Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3901 | 22.524 | sap-mcp-rfc-bridgemcp · back-end | An MCP server that enables MCP clients like Claude Code to work with SAP ABAP objects over RFC, reaching systems without HTTP/ADT endpoints such as… | 1 star | No one-command install · Source | |
| 3902 | 22.524 | br8nmcp · back-end | MCP server that captures and resumes coding context, saving snapshots of branch, open files, diff, and the user's hypothesis, with searchable journal… | 1 star | No one-command install · Source | |
| 3903 | 22.524 | nahook-mcpmcp · back-end | The official MCP server for Nahook. Manage webhook endpoints, inspect deliveries and delivery attempts, retry failed deliveries, and list environments… | 1 star | No one-command install · Source | |
| 3904 | 22.524 | tossinvest-api-mcpmcp · back-end | A local MCP server that automatically generates tools from Toss Securities' official OpenAPI spec, enabling real API calls with multi-layered order… | 1 star | No one-command install · Source | |
| 3905 | 22.524 | lanhu-mcpmcp · front-end | Converts a Lanhu design page into a Unity UGUI prefab YAML snapshot, enabling Unity developers to generate UI prefabs from Lanhu designs. | 1 star | No one-command install · Source | |
| 3906 | 22.524 | nexbank-mcp-servermcp · back-end | MCP server for interacting with NexBank API v2, providing six business tools and supporting Bearer Token or OAuth authentication. | 1 star | No one-command install · Source | |
| 3907 | 22.524 | qwen-groundingdino-visual-mcpmcp · back-end | MCP server for open-vocabulary object detection and intelligent placement recommendation using Qwen VL and GroundingDINO, enabling natural language… | 1 star | No one-command install · Source | |
| 3908 | 22.524 | ntnu-mcpmcp · ai-agents | A read-only MCP server exposing NTNU course data to LLM assistants, enabling course catalog search, teaching schedules, weekly timetables, grade… | 1 star | No one-command install · Source | |
| 3909 | 22.524 | local-agent-mcpmcp · ai-agents | A local MCP server that lets Claude Code orchestrate Codex CLI and OpenCode CLI as sub-agents with strict security, concurrency, and output limits. | 1 star | No one-command install · Source | |
| 3910 | 22.524 | codemcpmcp · ai-agents | Forwards normalized MCP tools to Codex or Claude Code for agentic coding tasks like starting new sessions, continuing existing ones, and checking… | 1 star | No one-command install · Source | |
| 3911 | 22.524 | agentic-androidmcp · ai-agents | MCP server that enables LLMs to control Android devices via ADB, providing tools for screen interaction and UI inspection. | 1 star | No one-command install · Source | |
| 3912 | 22.524 | favro-mcpmcp · back-end | Read-only MCP server for Favro, providing tools to list organizations, collections, boards, cards, comments, checklists, and search cards via the… | 1 star | No one-command install · Source | |
| 3913 | 22.524 | bloopomcp · back-end | Hosted MCP server that turns a one-line brief into finished, on-brand ad creative, including short video ads, product photos, and voiceover, with A/B… | 1 star | No one-command install · Source | |
| 3914 | 22.524 | remote-mcp-oauth-templatemcp · back-end | A production-ready template for building remote MCP servers with OAuth 2.1 authentication and JWT passthrough. It enables per-user authorization and… | 1 star | No one-command install · Source | |
| 3915 | 22.524 | shadow-monitor-mcpmcp · observability | Enables AI agents to inspect Shadow Monitor capture files locally, with tools to load bundles, find errors, search network requests, and replay user… | 1 star | No one-command install · Source | |
| 3916 | 22.524 | dfridkin-clawopsmcp · devops | CLI and MCP server for deploying and managing self-hosted OpenClaw instances across AWS, GCP, Azure, and local VMs. | 1 star | No one-command install · Source | |
| 3917 | 22.524 | clawopsmcp · devops | MCP-native infrastructure ops for deploying and managing self-hosted OpenClaw instances across cloud providers or local VMs, with read-only mode… | 1 star | No one-command install · Source | |
| 3918 | 22.524 | xtalkmcp · ai-agents | Cross-agent messaging for MCP clients, enabling agents to discover one another, exchange threaded messages, and resume work in a persistent project… | 1 star | No one-command install · Source | |
| 3919 | 22.524 | pvz-fusion-mcp-servermcp · back-end | Enables AI clients to access PVZ Fusion game rules, FAQ, and official links through the MCP protocol. | 1 star | No one-command install · Source | |
| 3920 | 22.524 | linkagentmcp · ai-agents | LinkAgent is a Python MCP server that extracts structured data from any website via Chrome DevTools Protocol. It features a plugin architecture with… | 1 star | No one-command install · Source | |
| 3921 | 22.524 | proxima-centaurimcp · ai-agents | A local development gateway that routes AI queries through browser sessions or API keys, enabling free and private access to frontier LLMs within code… | 1 star | No one-command install · Source | |
| 3922 | 22.524 | pocket-agent-mcp-servermcp · back-end | Enables read-only access to Pocket Agent's product information, public persona templates, and app catalog. No authentication required. | 1 star | No one-command install · Source | |
| 3923 | 22.524 | routerbase-mcpmcp · back-end | Enables AI agents to discover models, pricing, and chat completions through RouterBase, an API gateway for 200+ AI models. | 1 star | No one-command install · Source | |
| 3924 | 22.524 | context-the-rippermcp · back-end | An MCP server that manages your conversation context automatically, pruning dead branches and keeping an audit trail of every cut. | 1 star | No one-command install · Source | |
| 3925 | 22.524 | ao3-mcpmcp · back-end | Model Context Protocol server for Archive of Our Own: search fanfiction and have an AI read and rank fics for you. | 1 star | No one-command install · Source | |
| 3926 | 22.524 | soloflowmcp · ai-agents | Grok Agent Store | 1 star | No one-command install · Source | |
| 3927 | 22.524 | mcp-powerbi-controllermcp · ai-agents | Enables Claude to read, analyze, and write directly to local Power BI semantic models and Excel workbooks without exporting to the cloud. | 1 star | No one-command install · Source | |
| 3928 | 22.524 | complexity-source-mcpmcp · back-end | Read-only MCP server providing AI access to verifiable web, GitHub, and local sources, plus a managed fantasy entity catalog, with strong security and… | 1 star | No one-command install · Source | |
| 3929 | 22.524 | agentpay-gatewaymcp · back-end | Provides a single MCP endpoint for 90+ tools across 42 backend servers (search, legal, domain, etc.) with per-call credit billing and a single API… | 1 star | No one-command install · Source | |
| 3930 | 22.524 | agent-wallet-mcpmcp · payments | Enables agents to maintain sandboxed spend ledgers, enforce monthly budgets, transfer funds between agents, and generate invoices, all without real… | 1 star | No one-command install · Source | |
| 3931 | 22.524 | agentpay-sentinel-mcpmcp · payments | Validates agent payment requests against 9 security checks before execution, catching policy violations, replay attacks, amount tampering, revoked… | 1 star | No one-command install · Source | |
| 3932 | 22.524 | myceliamcp · ai-agents | Provides a persistent, cross-tool memory layer for AI coding agents via MCP, enabling storage and retrieval of decisions, preferences, and context… | 1 star | No one-command install · Source | |
| 3933 | 22.524 | voidmcp · ai-agents | Void is a universal no-op MCP server that turns tool calls into freely shaped thinking spaces. It allows users to define custom tools with fixed… | 1 star | No one-command install · Source | |
| 3934 | 22.524 | obs-studio-mcpmcp · back-end | MCP server for controlling OBS Studio via obs-websocket, enabling scene switching, source management, streaming, recording, and text overlays through… | 1 star | No one-command install · Source | |
| 3935 | 22.524 | article-writer-mcpmcp · github-vcs | Enables automated content creation pipeline: topic research, article writing, image sourcing, and GitHub PR submission for blogs. | 1 star | No one-command install · Source | |
| 3936 | 22.524 | supabase-model-context-protocol-servermcp · database | MCP server for exploring and querying Supabase databases with interactive React widgets for schema browsing, table viewing, and SQL execution. | 1 star | No one-command install · Source | |
| 3937 | 22.524 | echobt-figma-mcpmcp · front-end | Enables offline reading and rendering of Figma .fig files, allowing AI agents to extract design specs, export assets, and generate code without… | 1 star | No one-command install · Source | |
| 3938 | 22.524 | h3c-hcl-mcpmcp · ai-agents | Enables AI agents to interact with local H3C Cloud Lab network simulation environments, allowing discovery of projects, devices, and links, as well as… | 1 star | No one-command install · Source | |
| 3939 | 22.524 | flight-deals-mcpmcp · search | Enables AI clients to search for domestic low-cost flight routes in China and verify flight options before purchase. | 1 star | No one-command install · Source | |
| 3940 | 22.524 | llmintel-model-lifecyclemcp · ai-agents | Check whether an LLM model id is deprecated, retiring, or retired, and what to migrate to. Covers OpenAI, Anthropic, Azure, Bedrock, Google, and… | 1 star | No one-command install · Source | |
| 3941 | 22.524 | ppt-design-mcpmcp · front-end | Template-driven PowerPoint design MCP server for Windows, enabling slide creation and manipulation via COM automation. | 1 star | No one-command install · Source | |
| 3942 | 22.524 | relaycoremcp · ai-agents | A lightweight, self-hostable MCP server for shared memory, structured command relay, and traceable decision evidence across AI runtimes. | 1 star | No one-command install · Source | |
| 3943 | 22.524 | kioie-tiny-go-mcp-servermcp · back-end | Minimal Go wrapper on the official [modelcontextprotocol/go-sdk](https://github.com/modelcontextprotocol/go-sdk) for stdio MCP servers: struct-tag… | 1 star | No one-command install · Source | |
| 3944 | 22.524 | ffmcpmcp · ai-agents | A local MCP server for Firefox that gives AI agents full control over the browser via a Unix socket, enabling automation of tabs, pages, cookies, and… | 1 star | No one-command install · Source | |
| 3945 | 22.524 | lalmcp · ai-agents | A permissioned memory tree for you and your AI — served over MCP. | 1 star | No one-command install · Source | |
| 3946 | 22.524 | google-ads-mcp-promcp · back-end | A Model Context Protocol server providing full read and write control over Google Ads, enabling AI assistants to build campaigns, fix targeting… | 1 star | No one-command install · Source | |
| 3947 | 22.524 | mcp-user-crud-servermcp · back-end | A testing server that provides CRUD operations on a JSON user database via MCP tools, enabling AI assistants to list, search, add, update, and delete… | 1 star | No one-command install · Source | |
| 3948 | 22.524 | mcp-argo-pipelinemcp · back-end | MCP server to dispatch Argo WorkflowTemplates according to pipeline configurations, supporting multiple pipelines, authentication, and remote access. | 1 star | No one-command install · Source | |
| 3949 | 22.524 | rob-mcpmcp · back-end | MCP server providing x402-paid tools for tokenized stock data on EVM chains, including premium/discount, liquidity, whale activity, and a guarded… | 1 star | No one-command install · Source | |
| 3950 | 22.524 | xiaozhi-desktop-mcpmcp · ai-agents | A desktop MCP service that integrates voice assistants into Mac workflows, enabling Obsidian memory, app control, Claude Code sessions, pending… | 1 star | No one-command install · Source | |
| 3951 | 22.524 | ultramemorymcp · ai-agents | Cross-tool memory for AI that enables deterministic recall-first memory across multiple tools (Claude Code, Desktop, ChatGPT, etc.) with honest… | 1 star | No one-command install · Source | |
| 3952 | 22.524 | evernode-mcpmcp · devops | Enables AI agents to build, check, cost, and deploy HotPocket dApps on Evernode/Xahau by scaffolding deterministic contracts, checking determinism… | 1 star | No one-command install · Source | |
| 3953 | 22.524 | msf-mcpmcp · ai-agents | A minimal MCP server that exposes Metasploit Framework tools to LLMs via msfrpcd, enabling automated penetration testing and exploitation. | 1 star | No one-command install · Source | |
| 3954 | 22.524 | persona-motion-studiomcp · other | Enables AI assistants to show, animate, and control a VRM character on the desktop, including posing and motion installation via MCP tools. | 1 star | No one-command install · Source | |
| 3955 | 22.524 | slideshow-studio-mcpmcp · back-end | Replicate viral TikTok slideshows in your niche by talking to your agent. It generates images locally or via API and assembles the final result. | 1 star | No one-command install · Source | |
| 3956 | 22.524 | md3-docs-mcpmcp · front-end | Provides AI assistants access to live Material Design 3 documentation including Foundations, Styles, and Components, returning official content as… | 1 star | No one-command install · Source | |
| 3957 | 22.524 | openpapermcp · ai-agents | Generate academic papers with AI agents and verified citations. | 1 star | No one-command install · Source | |
| 3958 | 22.524 | corroborate-mcpmcp · ai-agents | An MCP server that evaluates claims by counting independent story origins, giving AI agents a verdict on reporting corroboration rather than truth. | 1 star | No one-command install · Source | |
| 3959 | 22.524 | cn-llm-bridgemcp · ai-agents | Enables Claude Code to leverage Chinese LLMs for multimodal tasks including image analysis, audio transcription, and deep synthesis via MCP protocol. | 1 star | No one-command install · Source | |
| 3960 | 22.524 | icml-paper-search-mcpmcp · search | MCP server for searching ICML 2026 papers with hybrid retrieval (dense + BM25), session management to avoid duplicates, and persistent state. | 1 star | No one-command install · Source | |
| 3961 | 22.524 | apollo-mcpmcp · search | Provides 45 MCP tools to search, enrich, and manage Apollo.io B2B data (people, companies, CRM, deals, tasks, sequences, etc.) via stdio or HTTP… | 1 star | No one-command install · Source | |
| 3962 | 22.524 | flowlink-ai-governancemcp · back-end | AI Governance and SecOps platform for remote servers | 1 star | No one-command install · Source | |
| 3963 | 22.524 | windui-mcpmcp · front-end | Provides AI assistants with offline, deterministic access to WindUI's structured metadata for component, theme, and icon lookup, enabling accurate UI… | 1 star | No one-command install · Source | |
| 3964 | 22.524 | code-fundi-mcp-servermcp · back-end | A production-grade MCP server for the Code-Fundi API, enabling AI agents to map codebases, search semantically, and analyze blast radius. It provides… | 1 star | No one-command install · Source | |
| 3965 | 22.524 | amazing-clickup-mcpmcp · back-end | A comprehensive MCP server for the ClickUp API exposing 166 tools to manage Spaces, Folders, Lists, Tasks, Docs, and more, enabling LLMs to read and… | 1 star | No one-command install · Source | |
| 3966 | 22.524 | mcp-oneheartesimmcp · other | 一心eSIM商品目錄查詢與下單服務：查詢各國eSIM上網方案的即時價格與庫存、依旅遊天數與用量推薦方案、協助建立訂單並取得LinePay或ECPay付款連結。 | 1 star | No one-command install · Source | |
| 3967 | 22.524 | open-delegatemcp · ai-agents | Delegate a Cursor task to a real, unattended background OpenCode agent — cheaper model, isolated history — through five small MCP tools. | 1 star | No one-command install · Source | |
| 3968 | 22.524 | threadctx-mcpmcp · ai-agents | Shared memory MCP server for AI coding agents, enabling context sharing across sessions with local SQLite or cloud-based semantic search, compatible… | 1 star | No one-command install · Source | |
| 3969 | 22.524 | grimoire-for-gamemastersmcp · database | Connect to your TTRPG campaign's repository and database. Instead of retrieving prose, its 48 tools (20 read, 28 write) return typed state: 14 entity… | 1 star | No one-command install · Source | |
| 3970 | 22.524 | grimoiremcp · database | TTRPG campaign database for AI assistants: NPCs, locations, factions, quests, sessions, lore, and knowledge graphs. | 1 star | No one-command install · Source | |
| 3971 | 22.524 | minerva-mcpmcp · other | Enables AI assistants to administer Microsoft 365 and Azure, including PowerShell-only areas like Exchange, SharePoint, Teams, and Purview, with risk… | 1 star | No one-command install · Source | |
| 3972 | 22.524 | toshi-mcpmcp · other | Enables a side-panel companion that watches your coding session and provides context-aware answers about your codebase and session state through a… | 1 star | No one-command install · Source | |
| 3973 | 22.524 | dense-knowledge-mcpmcp · database | Dense Knowledge is a small local server for Model Module Protocol (MMP) files. It gives language models a persistent research memory without requiring… | 1 star | No one-command install · Source | |
| 3974 | 22.524 | notion-cowork-bridgemcp · ai-agents | Gives Notion Custom Agents real file tools and a real terminal over the Model Context Protocol, enabling them to read, edit, and run commands directly… | 1 star | No one-command install · Source | |
| 3975 | 22.524 | swaggerwatcher-mcp-servermcp · back-end | An MCP server that dynamically reads OpenAPI specs and registers every endpoint as an LLM-callable tool with automatic change detection and hot… | 1 star | No one-command install · Source | |
| 3976 | 22.524 | performance-mcpmcp · back-end | An MCP server that enables querying performance review periods, records, details, and saving self-assessment drafts without final submission. | 1 star | No one-command install · Source | |
| 3977 | 22.524 | telegram-mcp-connectmcp · comms | Enables reading Telegram chats and searching messages through natural language, connecting to MCP clients like Claude Code, Codex, and Cursor. | 1 star | No one-command install · Source | |
| 3978 | 22.524 | astrostellar-mcp-servermcp · back-end | An MCP server for Zi Wei Dou Shu (Purple Star Astrology) that enables users to construct and interpret natal charts through natural language… | 1 star | No one-command install · Source | |
| 3979 | 22.524 | zentaomcp · other | Enables full CRUD operations on Zentao entities like requirements, bugs, tasks, test cases, projects, and products through natural language. | 1 star | No one-command install · Source | |
| 3980 | 22.524 | tokonomix-council-mcpmcp · other | Enables multi-model consensus decision-making for high-stakes AI decisions, using independent expert models and a judge to surface disagreements and… | 1 star | No one-command install · Source | |
| 3981 | 22.524 | madeforai-supply-chain-connectormcp · auth | Enables authorized manufacturing order-intake and supply-chain task management by forwarding requests from MCP clients to the hosted MadeForAI… | 1 star | No one-command install · Source | |
| 3982 | 22.524 | cryptoapis-hd-walletmcp · back-end | HD wallet management, balance queries, and sync for EVM, UTXO, and XRP via Crypto APIs. | 1 star | No one-command install · Source | |
| 3983 | 22.524 | bio-mcpmcp · devops | Enables users to generate volcano plots by submitting jobs with input files and parameters, supporting local or Docker execution. | 1 star | No one-command install · Source | |
| 3984 | 22.524 | uad-console-mcpmcp · back-end | Enables reading and controlling a Universal Audio Apollo interface: channel names, faders, preamp gain, cue sends, monitor control, and more via the… | 1 star | No one-command install · Source | |
| 3985 | 22.524 | masterplanmcp · ai-agents | Minimal MCP server that keeps implementation plans and handoffs as plain markdown in the CWD of your agent. | 1 star | No one-command install · Source | |
| 3986 | 22.524 | spark-ordernet-mcpmcp · back-end | Read-only MCP server for accessing Spark/Ordernet brokerage accounts, including Meitav Trade, Psagot, IBI, Nesua, and Gaon. Enables querying holdings… | 1 star | No one-command install · Source | |
| 3987 | 22.524 | asset-managementmcp · back-end | A local, read-only MCP server (plus CLI) over your own stock/ETF transaction log. A deterministic core computes drawdown-first risk with bootstrap… | 1 star | No one-command install · Source | |
| 3988 | 22.524 | my-pm-toolsmcp · github-vcs | Enables natural language management of GitHub Projects V2, including issue creation, status changes, sprint reports, and project setup via MCP tools… | 1 star | No one-command install · Source | |
| 3989 | 22.524 | githubstats-mcpmcp · github-vcs | A lightweight MCP server that enables fetching public GitHub user profiles, repository stats, recent events, and pull request insights through simple… | 1 star | No one-command install · Source | |
| 3990 | 22.524 | stellar-agent-searchmcp · ai-agents | Read-only MCP server for discovering and ranking on-chain agents on Stellar mainnet via natural language search, reputation probes, and profile… | 1 star | No one-command install · Source | |
| 3991 | 22.524 | yandex-metrika-mcp-2mcp · observability | Enables AI assistants to retrieve comprehensive analytics data from Yandex Metrika accounts, including traffic, content, e-commerce, and user… | 1 star | No one-command install · Source | |
| 3992 | 22.524 | flatcash-mcpmcp · ai-agents | An MCP server that lets AI agents earn FLAT stablecoin by registering, completing bounties, and withdrawing to Ethereum, with no wallet or KYC… | 1 star | No one-command install · Source | |
| 3993 | 22.524 | google-ads-mcp-plusmcp · search | Extends the official Google Ads MCP with a safe write layer for creating paused-by-default Search campaigns and an account auditor, all running… | 1 star | No one-command install · Source | |
| 3994 | 22.524 | authorized-ytdl-mcpmcp · auth | Enables downloading authorized YouTube videos, audio, and playlists as MP4/MP3 via ChatGPT with real-time progress widgets and media player. | 1 star | No one-command install · Source | |
| 3995 | 22.524 | msawmcp · back-end | Manages multiple SSH servers through a local workspace with MCP tools, executing commands and transferring files securely with credential isolation. | 1 star | No one-command install · Source | |
| 3996 | 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 | |
| 3997 | 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 | |
| 3998 | 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 | |
| 3999 | 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 | |
| 4000 | 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 |
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.