-agentsTrustless spending accounts for AI agents on Solana with on-chain enforced limits and zero-knowledge proofs.1 starNo one-command install · Source
140622.557mario-playwright-mcpmcp · browserMCP server for browser automation with AI agents, enabling network payload capture and QA workflows.1 starNo one-command install · Source
140722.557dataeyes-mcp-servermcp · back-endProvides web search and page reading capabilities through the DataEyes API.1 starNo one-command install · Source
140822.557deployment-io-mcp-servermcp · back-endEnables managing and deploying apps to your cloud directly from Cursor through natural language, including environment management, job monitoring, and…1 starNo one-command install · Source
140922.557deployment-iomcp · devopsDeploy apps on your cloud with environment provisioning, infrastructure config, and job monitoring.1 starNo one-command install · Source
141022.557j0hanz-cortex-mcpmcp · otherMulti-level reasoning with configurable depth.1 starNo one-command install · Source
141122.557maroofgadiwale-expense-trackermcp · databasePersonal expense tracking with SQLite storage for adding categorized expenses, retrieving filtered records, and generating summaries by category or…1 starNo one-command install · Source
141222.557space-weather-data-mcp-servermcp · back-endProvides AI assistants with access to real-time space weather data and forecasts from NOAA's Space Weather Prediction Center, enabling queries and…1 starNo one-command install · Source
141322.557robbhimself-1337-claude-armymcp · ai-agentsOrchestrates multiple Claude Code agents across different projects in parallel from a single chat interface.1 starNo one-command install · Source
141422.557claudearmymcp · ai-agentsAn MCP server that enables Claude to orchestrate multiple autonomous Claude Code agents working in parallel across different projects, with tools to…1 starNo one-command install · Source
141522.557ollama-websearch-mcpmcp · back-endEnables performing web searches and fetching web page content via Ollama's hosted APIs, providing search results and raw page data.1 starNo one-command install · Source
141622.557yanbober-antv-chart-vismcp · back-endWraps 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 starNo one-command install · Source
141722.557todoist-mcp-helpermcp · ai-agentsConnect AI agents to your Todoist tasks via the Model Context Protocol (MCP).1 starNo one-command install · Source
141822.557nerve-rpc-mcpmcp · back-endExposes Nerve blockchain JSON-RPC and REST APIs as MCP tools, enabling AI agents to receive, pay, swap, and query balances with local account…1 starNo one-command install · Source
141922.557lordbasilaiassistant-sudo-base-token-snipermcp · otherDiscover and trade new token launches on Base chain through the OBSD LaunchPad.1 starNo one-command install · Source
142022.557base-token-sniper-mcpmcp · ai-agentsAn MCP server for AI agents to discover and trade new token launches on Base chain.1 starNo one-command install · Source
142122.557base-batch-send-mcpmcp · ai-agentsEnables AI agents to batch-send ETH or ERC-20 tokens to multiple recipients in one transaction on Base, drastically reducing gas costs.1 starNo one-command install · Source
142222.557base-lp-locker-mcpmcp · ai-agentsAn MCP server for AI agents to lock, manage, and withdraw LP tokens on Base with time-based unlock.1 starNo one-command install · Source
142322.557saeronlab-kicad-edamcp · front-endComprehensive KiCad 9.x integration with 39 tools for schematic editing, PCB layout, library search, design rule checking, and manufacturing file…1 starNo one-command install · Source
142422.557base-escrow-mcpmcp · ai-agentsMCP server for AI agents to create and manage P2P escrow deals on Base (ETH or ERC-20).1 starNo one-command install · Source
142522.557lordbasilaiassistant-sudo-stripe-analyticsmcp · paymentsQuery Stripe dashboard data including revenue, customers, subscriptions, refunds, and churn metrics.1 starNo one-command install · Source
142622.557mcp-github-pmmcp · github-vcsEnables GitHub project management from Claude, supporting issue creation, milestones, labels, changelog generation, and repository stats.1 starNo one-command install · Source
142722.557mcp-postgres-querymcp · databaseConnects Claude to any PostgreSQL database, enabling schema exploration, query execution, and performance analysis through natural conversation.1 starNo one-command install · Source
142822.557lordbasilaiassistant-sudo-base-security-scannermcp · otherScans smart contracts on Base for honeypots, rug pulls, hidden mints, and proxy patterns with read-only bytecode analysis.1 starNo one-command install · Source
142922.557jsondb-cloudmcp · databaseManages documents, collections, schemas, and webhooks on the jsondb.cloud database platform.1 starNo one-command install · Source
143022.557fiware-orion-mcpmcp · ai-agentsMCP server for FIWARE Orion Context Broker enabling LLMs to manage NGSI-v2 context entities like IoT devices, sensors, and vehicles.1 starNo one-command install · Source
143122.557mcp-mailmcp · ai-agentsA mail-like coordination layer for coding agents, providing identities, inbox/outbox, searchable threads, and advisory file reservations to prevent…1 starNo one-command install · Source
143222.557mikoto2000-discordmcp · commsGo-based Discord bot integration for sending messages, fetching history, listing guilds, and resolving channels with both MCP and CLI modes.1 starNo one-command install · Source
143322.557securenote-link-mcp-servermcp · back-endEnables 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 starNo one-command install · Source
143422.557coatsnmore-hubitat-elevationmcp · back-endConnects to Hubitat Elevation home automation hubs via Maker API for device inspection, control, event history, and command execution on local…1 starNo one-command install · Source
143522.557nws-mcp-servermcp · back-endMCP server that integrates the National Weather Service API to fetch weather alerts for US states and forecasts for coordinates.1 starNo one-command install · Source
143622.557mcp-c-analyzermcp · ai-agentsProvides precise C++ code semantic analysis for AI coding tools like Claude Code and Cursor by integrating clangd static analysis, enabling symbol…1 starNo one-command install · Source
143722.557dynamic-mcpmcp · back-endDynamic MCP server for Node.js enabling runtime tool creation, management, and execution in isolated sandboxes (Docker or Node).1 starNo one-command install · Source
143822.557signalgate-mcpmcp · ai-agentsProvides real-time crypto market sentiment analysis for BTC, ETH, and SOL using Google Gemini 2.0, enabling AI agents to get actionable alpha.1 starNo one-command install · Source
143922.557localstack-mcp-servermcp · devopsExposes LocalStack-managed AWS services as AI-agent tools, enabling LLMs and AI agents to interact with local AWS infrastructure during development…1 starNo one-command install · Source
144022.557giovanemartins-localstackmcp · devopsManages local AWS service emulations through LocalStack including S3, SQS, SNS, EventBridge, Kinesis, DynamoDB, Lambda, Secrets Manager, SSM, and SES.1 starNo one-command install · Source
144122.557songt-50-korean-newsmcp · back-endKorean and global tech news aggregation from Naver, Google News, Hacker News, and other sources with no API key required.1 starNo one-command install · Source
144222.557korean-news-mcpmcp · back-endMCP server that provides Korean and global AI/tech news via 6 tools (categories, search, trending, article reading, daily briefing) without requiring…1 starNo one-command install · Source
144322.557songt-50-korean-public-datamcp · otherKorean government open data for weather, real estate prices, air quality, economic statistics, and business registration via data.go.kr.1 starNo one-command install · Source
144422.557korean-public-data-mcpmcp · otherEnables AI to query real-time Korean public data including weather, real estate prices, air quality, economic indicators, and business registration…1 starNo one-command install · Source
144522.557cheqd-mcp-toolkitmcp · authEnables AI agents to securely manage decentralized identities, verifiable credentials, and trust registries on the Cheqd network via the Model Context…1 starNo one-command install · Source
144622.557io-github-420247jake-session-forgemcp · github-vcsNever start from zero. Persistent session intelligence for AI coding assistants.1 starNo one-command install · Source
144722.557420247jake-session-forgemcp · observabilityPersistent session memory with decision logging and dead-end tracking for coding assistants.1 starNo one-command install · Source
144822.557x-search-mcp-servermcp · back-endEnables searching X (Twitter) posts, discussions, trends, and web content via Grok API using natural language.1 starNo one-command install · Source
144922.557gads-transparency-mcpmcp · back-endA Model Context Protocol server that enables AI assistants to research competitor ads, analyze advertiser profiles, and compare ad presence across 42…1 starNo one-command install · Source
145022.557libsrcmcp · github-vcsResolves project dependencies and provides local source code paths for AI agent inspection by auto-detecting the build system, resolving dependencies…1 starNo one-command install · Source
145122.557naver-land-mcpmcp · searchEnables querying and searching for real estate listings, complexes, prices, and school information from Naver Land (Korean real estate platform)…1 starNo one-command install · Source
145222.557stealth-browser-mcp-servermcp · back-endProvides stealth web browsing using dual browser engines (Chromium and Firefox) with automatic bot-detection bypass, enabling AI agents to browse…1 starNo one-command install · Source
145322.557nstbrowser-playwright-mcpmcp · browserCombines NSTBrowser profile management with Playwright browser automation via CDP, enabling browser automation through NSTBrowser profiles.1 starNo one-command install · Source
145422.557povmcp · ai-agentsEnables LLM agents to capture screenshots, control mouse/keyboard, and manage windows on desktop platforms, primarily Windows, via an MCP server.1 starNo one-command install · Source
145522.557watertap-engine-mcpmcp · ai-agentsA water treatment process simulation engine that exposes WaterTAP capabilities through MCP and CLI adapters, enabling AI agents to build, solve, and…1 starNo one-command install · Source
145622.557browser-mcp-demomcp · authProvides 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 starNo one-command install · Source
145722.557finance-data-mcpmcp · otherUnified financial data access for US, A-share, HK stocks, and FX rates with automatic fallback across multiple data sources.1 starNo one-command install · Source
145822.557slay-the-spire-copilotmcp · ai-agentsEnables AI-assisted gameplay for Slay the Spire by reading game state and providing strategy advice or automated actions via Claude Code.1 starNo one-command install · Source
145922.557gh-theduodecim-ascii-artmcp · otherGenerates ASCII and Unicode art with various styles and formatting options.1 starNo one-command install · Source
146022.557ascii-art-mcpmcp · back-endAn MCP server that provides tools for retrieving ASCII and Unicode art from a local database, including search, random selection, and category…1 starNo one-command install · Source
146122.557teadata-mcpmcp · searchMCP server for exploring Texas public school data through conversational interfaces, enabling campus search, district details, geospatial lookup…1 starNo one-command install · Source
146222.557gh-toolwright-adk-linear-bootstrapmcp · otherBootstrap Linear projects from natural language with milestones, epics, issues, and dependency graphs.1 starNo one-command install · Source
146322.557pydantic-docsmcp · back-endA Model Context Protocol (MCP) server providing local-first access to Pydantic and Pydantic AI documentation with BM25-powered full-text search.1 starNo one-command install · Source
146422.557speechpulsemcp · otherAnalyzes speech audio to detect emotions, urgency, and sarcasm using prosodic features.1 starNo one-command install · Source
146522.557budgiedownunder-zsvmcp · databaseExposes the zsv command-line CSV toolkit for data analysis and SQL-style querying of tabular data.1 starNo one-command install · Source
146622.557mac-camera-mcpmcp · back-endMCP server for macOS that enables photo capture and video recording using the system camera via imagesnap and ffmpeg.1 starNo one-command install · Source
146722.557citenexus-mcpmcp · ai-agentsEnables AI agents to access academic citations, fetch metadata, and generate BibTeX entries directly from Google Scholar via MCP tools.1 starNo one-command install · Source
146822.557shopify-graphql-mcpmcp · back-endA Model Context Protocol server that provides comprehensive access to the Shopify Admin GraphQL API, enabling AI assistants to manage Shopify stores…1 starNo one-command install · Source
146922.557openaire-mcp-servermcp · searchEnables AI assistants to explore the OpenAIRE Research Graph and ScholExplorer citation index, discovering citation relationships and retrieving…1 starNo one-command install · Source
147022.557mcp-log-analyzermcp · observabilityAnalyzes log files locally using Ollama and files structured GitHub Issues automatically, with all processing kept on your machine.1 starNo one-command install · Source
147122.557luigisaetta-oracle-vector-storemcp · databaseIntegrates with Oracle Vector Store databases to enable semantic search over document collections using vector embeddings, with enterprise-grade JWT…1 starNo one-command install · Source
147222.557kpanko-todoistmcp · back-endSafe Todoist task management with recurring-pattern-preserving rescheduling, reminder retention, and comprehensive read/write operations via REST and…1 starNo one-command install · Source
147322.557mcp-sessionsmcp · searchSearch and browse Claude Code conversation history across all your projects.1 starNo one-command install · Source
147422.557qingflow-mcp-crudmcp · ai-agentsEnables CRUD operations on Qingflow forms, queries, and records through agent-native tools like qf.query.plan and qf.query.rows.1 starNo one-command install · Source
147522.557figma-mcpmcp · front-endEnables AI agents to read, inspect, and export Figma designs programmatically. Provides tools for listing components, styles, and exporting assets in…1 starNo one-command install · Source
147622.557alphafold3-mcp-servermcp · back-endEnables AI-powered protein structure prediction and variant analysis via Docker, with tools for submitting predictions, batch processing variants, and…1 starNo one-command install · Source
147722.557youtube-watchlater-mcpmcp · back-endFetches your YouTube Watch Later playlist using yt-dlp with browser cookies, bypassing YouTube API limitations. Also supports downloading video…1 starNo one-command install · Source
147822.557purefeed-mcp-servermcp · back-endConnects AI assistants to Purefeed for access to AI-curated Twitter/X feeds, signals, semantic search, and post creation.1 starNo one-command install · Source
147922.557prompyaimcp · ai-agentsContext-aware prompt intelligence that scores and rewrites prompts against your real codebase.1 starNo one-command install · Source
148022.557hubitat-mcp-servermcp · back-endEnables Claude to control Hubitat smart home hub devices, modes, HSM, and variables via MCP tools, with remote access via ngrok and device aliasing.1 starNo one-command install · Source
148122.557bespoke34-tableshotmcp · otherExtracts tables from PDFs into structured Markdown, CSV, JSON, or HTML output with sub-100ms performance.1 starNo one-command install · Source
148222.557cantripmcp · otherGTM engine helping solo founders find their first customers through structured workflows.1 starNo one-command install · Source
148322.557mefs-mcp-servermcp · back-endProvides decentralized storage for AI agents, enabling them to save generated content to MEFS and retrieve data via content identifiers.1 starNo one-command install · Source
148422.557gemini-searchmcp · ai-agentsFree, unlimited web search MCP server using Gemini CLI's Google Search grounding to provide cited, live web results for any AI agent.1 starNo one-command install · Source
148522.557ai-guru-straight-connectmcp · commsCommunication service connectors framework with multi-account Telegram support, tiered permission levels, per-account URL routing, and chat…1 starNo one-command install · Source
148622.557msfixer101-idea-basinmcp · databaseConnects to an Idea Basin knowledge graph for semantic search, node browsing, and resource saving with vector embeddings.1 starNo one-command install · Source
148722.557idea-basin-mcpmcp · databaseEnables AI assistants to search, browse, and save to a semantic knowledge graph with vector search and hierarchical organization.1 starNo one-command install · Source
148822.557echomindrmcp · searchSearch real founder decisions, lessons, and signals from 100+ startup podcasts.1 starNo one-command install · Source
148922.557smritimcp · ai-agentsLocal-first persistent memory for AI agents via MCP, enabling semantic search and memory sharing across agents with zero cloud cost and full privacy.1 starNo one-command install · Source
149022.557google-business-profile-mcp-servermcp · back-endEnables AI assistants to manage Google Business Profiles by creating posts, replying to reviews, listing locations, and more through natural language…1 starNo one-command install · Source
149122.557avanger2512-echarts-docsmcp · otherProvides ECharts documentation and knowledge resources for chart configuration assistance.1 starNo one-command install · Source
149222.557mcp-connector-for-akamaimcp · back-endAn unofficial MCP server that connects AI assistants to Akamai APIs, providing tools for edge diagnostics, debugging, and network analysis.1 starNo one-command install · Source
149322.557factsetsmcp · ai-agentsLocal, persistent, self-maintaining knowledge base for agents1 starNo one-command install · Source
149422.557ytm-mcpmcp · back-endA full-featured YouTube Music MCP server that lets AI assistants control playback, browse history, download songs, and manage playlists via natural…1 starNo one-command install · Source
149522.557airiot-mcp-servermcp · back-endMCP server for the AIRIOT IoT platform, enabling AI assistants to manage data tables, records, devices, alarms, files, and more through natural…1 starNo one-command install · Source
149622.557gh-whm3-uat-runnermcp · ai-agentsHuman-in-the-loop user acceptance testing tool for agent-developed code.1 starNo one-command install · Source
149722.557ikea-mcpmcp · back-endRead-only MCP server for IKEA product search and in-store stock lookup.1 starNo one-command install · Source
149822.557mcp-async-replmcp · back-endAsync Python REPL + Shell execution for MCP. Provides persistent state, background jobs, interactive input() bridging, and crash isolation in a single…1 starNo one-command install · Source
149922.557homosaurus-mcpmcp · searchAn experimental MCP server connecting Claude to the Homosaurus V4 LGBTQ+ linked data vocabulary, enabling search and retrieval of authority data for…1 starNo one-command install · Source
150022.557victorgulchenko-mimiqmcp · front-endSynthetic user testing for web pages, copy, flows, and UI components with simulated audience feedback.1 starNo 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.

Leaderboard · Armory