Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4001 | 22.524 | make-com-mcp-connectormcp · observability | Enables managing Make.com scenarios through natural language, including listing, running, activating, deactivating, and monitoring. | 1 star | No one-command install · Source | |
| 4002 | 22.524 | nabaztag-mcpmcp · ai-agents | MCP server for controlling a Nabaztag rabbit's ears, LEDs, and voice pipeline, enabling AI tool-use via Claude Desktop/Code. | 1 star | No one-command install · Source | |
| 4003 | 22.524 | mcp-server-maimemomcp · back-end | Exposes the Maimemo (墨墨背单词) Open API as MCP tools, enabling AI assistants to look up words, manage mnemonics and study plans, and maintain cloud… | 1 star | No one-command install · Source | |
| 4004 | 22.524 | palisade-mcp-servermcp · back-end | Onchain security scanner for DeFi traders, protecting against rugpulls, honeypots, and dangerous token approvals on Robinhood Chain and other… | 1 star | No one-command install · Source | |
| 4005 | 22.524 | soroban-diagnosemcp · other | Deterministic failure diagnosis for Soroban transactions and simulations, providing a normalized diagnosis with ranked causes, evidence, and fixes via… | 1 star | No one-command install · Source | |
| 4006 | 22.524 | hyperpingmcp · back-end | Official Hyperping MCP server for uptime, API, cron and server monitoring. 26 tools covering monitors, outages and timelines, uptime, response time… | 1 star | No one-command install · Source | |
| 4007 | 22.524 | todolist-mcpmcp · back-end | MCP server for managing ToDoList (.tdl) files, with 16 tools including task creation, completion, deletion, comments, backup/restore, and statistics. | 1 star | No one-command install · Source | |
| 4008 | 22.524 | gmail-research-mcpmcp · comms | A read-only Gmail MCP server that searches email, fetches complete threads, and stores them as local Markdown and JSON for offline analysis by other… | 1 star | No one-command install · Source | |
| 4009 | 22.524 | meridian-bank-mcp-servermcp · auth | A production-grade MCP server for a fictional digital bank, exposing tools for an AI copilot to service customers across the full risk spectrum from… | 1 star | No one-command install · Source | |
| 4010 | 22.524 | rigol-dho-mcpmcp · back-end | MCP server for controlling and reading Rigol DHO800/DHO900 oscilloscopes over LAN via SCPI commands. | 1 star | No one-command install · Source | |
| 4011 | 22.524 | fastmcp-iot-sensor-servermcp · back-end | Simulates a network of IoT environmental sensors and exposes their data and controls as MCP tools that any MCP client can query and act on. | 1 star | No one-command install · Source | |
| 4012 | 22.524 | model-context-streammcp · ai-agents | An event-driven MCP server that enables agents to share context streams, publish and subscribe to events, manage tasks, and follow protocols, keeping… | 1 star | No one-command install · Source | |
| 4013 | 22.524 | screenshots-snapshot-sitemcp · back-end | Screenshot, visual-diff, and AI page-analysis API for AI agents. Capture any URL as PNG, JPEG, WebP, PDF, or HTML, diff two versions of a page to… | 1 star | No one-command install · Source | |
| 4014 | 22.524 | ver-andimcp · search | Context compiler for AI coding agents that indexes TypeScript codebases to extract and serve only the relevant symbols and files for a task, reducing… | 1 star | No one-command install · Source | |
| 4015 | 22.524 | kokkai-mcpmcp · search | Enables search, retrieval, and summarization of Japanese National Diet meeting minutes via MCP tools. | 1 star | No one-command install · Source | |
| 4016 | 22.524 | apple-health-shortcuts-mcp-4mcp · devops | Enables AI to read Apple Health data (activity, sleep, trends) via three read-only tools, deployed effortlessly on Cloudflare. | 1 star | No one-command install · Source | |
| 4017 | 22.524 | gallica-mcpmcp · search | Enables searching and accessing OCR text from millions of digitized documents in Gallica, the digital library of the Bibliothèque nationale de France… | 1 star | No one-command install · Source | |
| 4018 | 22.524 | resume-mcp-servermcp · back-end | MCP server for browsing and searching your local resume and job application documents | 1 star | No one-command install · Source | |
| 4019 | 22.524 | vibeship-skillsmcp · search | Provides access to 462+ production-grade skills for AI-powered product building, enabling search, retrieval, and validation of skills across… | 1 star | No one-command install · Source | |
| 4020 | 22.524 | codex-mcp-opencodemcp · ai-agents | A project-local MCP bridge that allows Codex Desktop to plan tasks and OpenCode to execute them within the current project directory, with session… | 1 star | No one-command install · Source | |
| 4021 | 22.524 | mcp-obsidianmcp · ai-agents | A filesystem-based MCP server for Obsidian vaults that enables LLMs to browse, search, read, write, and edit Markdown notes directly on disk without… | 1 star | No one-command install · Source | |
| 4022 | 22.524 | ichnus2mcp · ai-agents | Enables bug localization by analyzing a repo and bug report with an ant-swarm LLM, returning a HOT/WARM/COLD heatmap and JSON audit trail via MCP. | 1 star | No one-command install · Source | |
| 4023 | 22.524 | agent-game-enginemcp · devops | Enables AI agents to create, run, and debug 2D games in a sandboxed engine, providing tools for simulation, state inspection, and quality validation. | 1 star | No one-command install · Source | |
| 4024 | 22.524 | runapi-midjourney-mcp-servermcp · back-end | Provides AI agents with Midjourney API access for image and video generation, task polling, and pricing checks through a focused MCP server. | 1 star | No one-command install · Source | |
| 4025 | 22.524 | runapi-ai-veo-3-1-mcpmcp · back-end | MCP server for Veo 3.1 video generation models, enabling task creation (extend, text-to-video, upscale), status polling, and pricing checks via… | 1 star | No one-command install · Source | |
| 4026 | 22.524 | veiled-starsmcp · database | Enables AI assistants to interact with a personal tarot journal: search past readings, draw card spreads, and record interpretations and reflections… | 1 star | No one-command install · Source | |
| 4027 | 22.524 | vibecheck-mcpmcp · github-vcs | Enables AI agents to manage git-backed website content through natural language, with tools to create, update, delete, and draft pages that are… | 1 star | No one-command install · Source | |
| 4028 | 22.524 | codex-computer-use-venturamcp · back-end | Restores OpenAI Codex Computer Use on macOS 13 by building a clean-room MCP backend that adapts to the bundled sky interface, enabling screen… | 1 star | No one-command install · Source | |
| 4029 | 22.524 | mcp-telepizzamcp · back-end | Unofficial read-only MCP server for Telepizza.es that enables querying menu, prices, offers, stores, loyalty points, and order history using your own… | 1 star | No one-command install · Source | |
| 4030 | 22.524 | giauphan-codeatlasmcp · search | Exposes CodeAtlas code analysis data — project structure, dependencies, insights, and entity search — to AI assistants. | 1 star | No one-command install · Source | |
| 4031 | 22.524 | thisispaper-mcpmcp · front-end | Enables searching and retrieving curated architecture, design, photography, and art projects from the Thisispaper archive, with tools for project… | 1 star | No one-command install · Source | |
| 4032 | 22.524 | zentao-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that integrates with Zentao's RESTful API to manage bugs, including listing, resolving, closing, and commenting… | 1 star | No one-command install · Source | |
| 4033 | 22.524 | the-mine-works-mcp-serversmcp · back-end | Seven remote MCP servers exposing 51 published Apify scrapers as agent tools: company diligence, social listening, recruiting, real estate, lead… | 1 star | No one-command install · Source | |
| 4034 | 22.524 | discord-mcp-4mcp · ai-agents | An MCP server that exposes Discord bot actions as tools for LLM clients. | 1 star | No one-command install · Source | |
| 4035 | 22.524 | mcp-gadsmcp · other | Enables querying and managing Google Ads campaigns, keywords, assets, and more via natural language, with support for multiple MCP clients. | 1 star | No one-command install · Source | |
| 4036 | 22.524 | gh-pijusz-google-adsmcp · observability | Query Google Ads campaigns, keywords, assets, and performance metrics with 39 tools including GAQL queries and write operations. | 1 star | No one-command install · Source | |
| 4037 | 22.524 | rpcedge-mcpmcp · ai-agents | Provides Solana RPC tools for agents to check health, estimate priority fees, sample Yellowstone gRPC, and submit signed transactions via the rpc edge… | 1 star | No one-command install · Source | |
| 4038 | 22.524 | tokencompressmcp · back-end | A local, zero-cloud MCP server for token and text compression. It provides tools to compress, auto-compress, measure, and decompress text using… | 1 star | No one-command install · Source | |
| 4039 | 22.524 | eval-mcpmcp · back-end | An MCP server for prompt and RAG evaluation workflows, enabling users to register, create API keys, and run evaluations via Claude Desktop, Cursor, or… | 1 star | No one-command install · Source | |
| 4040 | 22.524 | hyperpanes-mcpmcp · ai-agents | MCP server for hyperpanes terminal workspace app, enabling AI agents to compose and launch workspace layouts, inspect and drive terminal panes, stream… | 1 star | No one-command install · Source | |
| 4041 | 22.524 | hpe-security-director-cloud-mcpmcp · back-end | An MCP server for HPE Juniper Security Director Cloud that exposes 368 tools to manage firewall policies, NAT policies, security resources, and more… | 1 star | No one-command install · Source | |
| 4042 | 22.524 | imagine-music-mcpmcp · back-end | Generates music from text prompts via a local ACE Step API, providing tools for music generation, result checking, and listing generations. | 1 star | No one-command install · Source | |
| 4043 | 22.524 | godmod3-mcpmcp · comms | A bridge for G0DM0D3 that exposes advanced AI capabilities through MCP tools, including multi-model racing, hive-mind synthesis, and secure chat… | 1 star | No one-command install · Source | |
| 4044 | 22.524 | dumang-mcpmcp · back-end | MCP server for controlling DUMANG DK6 keyboard, including device discovery, LED color setting, and key blinking. | 1 star | No one-command install · Source | |
| 4045 | 22.524 | npu-vision-fallbackmcp · ai-agents | Provides an MCP server for local low-power screen vision, enabling AI agents to perform OCR and UI detection on inaccessible screens (games, remote… | 1 star | No one-command install · Source | |
| 4046 | 22.524 | scern-mcpmcp · back-end | Product evaluation MCP server for US packaged food. Health scores, ingredient safety, regulatory flags, recall history, corporate ownership. | 1 star | No one-command install · Source | |
| 4047 | 22.524 | discussion-capsulemcp · github-vcs | Turns GitHub Discussions into interactive, read-only briefs inside an MCP host, surfacing participants, questions, and thread maps without mutating… | 1 star | No one-command install · Source | |
| 4048 | 22.524 | freemodel-mcpmcp · other | Routes tasks to the optimal AI model based on task type and benchmark scores across 25+ platforms. Automatically selects the best model for coding… | 1 star | No one-command install · Source | |
| 4049 | 22.524 | docshub-mcp-servermcp · ai-agents | An MCP server that provides AI clients with access to developer documentation via llms.txt files. Exposes tools, resources, and prompts. | 1 star | No one-command install · Source | |
| 4050 | 22.524 | linkedin-outreach-agentmcp · ai-agents | An MCP server that enables agent-driven LinkedIn outreach across multiple accounts, with a safety gate for human approval and LLM-powered… | 1 star | No one-command install · Source | |
| 4051 | 22.524 | noteboxd-mcpmcp · back-end | MCP server that lets AI assistants query the Noteboxd fragrance encyclopedia for fragrances, notes, accords, brands, perfumers, reviews, and charts… | 1 star | No one-command install · Source | |
| 4052 | 22.524 | midasmcp · ai-agents | Local-first AI agent for approval-gated automation and verifiable LLM workflows. | 1 star | No one-command install · Source | |
| 4053 | 22.524 | sumo-mcp-readonlymcp · back-end | A read-only MCP server for querying Sumo Logic logs, enabling AI assistants to search and investigate application logs with opinionated tools and… | 1 star | No one-command install · Source | |
| 4054 | 22.524 | github-repo-findermcp · github-vcs | A production-grade GitHub repository finder that helps LLMs discover best repositories with advanced search, ranking, and token optimization. | 1 star | No one-command install · Source | |
| 4055 | 22.524 | somanylemons-mcpmcp · back-end | AI-powered content marketing MCP server for creating branded video reels, LinkedIn posts, image quotes, and more via the /lemons command. | 1 star | No one-command install · Source | |
| 4056 | 22.524 | kernora-agent-securitymcp · ai-agents | Provides a zero-install security baseline for AI coding agents, with tools to retrieve curated security rules and check actions against them for… | 1 star | No one-command install · Source | |
| 4057 | 22.524 | startup-gtm-skillmcp · back-end | Provides an MCP server for querying a dataset of 350 Indian startups' marketing channels by stage, sector, and budget, enabling evidence-based channel… | 1 star | No one-command install · Source | |
| 4058 | 22.524 | continuous-code-guardianmcp · ai-agents | AI-powered continuous code assistant for Cursor, VS Code, Antigravity, and Claude Code via MCP, providing tools for code review, testing… | 1 star | No one-command install · Source | |
| 4059 | 22.524 | unified-history-mcpmcp · ai-agents | Config-driven MCP server for cross-domain full-text search across agent session logs, meeting transcripts, and notification files. | 1 star | No one-command install · Source | |
| 4060 | 22.524 | fpl-strategy-mcpmcp · auth | Enables Fantasy Premier League squad management with custom tools for player search, fixture outlook, tier classification, hit math, and chip timing… | 1 star | No one-command install · Source | |
| 4061 | 22.524 | flopsindex-mcpmcp · ai-agents | Provides public price indices for GPU rentals (spot, on-demand, DePIN) with verify URLs, enabling agents and users to query and verify compute… | 1 star | No one-command install · Source | |
| 4062 | 22.524 | rxrelaymcp · other | Enables consent-first voice coordination for prescription access with a deterministic proof gate, exposing MCP tools to manage cases, attestations… | 1 star | No one-command install · Source | |
| 4063 | 22.524 | yahoo-shopping-mcpmcp · back-end | Read-only MCP server for searching Yahoo! Shopping products through the Yahoo! Shopping Item Search API v3. It supports keyword and JAN-code search… | 1 star | No one-command install · Source | |
| 4064 | 22.524 | mukundakatta-agentvetmcp · ai-agents | Validates LLM-generated tool arguments before execution to prevent malformed calls. | 1 star | No one-command install · Source | |
| 4065 | 22.524 | mukundakatta-agentguardmcp · ai-agents | Network-egress firewall for AI agents that evaluates URLs against security policies before requests. | 1 star | No one-command install · Source | |
| 4066 | 22.524 | agentguard-mcpmcp · ai-agents | Check whether a URL is allowed under a network-egress policy before any fetch, with tools for single URL, batch checks, and policy validation. | 1 star | No one-command install · Source | |
| 4067 | 22.524 | postcept-mcpmcp · back-end | MCP server for Postcept | 1 star | No one-command install · Source | |
| 4068 | 22.524 | gemini-web-mcpmcp · back-end | An MCP server for automated interaction with Gemini's web interface using Playwright and LangGraph, enabling task execution, deep research, file… | 1 star | No one-command install · Source | |
| 4069 | 22.524 | helm-protocol-opentttmcp · other | Proof-of-Time transaction ordering verification for blockchain DeFi operations. | 1 star | No one-command install · Source | |
| 4070 | 22.524 | arc-world-engine-mcpmcp · other | Enables interaction with an explicit ARC-AGI-3 world model through typed operations for actor/rule editing, deterministic simulation, rendering, and… | 1 star | No one-command install · Source | |
| 4071 | 22.524 | sunsiyuan-human-surveymcp · devops | Feedback collection infrastructure for AI agents to create surveys, distribute them to human respondents, and retrieve structured results. | 1 star | No one-command install · Source | |
| 4072 | 22.524 | robosimtools-mcpmcp · ai-agents | Exposes 12 robotics/simulation tools from robosimtools.com as MCP tools, enabling AI agents to perform conversions (quaternion, URDF, MJCF)… | 1 star | No one-command install · Source | |
| 4073 | 22.524 | mukundakatta-agentfitmcp · ai-agents | Token-aware message truncation and token counting across multiple AI model families. | 1 star | No one-command install · Source | |
| 4074 | 22.524 | agentfit-mcpmcp · ai-agents | Lets Claude Desktop, Cursor, Cline, Windsurf, Zed, or any other MCP client estimate token counts and fit a chat history into a model's context budget… | 1 star | No one-command install · Source | |
| 4075 | 22.524 | pico-mcpmcp · ai-agents | Enables LLMs to control a PicoScope 5000A USB oscilloscope for signal generation, block capture, measurements, and frequency response sweeps. | 1 star | No one-command install · Source | |
| 4076 | 22.524 | screenshot-mcpmcp · back-end | Captures webpage screenshots via ScreenshotOne API, offering desktop, mobile, and element-specific views. | 1 star | No one-command install · Source | |
| 4077 | 22.524 | borg-mcpmcp · ai-agents | A read-only MCP server for BorgBackup that lets AI agents query backup status, repository info, archive listings, and prune previews without modifying… | 1 star | No one-command install · Source | |
| 4078 | 22.524 | holoviz-mcp-servermcp · back-end | Let AI agents create interactive visualizations that render live inside your chat — no code required. | 1 star | No one-command install · Source | |
| 4079 | 22.524 | podlearn-mcp-servermcp · back-end | Enables transcription, search, and lesson generation from podcast and YouTube URLs directly inside Claude Code. | 1 star | No one-command install · Source | |
| 4080 | 22.524 | octane-mcpmcp · ai-agents | A local MCP server that lets Hermes Agent use Octane X as a shared visual canvas for geometry, data, math, and concept visualization. | 1 star | No one-command install · Source | |
| 4081 | 22.524 | guardrailaimcp · back-end | An MCP server that evaluates file write requests for sensitive data and compliance using deterministic policies and Google Gemini reasoning, providing… | 1 star | No one-command install · Source | |
| 4082 | 22.524 | leadmind-mcpmcp · ai-agents | An MCP server that turns an AI lead management system into a conversational tool any MCP-compatible AI client can control directly, with tools… | 1 star | No one-command install · Source | |
| 4083 | 22.524 | ai-material-cabinet-mcpmcp · search | Enables AI assistants like Cursor and Claude Desktop to access a local AI Material Cabinet for searching, reading/writing content, creating documents… | 1 star | No one-command install · Source | |
| 4084 | 22.524 | google-meridian-mcpmcp · search | Provides structured access to Google Meridian documentation and resources, enabling AI assistants to fetch docs, search topics, and list sources for… | 1 star | No one-command install · Source | |
| 4085 | 22.524 | sarkmcp · devops | Enables Slack-driven coding agents in isolated cloud sandboxes per thread, with thread-scoped MCP tokens and fail-closed allowlists. | 1 star | No one-command install · Source | |
| 4086 | 22.524 | tpu-devopsmcp · ai-agents | MCP server for managing Google Cloud TPU capacity and serving Gemma 4 with vLLM, including provisioning, debugging, benchmarking, and teardown. | 1 star | No one-command install · Source | |
| 4087 | 22.524 | agentbridge-mcp-servermcp · back-end | Enables AI agents to discover, validate, and call actions from web apps through the Model Context Protocol, using a manifest of structured… | 1 star | No one-command install · Source | |
| 4088 | 22.524 | nodeland-mcpmcp · back-end | MCP server that lets agents create and update persistent concept maps via the NodeLand API, returning shareable URLs for humans to view, embed, and… | 1 star | No one-command install · Source | |
| 4089 | 22.524 | scimcpmcp · back-end | An MCP server for computational materials science that enables AI assistants to generate LAMMPS simulations, parse outputs, analyze nematic order… | 1 star | No one-command install · Source | |
| 4090 | 22.524 | presence-mcpmcp · back-end | PyPI-launched MCP server that exposes a living project model and outcome telemetry as read-only resources for MCP-aware clients. | 1 star | No one-command install · Source | |
| 4091 | 22.524 | roblox-super-mcpmcp · back-end | A Node.js MCP server that connects MCP clients to Roblox Studio's official MCP process, adding discovery, inspection, auditing, atomic script edits… | 1 star | No one-command install · Source | |
| 4092 | 22.524 | nomad-mcpmcp · back-end | Exposes a HashiCorp Nomad cluster as MCP tools for AI agents, enabling read-only inspection of jobs, allocations, nodes, and deployments, with… | 1 star | No one-command install · Source | |
| 4093 | 22.524 | nitrostack-starter-templatemcp · ai-agents | This template enables learning NitroStack fundamentals with a calculator-focused MCP server that supports tools, resources, and prompts. It includes… | 1 star | No one-command install · Source | |
| 4094 | 22.524 | io-github-lsmman-fetchivemcp · back-end | MCP server for extracting links from text dumps, checking duplicates, extracting YouTube transcripts (with fallbacks including speech-to-text), and… | 1 star | No one-command install · Source | |
| 4095 | 22.524 | 6ducklearn-mcpmcp · ai-agents | Hosted MCP server for the 6DuckLearn learning platform, enabling integration with AI agents like Codex and Claude Code. | 1 star | No one-command install · Source | |
| 4096 | 22.524 | makerperks-mcp-aql-adaptermcp · back-end | Enables AI agents to browse and apply for builder perks (free credits, discounts, etc.) via a single semantic endpoint, with optional user-controlled… | 1 star | No one-command install · Source | |
| 4097 | 22.524 | mukundakatta-agentcastmcp · ai-agents | Extracts and validates JSON from LLM text output with structured retry feedback generation. | 1 star | No one-command install · Source | |
| 4098 | 22.524 | fastpospalmcp · back-end | FastPospal is a Python SDK and MCP server for the PosPal Web backend, enabling AI agents to manage products, members, inventory, and logistics through… | 1 star | No one-command install · Source | |
| 4099 | 22.524 | epiphanymcp · ai-agents | A local MCP server that provides a shared, private memory for multiple AI tools, enabling cross-model recall and automatic session ingestion. | 1 star | No one-command install · Source | |
| 4100 | 22.524 | unsplashplusmcpmcp · back-end | MCP server that automates a Chrome profile to sign in to Unsplash+, search Plus-only images, and download them with metadata and checksums. | 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.