Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3801 | 22.524 | tracktag-mcp-servermcp · back-end | Enables AI agents to analyze local or URL-hosted audio files with TrackTag, returning professional music metadata such as BPM, key, genres, moods, and… | 1 star | No one-command install · Source | |
| 3802 | 22.524 | vigilmcp · back-end | MCPWatch: observability for MCP servers. One line instruments any Python MCP server (FastMCP and the low-level Server) and tracks per-tool latency… | 1 star | No one-command install · Source | |
| 3803 | 22.524 | flutter-stripe-mcpmcp · ai-agents | An MCP server that diagnoses Flutter + Stripe (flutter_stripe) setup issues — so Claude can check your project automatically. | 1 star | No one-command install · Source | |
| 3804 | 22.524 | spacedatamcp · other | Aggregated public space data — satellite orbits, catalogs and launches — as a single AI-friendly CLI. | 1 star | No one-command install · Source | |
| 3805 | 22.524 | tds-mcp-2mcp · back-end | Enables AI assistants to compile AdvPL/TLPP sources, generate and apply patches, and inspect RPO of TOTVS Protheus servers via the TDS Language… | 1 star | No one-command install · Source | |
| 3806 | 22.524 | miniframe-tools-mcpmcp · back-end | MCP server for Brazilian data lookups (Pix codes, CEP, CNPJ) and web rendering tasks (Markdown, screenshots, PDFs) via a paid HTTP API with x402… | 1 star | No one-command install · Source | |
| 3807 | 22.524 | klawsmcp · other | Scans source code for possible Korean compliance risks (PIPA, Network Act, Credit Information Act, E-Commerce Act) and maps findings to specific legal… | 1 star | No one-command install · Source | |
| 3808 | 22.524 | antigravity-browser-bridgemcp · browser | Enables MCP-compatible agents to securely control the user's already authenticated Chrome browser via explicit tab authorization and DOM-based… | 1 star | No one-command install · Source | |
| 3809 | 22.524 | ariadne-mcp-servermcp · back-end | ariadne is an MCP (Model Context Protocol) server that provides AI agents with the ability to identify affected tests.(including Android… | 1 star | No one-command install · Source | |
| 3810 | 22.524 | seizamcp · ai-agents | A native TypeScript AI orchestration engine and MCP server that coordinates autonomous sub-agents for complex coding tasks using DAG-based parallel… | 1 star | No one-command install · Source | |
| 3811 | 22.524 | crowd-test-mcpmcp · front-end | Enables AI assistants to unleash a crowd of role-played virtual users — impatient shoppers, seniors, keyboard-only users, privacy hawks, chaos monkeys… | 1 star | No one-command install · Source | |
| 3812 | 22.524 | materials-semantic-mcpmcp · ai-agents | An MCP server that provides governed metric definitions and provenance-labeled memory for materials test labs, enforcing quality system discipline on… | 1 star | No one-command install · Source | |
| 3813 | 22.524 | slicegrepmcp · ai-agents | Returns ranked, token-budgeted code slices for LLMs and coding agents, accessible via MCP for focused code reading. | 1 star | No one-command install · Source | |
| 3814 | 22.524 | recitmcp · ai-agents | Free, open-source screen recording MCP server for AI agents. Enables screen capture, screenshots, and frame extraction locally without cloud… | 1 star | No one-command install · Source | |
| 3815 | 22.524 | mcp-analytics-servermcp · database | Enables LLMs to interact with a SQLite e-commerce database via safe, typed MCP tools with read-only guards and auth-gated mutations, plus a Claude… | 1 star | No one-command install · Source | |
| 3816 | 22.524 | at-ris-mcpmcp · observability | Austria's legal information system (RIS): federal & state law, case law, gazettes, change monitoring. | 1 star | No one-command install · Source | |
| 3817 | 22.524 | iam-sentinel-mcp-servermcp · back-end | Enables auditors to scan cloud IAM policies for privilege-escalation paths, wildcards, and risky grants directly within Cursor or Claude Code, using a… | 1 star | No one-command install · Source | |
| 3818 | 22.524 | idameshmcp · ai-agents | An MCP server that exposes IDA Pro's disassembler and Hex-Rays decompiler as tools and resources, enabling parallel binary analysis with multiple… | 1 star | No one-command install · Source | |
| 3819 | 22.524 | agenticmemorymcp · ai-agents | Persistent memory MCP server for AI agents that stores, recalls, and searches conversation history, key-value context, and long-term entries across… | 1 star | No one-command install · Source | |
| 3820 | 22.524 | amkisko-statusmcp · search | Provides access to over 1,700 status page links with fuzzy search, detailed service information retrieval, and intelligent status page fetching that… | 1 star | No one-command install · Source | |
| 3821 | 22.524 | svmmon-mcpmcp · ai-agents | Generate TikTok slideshows from Claude (and any MCP client) using your Svmmon account. | 1 star | No one-command install · Source | |
| 3822 | 22.524 | douyin-controlled-mcpmcp · browser | An MCP adapter for reading and carefully operating Douyin and Creator Center through structured IDs and verified browser state, with safety… | 1 star | No one-command install · Source | |
| 3823 | 22.524 | postpulsemcp · back-end | PostPulse is a unified API and integration suite that handles the complexity of social media publishing. Instead of managing individual platform… | 1 star | No one-command install · Source | |
| 3824 | 22.524 | pixaramcp · back-end | An MCP server that gives LLMs direct access to OpenRouter's Image API to generate images, edit/transform existing ones, and browse the model catalog. | 1 star | No one-command install · Source | |
| 3825 | 22.524 | sensenova-u1-mcpmcp · back-end | An MCP server that generates images using SenseNova U1 Fast API. Supports Chinese prompts, multiple resolutions, and generating up to 4 images per… | 1 star | No one-command install · Source | |
| 3826 | 22.524 | architecture-map-mcp-servermcp · auth | Enables MCP-compatible AI agents to read and write architecture-map projects and diagrams with per-project access controls via OAuth 2.1/PKCE. | 1 star | No one-command install · Source | |
| 3827 | 22.524 | whale-insightsmcp · back-end | Real-time crypto whale intelligence MCP server with 55 tools across 14 blockchains. Free, no auth required. | 1 star | No one-command install · Source | |
| 3828 | 22.524 | johnisanerd-google-scholarmcp · search | Search Google Scholar for academic papers, citations, author profiles, and abstracts. | 1 star | No one-command install · Source | |
| 3829 | 22.524 | quaidmcp · search | Capture, index, and search your Claude Code conversation history. Provides an MCP server for Claude Code to query its own past conversations. | 1 star | No one-command install · Source | |
| 3830 | 22.524 | groupdocs-metadata-mcp-servermcp · back-end | Exposes GroupDocs.Metadata as AI-callable tools for reading, searching, writing, and removing metadata in documents. | 1 star | No one-command install · Source | |
| 3831 | 22.524 | groupdocs-metadatamcp · other | Read and remove metadata from documents and media files using the GroupDocs.Metadata library. | 1 star | No one-command install · Source | |
| 3832 | 22.524 | deep-think-mcpmcp · back-end | An MCP server that provides a structured, persistent scratchpad for hard reasoning, with staged reasoning and self-critique, built for local models. | 1 star | No one-command install · Source | |
| 3833 | 22.524 | kiyasmcp · front-end | AI design fidelity — compare Figma designs or screenshots against the rendered implementation and get structured discrepancies. Uses your Claude Code… | 1 star | No one-command install · Source | |
| 3834 | 22.524 | rocketreach-mcp-workermcp · back-end | MCP server for RocketReach, enabling people and company lookup via search, full profile, and company details through Cloudflare Workers. | 1 star | No one-command install · Source | |
| 3835 | 22.524 | learnworlds-mcpmcp · back-end | Enables AI assistants to manage a LearnWorlds school via the full public API, covering all 94 endpoints for courses, users, enrollments, payments, and… | 1 star | No one-command install · Source | |
| 3836 | 22.524 | health-coach-mcpmcp · database | A personal health and fitness MCP server that provides tools for managing profile data, goals, body measurements, nutrition, workouts, sleep… | 1 star | No one-command install · Source | |
| 3837 | 22.524 | gpusmarketmcp · ai-agents | MCP server for renting real GPUs from the terminal. Enables browsing, renting, chatting, managing, and pooling GPU instances with per-second billing… | 1 star | No one-command install · Source | |
| 3838 | 22.524 | sf-docs-mcpmcp · search | Enables LLM agents to search, read, and query Salesforce documentation across 129 domains. Uses a pre-compiled knowledge graph with 53,000 nodes and… | 1 star | No one-command install · Source | |
| 3839 | 22.524 | 2051project-cryptoweathermcp · observability | Integrates with CryptoWeather's Bitcoin price prediction API to provide current trading signals, performance metrics, recommendations, and methodology… | 1 star | No one-command install · Source | |
| 3840 | 22.524 | gandermcp · browser | Enables AI agents to fetch and extract clean, readable content from web pages, and search within pages for specific queries, without needing a full… | 1 star | No one-command install · Source | |
| 3841 | 22.524 | lsdyna-r13-keyword-mcpmcp · search | Provides structured access to LS-DYNA R13 keyword manuals via MCP, enabling AI agents to retrieve card syntax, field info, and search within sections… | 1 star | No one-command install · Source | |
| 3842 | 22.524 | ai-weather-mcp-servermcp · back-end | Combines real-time weather data with LLM-powered reasoning to deliver intelligent weather insights like clothing recommendations and travel advice. | 1 star | No one-command install · Source | |
| 3843 | 22.524 | claude-pm-mcpmcp · ai-agents | Turns Claude Code into an engineering project manager by orchestrating feature development with isolated Git worktrees, structured task validation… | 1 star | No one-command install · Source | |
| 3844 | 22.524 | nc-mcp-servermcp · back-end | An MCP server that exposes Nextcloud APIs as tools for AI assistants, enabling management of files, calendar, contacts, conversations, and more. | 1 star | No one-command install · Source | |
| 3845 | 22.524 | chartbrew-mcpmcp · ai-agents | Enables AI agents to manage Chartbrew resources like teams, connections, datasets, dashboards, and charts via natural language. | 1 star | No one-command install · Source | |
| 3846 | 22.524 | csoai-org-blockchain-verification-mcpmcp · other | Verification tools for blockchain transactions and smart contract states. | 1 star | No one-command install · Source | |
| 3847 | 22.524 | docimprint-document-intelligencemcp · ai-agents | Verifiable document intelligence for AI agents. Extract text, tables, and structured data from PDFs and URLs. Summarize, answer questions, check… | 1 star | No one-command install · Source | |
| 3848 | 22.524 | repo-map-mcp-servermcp · ai-agents | Provides a unified context layer for Cursor's agent with lossless token savings and verifiable memory, enabling efficient code exploration and… | 1 star | No one-command install · Source | |
| 3849 | 22.524 | stoners-designmcp · front-end | MCP server providing 51 design skills covering product thinking, UX, visual design, Figma, frontend, motion, branding, and portfolio storytelling… | 1 star | No one-command install · Source | |
| 3850 | 22.524 | gsheetmcpmcp · back-end | MCP server to read public Google Sheets data via gviz endpoint, no authentication needed. Supports column filtering and returns structured JSON. | 1 star | No one-command install · Source | |
| 3851 | 22.524 | predmarket-mcpmcp · ai-agents | A monetizable remote MCP server that provides prediction-market intelligence tools for AI agents, enabling discovery, evaluation, and mispricing… | 1 star | No one-command install · Source | |
| 3852 | 22.524 | fusion-svg-mcpmcp · front-end | MCP server that generates Disler-style fusion-harness README diagrams with dark GitHub chrome, monospace type, role colors, and CSS flow animations. | 1 star | No one-command install · Source | |
| 3853 | 22.524 | opencode-mcp-bridgemcp · ai-agents | An MCP server that lets any AI tool delegate tasks to the OpenCode CLI as a subagent, with multi-session orchestration, event tracking, and task… | 1 star | No one-command install · Source | |
| 3854 | 22.524 | imglume-mcpmcp · ai-agents | An open-source MCP server that connects AI clients to ImgLume for visual inspiration, prompt improvement, image generation and editing, and video… | 1 star | No one-command install · Source | |
| 3855 | 22.524 | machinegrade-validatemcp · back-end | Validates AI-generated artifacts (JSON, API responses, SQL) against a contract and returns a verdict. | 1 star | No one-command install · Source | |
| 3856 | 22.524 | mobsf-mcpmcp · ai-agents | Enables AI agents to perform autonomous Android security analysis, including static analysis, dynamic analysis, and Frida instrumentation, powered by… | 1 star | No one-command install · Source | |
| 3857 | 22.524 | flipkart-seller-mcpmcp · ai-agents | A token-optimized MCP server that enables AI agents to manage Flipkart Seller operations including order fulfillment, inventory, returns, ad… | 1 star | No one-command install · Source | |
| 3858 | 22.524 | luia-mcp-servermcp · front-end | Enables Claude to access and update a team's design knowledge stored in a local Markdown folder, including searching decisions and recording new… | 1 star | No one-command install · Source | |
| 3859 | 22.524 | laguardemcp · ai-agents | Enables AI coding agents to evaluate actions against team-defined policies, record decisions, and obtain human approvals for potentially risky… | 1 star | No one-command install · Source | |
| 3860 | 22.524 | fd-commercial-property-financemcp · other | UK property finance calculators: bridging costs, development appraisal, BTL stress test, and stamp duty. | 1 star | No one-command install · Source | |
| 3861 | 22.524 | microcap-mcpmcp · ai-agents | MCP server for Micro-Cap 12 SPICE simulator enabling LLM agents to run analog circuit simulations, including analyses, sweeps, and retrieval of curve… | 1 star | No one-command install · Source | |
| 3862 | 22.524 | exobrain-mcpmcp · ai-agents | Personal AI cognitive exobrain server providing long-term, emotionally-tagged memory and task management for LLMs via MCP. | 1 star | No one-command install · Source | |
| 3863 | 22.524 | ai-cabrini-market-datamcp · ai-agents | Provides US stock market data for AI agents, including intraday and daily bars, SEC fundamentals, filings, and insider data, with pay-per-query via… | 1 star | No one-command install · Source | |
| 3864 | 22.524 | mcp-git-historianmcp · github-vcs | MCP server for git archaeology — churn hotspots, blame summaries, bus factor, commit forensics and file history over any local repository. | 1 star | No one-command install · Source | |
| 3865 | 22.524 | mcp-bigquery-evalsmcp · back-end | A BigQuery MCP server with mandatory cost guardrails that dry-run every query before execution, and a measurable accuracy badge from an eval harness. | 1 star | No one-command install · Source | |
| 3866 | 22.524 | lunargarden-mcpmcp · other | Provides astrology-aware garden care planning by combining lunar phase, Vedic panchang, weather, and soil forecasts into structured care plans with… | 1 star | No one-command install · Source | |
| 3867 | 22.524 | agentopsmcp · ai-agents | MCP server that browses the web, checks conditions (price, text, stock), and takes autonomous actions like form filling, with n8n notifications and a… | 1 star | No one-command install · Source | |
| 3868 | 22.524 | nyyon-plannermcp · ai-agents | A local MCP server for day planning that gives AI assistants persistent memory and a structured method for daily and weekly planning, including… | 1 star | No one-command install · Source | |
| 3869 | 22.524 | netease-music-mcpmcp · other | 非官方MCP服务，允许通过统一的工具接口操作网易云音乐，包括搜索歌曲、创建与管理歌单、查看听歌记录、收藏歌曲及获取每日推荐。 | 1 star | No one-command install · Source | |
| 3870 | 22.524 | sandboxrunnermcp · devops | Enables AI assistants to securely execute Python and C++ code snippets inside disposable, isolated Docker containers and receive structured results. | 1 star | No one-command install · Source | |
| 3871 | 22.524 | xiaojiou176-open-agent-exportermcp · search | Local archive and governance workbench for AI agent transcripts with semantic search and evidence tracking. | 1 star | No one-command install · Source | |
| 3872 | 22.524 | bug-tracker-mcpmcp · database | A lightweight MCP server for tracking bugs and tasks across coding sessions, providing persistent SQLite-backed storage and six tools for logging… | 1 star | No one-command install · Source | |
| 3873 | 22.524 | ryterpro-mcpmcp · back-end | AI text humanization and rewriting tools powered by Ryter Pro API. | 1 star | No one-command install · Source | |
| 3874 | 22.524 | mcp-note-appmcp · ai-agents | MCP server for a full-stack note-taking application, exposing CRUD tools for notes with SSE transport for AI agent integration. | 1 star | No one-command install · Source | |
| 3875 | 22.524 | velmamcp · ai-agents | MCP server for controlling a simulated robot arm with vision-based pick-and-place, driven by LLM or manual control. | 1 star | No one-command install · Source | |
| 3876 | 22.524 | employee-management-mcp-servermcp · back-end | Enables employee management operations including listing, searching, creating, updating, and deactivating employees, as well as generating… | 1 star | No one-command install · Source | |
| 3877 | 22.524 | eyeshot-mcpmcp · browser | Provides screenshot capture and vision analysis tools that enable AI to see and analyze screen content on Windows, forming an automated… | 1 star | No one-command install · Source | |
| 3878 | 22.524 | 3d-cad-baseplate-generator-mcpmcp · other | Generates printable 3D CAD models (e.g., bottle caps) from photos by combining client-side dimension extraction with CadQuery precision modeling, mesh… | 1 star | No one-command install · Source | |
| 3879 | 22.524 | duckcoopmcp · database | MCP server for sandboxed, read-only SQL queries on CSV/Parquet/JSON files via DuckDB, limited to a specified directory. | 1 star | No one-command install · Source | |
| 3880 | 22.524 | zscaler-airt-manager-mcpmcp · back-end | MCP server for interacting with the Zscaler AIRT platform, enabling management of targets, test runs, probes, and vulnerability sweeps. | 1 star | No one-command install · Source | |
| 3881 | 22.524 | ats-mcp-servermcp · back-end | Aggregates job listings from multiple ATS and job board APIs via MCP, enabling unified search and retrieval in a structured format without HTML… | 1 star | No one-command install · Source | |
| 3882 | 22.524 | veracrypt-mcpmcp · back-end | MCP server for securely mounting and unmounting VeraCrypt containers, using OS keyring or stdin for passwords. Enables natural language control of… | 1 star | No one-command install · Source | |
| 3883 | 22.524 | ai-quant-trading-mcp-servermcp · back-end | Provides real-time stock data, technical indicators, and market analysis via MCP protocol to enable AI-driven quantitative trading. | 1 star | No one-command install · Source | |
| 3884 | 22.524 | context-kernelmcp · ai-agents | Enables Claude to pull curated context from self-hosted Markdown files via a remote MCP connector, with an append-only journal for agent notes… | 1 star | No one-command install · Source | |
| 3885 | 22.524 | remote-mcp-server-expense-trackermcp · ai-agents | A remote MCP server that lets users track expenses through Claude AI, supporting add, list, edit, and delete operations via natural language. | 1 star | No one-command install · Source | |
| 3886 | 22.524 | shelx-mcpmcp · comms | Wraps SHELX crystallography programs for structure solution and refinement via a chat interface. | 1 star | No one-command install · Source | |
| 3887 | 22.524 | quasar-store-docs-mcpmcp · back-end | An MCP server that lets AI coding assistants list, search, and read the public Quasar Store documentation in real time. | 1 star | No one-command install · Source | |
| 3888 | 22.524 | pentagonal-ai-pentagonalmcp · payments | AI-powered smart contract security forge with 8-agent adversarial pen test. Generate, audit, fix, and compile contracts across 8 chains (Ethereum… | 1 star | No one-command install · Source | |
| 3889 | 22.524 | logto-mcp-servermcp · back-end | Enables managing Logto resources (users, applications, organizations, roles) via MCP clients like Cursor or Claude Desktop. | 1 star | No one-command install · Source | |
| 3890 | 22.524 | enpass-mcpmcp · other | Provides local, secure access to Enpass password vaults via MCP. Enables unlocking vaults, listing entries, retrieving passwords, TOTP codes, and… | 1 star | No one-command install · Source | |
| 3891 | 22.524 | loxcorpmcp · ai-agents | Provides live, read-only access to Robinhood Chain and Lox Corp data, enabling AI agents to query chain stats, token launches, agent details, and… | 1 star | No one-command install · Source | |
| 3892 | 22.524 | framebench-mcp-servermcp · front-end | Estimates FPS ranges for games on any GPU or Apple Silicon, identifies the limiting component, and provides settings levers to improve performance. | 1 star | No one-command install · Source | |
| 3893 | 22.524 | dialmcpmcp · ai-agents | A hosted MCP server that enables AI agents to place real phone calls from a verified caller ID, with async call management and built-in safety… | 1 star | No one-command install · Source | |
| 3894 | 22.524 | assaymcp · back-end | MCP server for scoring and reviewing AWS Builder Center articles with read-quality metrics and actionable recommendations. | 1 star | No one-command install · Source | |
| 3895 | 22.524 | medify-ucat-mcp-servermcp · back-end | MCP server for Medify UCAT accounts that authenticates as a member, pulls completed mock scores and practice analytics, and exposes tools for score… | 1 star | No one-command install · Source | |
| 3896 | 22.524 | oci-secrets-mcpmcp · back-end | MCP server for Oracle Cloud Infrastructure Vault secrets, enabling secret retrieval, listing, creation, updates, deletion, and rotation with OCI… | 1 star | No one-command install · Source | |
| 3897 | 22.524 | sunat-datos-abiertos-mcpmcp · back-end | MCP server that exposes SUNAT Peruvian tax agency datasets (RUC registry, electronic receipts, IGV agents) via CKAN API with streaming preview and… | 1 star | No one-command install · Source | |
| 3898 | 22.524 | artifacta-mcp-servermcp · back-end | The artifact store for AI agents. Every output your agents produce — persisted, retrievable, shareable. Across runs, sessions, and tools… | 1 star | No one-command install · Source | |
| 3899 | 22.524 | gmail-mcp-server-2mcp · back-end | A local MCP server that provides tool-level access to Gmail, allowing Claude to search, read, send, and manage emails using the Gmail API. | 1 star | No one-command install · Source | |
| 3900 | 22.524 | nexus-adfmcp · ai-agents | Enables Claude to diagnose and fix Azure Data Factory pipeline failures with automated rollback. | 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.