Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4401 | 22.524 | opl-renderermcp · back-end | MCP server for rendering Object-Process Methodology (OPM) models from YAML to SVG diagrams and OPL sentences, with validation and generation… | 1 star | No one-command install · Source | |
| 4402 | 22.524 | mcp-bento-servermcp · ai-agents | Local-first MCP server & CLI for authoring Bento decks (single-file PPT) with AI agents and live browser preview. Enables programmatic creation… | 1 star | No one-command install · Source | |
| 4403 | 22.524 | doc-indexmcp · search | A local-first semantic search server for documents, supporting PDFs, Office files, and text/markdown, enabling natural language search via the Model… | 1 star | No one-command install · Source | |
| 4404 | 22.524 | arc-devtools-mcpmcp · browser | MCP server enabling AI agents to control and inspect Chrome/Arc browsers via DevTools, with Arc-specific tab reuse. | 1 star | No one-command install · Source | |
| 4405 | 22.524 | ichimcp · ai-agents | A persistent character and memory layer for coding agents over MCP. It remembers user interactions, reinforces standards, and provides emotional… | 1 star | No one-command install · Source | |
| 4406 | 22.524 | leapd-mcpmcp · back-end | MCP server that connects AI assistants to Leapd, enabling them to launch and manage an AI-run business by creating tasks, deploying sites, and… | 1 star | No one-command install · Source | |
| 4407 | 22.524 | nu-plugin-mcpmcp · back-end | Runs MCP servers whose tools are ordinary Nushell closures, supporting stdio and Streamable HTTP. | 1 star | No one-command install · Source | |
| 4408 | 22.524 | lemamcp · front-end | Your coding agent can read the code. It can't read the argument behind it. lema-mcp gives your agent the recorded why — and the alternatives a project… | 1 star | No one-command install · Source | |
| 4409 | 22.524 | zeek-mcpmcp · observability | An MCP server for Zeek and Suricata, providing intelligent log parsing, querying, and analysis over network security monitoring data. | 1 star | No one-command install · Source | |
| 4410 | 22.524 | n8n-ops-mcpmcp · ai-agents | Provides ops-focused n8n tools for MCP-compatible agents, enabling listing, inspecting, triggering, validating, managing tags, running security… | 1 star | No one-command install · Source | |
| 4411 | 22.524 | ssyubix-pixelart-mcpmcp · other | Generate Pixel Art and Tilemap/Tileset | 1 star | No one-command install · Source | |
| 4412 | 22.524 | dochostmcp · auth | Publish Markdown or HTML to a clean, shareable public link straight from your AI assistant — OAuth sign-in, no API keys. Tools: publish and… | 1 star | No one-command install · Source | |
| 4413 | 22.524 | cli-history-hubmcp · ai-agents | Provides MCP tools to search, browse, and retrieve unified read-only history from CLI agents like Codex, Claude Code, and OpenCode, with connector… | 1 star | No one-command install · Source | |
| 4414 | 22.524 | kitcommerce-mcpmcp · back-end | A standalone MCP server that exposes the admin side of kitcommerce-api as tools, enabling AI assistants to manage products, categories, collections… | 1 star | No one-command install · Source | |
| 4415 | 22.524 | fluduromcp · ai-agents | A personality-to-flower quiz application with MCP tools for interactive widgets inside ChatGPT. | 1 star | No one-command install · Source | |
| 4416 | 22.524 | shanhai-mcp-servermcp · ai-agents | An out-of-the-box multi-tenant MCP server that lets MCP clients access knowledge retrieval, task dispatch, deliverable management, and multi-agent… | 1 star | No one-command install · Source | |
| 4417 | 22.524 | hashproof-mcpmcp · back-end | Issue verifiable credentials (diplomas, certificates, badges) for $0.10 USDC via x402 or an API key — registered on-chain on Celo, pinned to IPFS… | 1 star | No one-command install · Source | |
| 4418 | 22.524 | crypto-price-mcp-2mcp · back-end | Provides live cryptocurrency prices, price history, and symbol listing tools for AI agents via the Hyperliquid API. | 1 star | No one-command install · Source | |
| 4419 | 22.524 | seokh-unity-open-mcpmcp · back-end | An MCP server for Unity that provides 300 typed tools for editor automation, asset analysis, validation, and diagnostics, supporting live Editor… | 1 star | No one-command install · Source | |
| 4420 | 22.524 | clinic-frontdesk-mcpmcp · other | Enables MCP-compatible clients to act as an AI receptionist for a small medical clinic, handling appointment booking and rescheduling, patient… | 1 star | No one-command install · Source | |
| 4421 | 22.524 | quiver-risk-brainmcp · ai-agents | The verifiable risk engine for autonomous agents: deterministic, self-verifying financial calculations that an agent can delegate and prove. It covers… | 1 star | No one-command install · Source | |
| 4422 | 22.524 | pi-searchmcp · back-end | MCP server for pi that provides free web search, web fetch, advanced search, and scholarly paper search via hosted Exa and Parallel services without… | 1 star | No one-command install · Source | |
| 4423 | 22.524 | bimqmcp · back-end | Read-only BIM query server for agents: structured, policy-bounded queries on IFC/gbXML models with deterministic cited results. | 1 star | No one-command install · Source | |
| 4424 | 22.524 | deepseemcp · back-end | MCP server that gives text-only LLMs like DeepSeek vision capabilities by converting images to text via vision APIs, enabling image description, OCR… | 1 star | No one-command install · Source | |
| 4425 | 22.524 | stalwart-jmap-mcpmcp · back-end | Unofficial MCP server for Stalwart Mail Server using the JMAP management API, providing 39 tools to read and manage mailboxes, accounts, domains… | 1 star | No one-command install · Source | |
| 4426 | 22.524 | poe-data-mcpmcp · back-end | An MCP server that provides LLMs with access to Path of Exile game data, including gems, unique items, passive tree nodes, item modifiers, maps… | 1 star | No one-command install · Source | |
| 4427 | 22.524 | bikkymcp · ai-agents | Provides persistent memory for AI coding agents via MCP, enabling teams to share and recall facts across sessions. Automatically captures, classifies… | 1 star | No one-command install · Source | |
| 4428 | 22.524 | notebooklm-mcp-gatewaymcp · auth | Unofficial MCP server that enables interaction with NotebookLM through a Cloudflare Worker, supporting tools for notebooks, sources, chat, notes, and… | 1 star | No one-command install · Source | |
| 4429 | 22.524 | bschonbrun-pipedream-gatewaymcp · other | Consolidates Pipedream's 10,000+ app integrations into 16 curated tools for workflow management and app action execution. | 1 star | No one-command install · Source | |
| 4430 | 22.524 | qmt-mcp-servermcp · back-end | Wraps the miniQMT interface to enable AI assistants to query A-share market data, account information, and place/cancel orders. | 1 star | No one-command install · Source | |
| 4431 | 22.524 | iikoserver-mcp-servermcp · back-end | MCP server for iiko restaurant management system REST API, providing 39 tools to manage products, employees, entities, documents, payments, reports… | 1 star | No one-command install · Source | |
| 4432 | 22.524 | invoket-mcpmcp · back-end | MCP server that gives AI agents paid access to Invoket APIs, with discovery-driven tools, spending caps, and non-custodial payments via x402. | 1 star | No one-command install · Source | |
| 4433 | 22.524 | research-intelligence-mcpmcp · back-end | A unified MCP server for academic paper discovery, citation exploration, and research intelligence workflows over multiple scientific knowledge… | 1 star | No one-command install · Source | |
| 4434 | 22.524 | xui-mcp-servermcp · back-end | An MCP server for XUI.ONE IPTV panels that covers four layers (server provisioning, admin API, reseller API, and player API), enabling an assistant to… | 1 star | No one-command install · Source | |
| 4435 | 22.524 | codex-security-cloud-mcpmcp · ai-agents | MCP server for the Codex Security Cloud service, enabling agents to list, inspect, close, reopen findings, request PRs, and apply generated patches. | 1 star | No one-command install · Source | |
| 4436 | 22.524 | mutual-funds-groww-mcpmcp · back-end | MCP server that lets AI assistants search and analyze live Indian mutual funds via Groww's API, supporting filters and detailed fund diagnostics. | 1 star | No one-command install · Source | |
| 4437 | 22.524 | minimal-mcpmcp · ai-agents | A minimal MCP server that demonstrates the entire protocol using a simple in-memory todo list, including tools, resources, prompts, and elicitation. | 1 star | No one-command install · Source | |
| 4438 | 22.524 | jb-pi-macos-controlmcp · back-end | A local observation-only MCP server for macOS that provides secure, atomic evidence capture with strict target approval and manifest-based output. | 1 star | No one-command install · Source | |
| 4439 | 22.524 | agda-mcp-servermcp · back-end | A stateful Model Context Protocol server for interactive Agda proof development, enabling persistent sessions with goal-aware proof actions. | 1 star | No one-command install · Source | |
| 4440 | 22.524 | perfsage-jmeter-mcpmcp · ai-agents | Enables LLM agents to run self-healing JMeter performance tests via natural language, from environment setup to capacity discovery and SLO verdict… | 1 star | No one-command install · Source | |
| 4441 | 22.524 | rag-papermcp · search | A local-first paper RAG server that enables searching and managing academic PDFs via MCP tools, supporting metadata enrichment and citation graphs. | 1 star | No one-command install · Source | |
| 4442 | 22.524 | mcp-dev-networkmcp · back-end | A social network MCP server that lets AI-powered IDEs connect and interact with other developers through messaging, public feed posts, resource… | 1 star | No one-command install · Source | |
| 4443 | 22.524 | fontforge-mcpmcp · front-end | Exposes FontForge as MCP tools for designing, repairing, and building fonts, with PNG previews to visually verify glyphs and compiled fonts. | 1 star | No one-command install · Source | |
| 4444 | 22.524 | loudcheckmcp · other | Loudness compliance verdicts against formal broadcast standards (EBU R128, ATSC A/85). Measures audio/video with ffmpeg and returns a pass/fail… | 1 star | No one-command install · Source | |
| 4445 | 22.524 | fiatdock-mcpmcp · payments | Non-custodial USDC <-> bank for AI agents. Free quotes; $0.05 USDC per session via x402; 1% commission itemised in every quote. Own funds only. PT +… | 1 star | No one-command install · Source | |
| 4446 | 22.524 | mac-mail-mcpmcp · database | Provides read-only access to Apple Mail.app emails, accounts, and folders by directly reading the local SQLite database. | 1 star | No one-command install · Source | |
| 4447 | 22.524 | io-github-cunicopia-dev-knowledge-graph-rdbmsmcp · database | An embedded knowledge graph in one SQLite file, exposing a MCP server for agents to read and write entities and relationships with full audit trail… | 1 star | No one-command install · Source | |
| 4448 | 22.524 | mcp-cheatenginemcp · ai-agents | This MCP server integrates AI assistants with Cheat Engine on Windows, providing tools for process management, memory read/write, pointer resolution… | 1 star | No one-command install · Source | |
| 4449 | 22.524 | uxloommcp · front-end | Enables agents to validate UI designs for missing states, accessibility issues, and journey completeness using state machine modeling. | 1 star | No one-command install · Source | |
| 4450 | 22.524 | byronwade-memoriamcp · github-vcs | Analyzes code dependencies through git forensics to prevent refactoring bugs | 1 star | No one-command install · Source | |
| 4451 | 22.524 | secure-grid-genesis-executionmcp · devops | Enables AI agents to safely execute Python, JavaScript, and Bash code in an isolated Docker sandbox with strict security constraints. | 1 star | No one-command install · Source | |
| 4452 | 22.524 | dual-extract-mcpmcp · back-end | Enables structured document understanding of local PDFs via a dual-extract MCP server, combining MinerU text/layout and Qwen3-VL vision with fusion… | 1 star | No one-command install · Source | |
| 4453 | 22.524 | achriommcp · other | Personal media library for tracking books, movies, music, shows, and anime. | 1 star | No one-command install · Source | |
| 4454 | 22.524 | toolaheadmcp · ai-agents | Speeds up coding agents by predicting and pre-executing upcoming tool calls, then safely returning validated cached results to eliminate wait time. | 1 star | No one-command install · Source | |
| 4455 | 22.524 | fusion-toolsmith-mcpmcp · ai-agents | A safety-first Autodesk Fusion 360 MCP add-in that enables agents to inspect, plan, validate, and package CAD changes without blindly running raw… | 1 star | No one-command install · Source | |
| 4456 | 22.524 | codex-curator-intelligence-aeternummcp · ai-agents | Persistent knowledge graph memory for AI agents with entity extraction and relationship mapping. | 1 star | No one-command install · Source | |
| 4457 | 22.524 | taranis-ng-mcpmcp · back-end | Enables AI assistants to work with Taranis NG OSINT platform through a typed, safety-oriented interface over its REST API, covering collection… | 1 star | No one-command install · Source | |
| 4458 | 22.524 | wp-ultra-mcpmcp · back-end | Turns any WordPress site into an MCP server, allowing AI clients to directly control files, database, WP-CLI, PHP, content, and more through… | 1 star | No one-command install · Source | |
| 4459 | 22.524 | autods-copilotmcp · other | Enables any MCP client to run a complete data-science pipeline on a CSV: exploration, cleaning, model comparison, training, tuning, and plain-language… | 1 star | No one-command install · Source | |
| 4460 | 22.524 | rental-datamcp · ai-agents | Exposes multifamily rental data including average rent by market, occupancy anomalies, and property summaries to LLM tools via MCP. | 1 star | No one-command install · Source | |
| 4461 | 22.524 | chrome-dev-mcpmcp · ai-agents | An MCP server that connects AI agents to a running Chrome tab via the Chrome DevTools Protocol (CDP), enabling runtime debugging and page inspection. | 1 star | No one-command install · Source | |
| 4462 | 22.524 | llmconcilmcp · ai-agents | Enables Claude Code to send a prompt to multiple LLMs simultaneously and get a judge model's structured comparison of their responses. This surfaces… | 1 star | No one-command install · Source | |
| 4463 | 22.524 | thinkreview-mcpmcp · auth | Hosted MCP server that enables AI code reviews on GitHub, GitLab, Azure DevOps, and Bitbucket PR/MR URLs via a single tool (review_url_code)… | 1 star | No one-command install · Source | |
| 4464 | 22.524 | twitter-signal-mcpmcp · back-end | Live X/Twitter search and AI trend digests without an API key, charging per call in USDC via x402. Enables real-time tweet search and AI summaries… | 1 star | No one-command install · Source | |
| 4465 | 22.524 | deepin-desktop-mcpmcp · back-end | MCP server for controlling Deepin desktop system settings and applications, including WiFi, Bluetooth, brightness, theme, volume, app launching, file… | 1 star | No one-command install · Source | |
| 4466 | 22.524 | telinksdk-builder-mcpmcp · back-end | Build/flash/debug any Telink embedded SDK via natural language. MCP server with 8 tools for build, serial capture, and firmware flashing via bdt.exe. | 1 star | No one-command install · Source | |
| 4467 | 22.524 | sui-mcpmcp · back-end | Read-only MCP server for Sui blockchain analytics with 44 tools covering wallets, DeFi, NFTs, token prices, transactions, fund tracing, pools… | 1 star | No one-command install · Source | |
| 4468 | 22.524 | swapi-mcp-servermcp · back-end | Enables LLMs and clients to search for Star Wars characters, planets, and films by exposing SWAPI as MCP tools. | 1 star | No one-command install · Source | |
| 4469 | 22.524 | kuroko-mcp-servermcp · back-end | Enables security agents to interact with the Kuroko web security testing platform through MCP, providing access to traffic history, site graph… | 1 star | No one-command install · Source | |
| 4470 | 22.524 | adobe-premiere-cc-mcpmcp · back-end | An MCP server for controlling Adobe Premiere Pro from an AI assistant, with a small set of self-verifying tools for editing, grading, and exporting. | 1 star | No one-command install · Source | |
| 4471 | 22.524 | codex-native-bridgemcp · ai-agents | An MCP server that lets Claude Code delegate durable background tasks, reasoning profiles, thread resumption, and native image generation to your… | 1 star | No one-command install · Source | |
| 4472 | 22.524 | housing-sentinel-mcpmcp · back-end | Connects official daily housing-transaction data and market signals (offense/defense) for 12 major Chinese cities to AI agents via MCP, REST API, or… | 1 star | No one-command install · Source | |
| 4473 | 22.524 | x-agent-mcp-servermcp · back-end | Provides 19+ tools for AI agents to interact with X/Twitter, including search, posting, analysis, and monitoring capabilities. | 1 star | No one-command install · Source | |
| 4474 | 22.524 | carhaix-proxvantamcp · other | Manage your ProxVanta AI workspace including teams, contexts, workflows, and tools. | 1 star | No one-command install · Source | |
| 4475 | 22.524 | ratary-memorymcp · search | Ratary is an AI Brain Platform — infrastructure that gives AI: Persistent memory — durable, owner-scoped, versioned Structured knowledge — metadata… | 1 star | No one-command install · Source | |
| 4476 | 22.524 | tjclaude88-bling-bagmcp · ai-agents | Configure and display AI agent identity, personality traits, and platform-specific visual theming. | 1 star | No one-command install · Source | |
| 4477 | 22.524 | tymewear-mcpmcp · ai-agents | Connects Claude to Tyme Wear's breathing sensor platform to analyze ventilatory data, activities, thresholds, and training zones. | 1 star | No one-command install · Source | |
| 4478 | 22.524 | ai-playground-comfyui-mcpmcp · back-end | Enables image generation through AI Playground's local ComfyUI backend via VS Code or GitHub Copilot, supporting PNG creation with configurable… | 1 star | No one-command install · Source | |
| 4479 | 22.524 | google-data-mcpmcp · back-end | MCP server providing access to Google Trends, YouTube listings, Google Ads Transparency, and Google Play reviews via plain HTTP, with no API key… | 1 star | No one-command install · Source | |
| 4480 | 22.524 | subotizmcp · payments | Payment and subscription platform tools for customers, products, pricing, and invoices. | 1 star | No one-command install · Source | |
| 4481 | 22.524 | comci-agentmcp · back-end | MCP server that reads Korean school class and teacher timetables from Comci's public schedules, detects schedule changes, and exposes structured data… | 1 star | No one-command install · Source | |
| 4482 | 22.524 | win-cli-mcp-tmyymcp · other | Enables AI clients to execute Windows commands, manage files, query system information, and perform code checks via MCP protocol. | 1 star | No one-command install · Source | |
| 4483 | 22.524 | yougile-mcpmcp · back-end | A production-grade Model Context Protocol server for YouGile that lets AI agents read and manage projects, boards, tasks, employees, and more. | 1 star | No one-command install · Source | |
| 4484 | 22.524 | siu-guarani-mcpmcp · back-end | MCP server for querying SIU Guaraní Autogestión from the Docente profile, providing read-only access to teaching periods, courses, exam boards, and… | 1 star | No one-command install · Source | |
| 4485 | 22.524 | fortinac-mcpmcp · back-end | MCP server for diagnosing rogue hosts on FortiNAC 7.6 by querying the REST API, cross-referencing devices against profiling rules, and running nmap… | 1 star | No one-command install · Source | |
| 4486 | 22.524 | inky-mcp-servermcp · back-end | MCP server that connects Cursor IDE to Inky backend, enabling users to list and filter personalized coding rules stored in Pinecone. | 1 star | No one-command install · Source | |
| 4487 | 22.524 | mcp-beancountmcp · ai-agents | A read-only MCP server that gives AI agents structured access to a Beancount personal finance ledger. | 1 star | No one-command install · Source | |
| 4488 | 22.524 | letters-mcpmcp · back-end | MCP server for interacting with Letters to the Future on Base mainnet, enabling posting time-locked messages, listing them, minting on-chain SVG NFTs… | 1 star | No one-command install · Source | |
| 4489 | 22.524 | regon-mcpmcp · other | Provides clean, typed access to the Polish REGON business register (GUS BIR1), enabling AI assistants to look up companies by NIP, REGON, or KRS and… | 1 star | No one-command install · Source | |
| 4490 | 22.524 | capsulemcp · back-end | Capsule is an MCP server that reduces model I/O by compressing outputs into exact-recoverable capsules, enabling efficient command execution, file… | 1 star | No one-command install · Source | |
| 4491 | 22.524 | john-ceo-agentic-memorymcp · ai-agents | MCP server that gives AI agents persistent, tenant-scoped memory with semantic search and consolidation, using CockroachDB vector indexes and Amazon… | 1 star | No one-command install · Source | |
| 4492 | 22.524 | hmcl-mcp-servermcp · ai-agents | MCP server that lets AI agents drive HMCL (Hello Minecraft! Launcher) programmatically to install Minecraft versions, search/download/import modpacks… | 1 star | No one-command install · Source | |
| 4493 | 22.524 | aptabase-mcp-servermcp · back-end | Enables AI agents to query Aptabase analytics through MCP, including metrics, top events, countries, sessions, and more. Uses the dashboard's… | 1 star | No one-command install · Source | |
| 4494 | 22.524 | claude-design-mcp-servermcp · auth | Enables working with and exporting live Claude Design projects and prototypes through a local bridge that handles OAuth authentication and adds tools… | 1 star | No one-command install · Source | |
| 4495 | 22.524 | macos-computer-use-mcpmcp · browser | Provides 146 MCP tools for AI agents to control macOS, including screenshots, mouse, keyboard, window management, app automation, file system, OCR… | 1 star | No one-command install · Source | |
| 4496 | 22.524 | cooklikehoc-mcpmcp · back-end | A demo MCP server that lets AI clients search, read, and list recipes from a local CookLikeHOC checkout, with original source links. | 1 star | No one-command install · Source | |
| 4497 | 22.524 | jamf-platform-mcp-servermcp · auth | MCP server giving AI assistants read-only access to a Jamf fleet via the Jamf Platform API Gateway using OAuth2 client credentials, with tools for… | 1 star | No one-command install · Source | |
| 4498 | 22.524 | seekbridgemcp · browser | Enables DeepSeek-powered agents to control real Chrome tabs with semantic snapshots, tab groups, and local safety controls. | 1 star | No one-command install · Source | |
| 4499 | 22.524 | aiwerk-mcp-server-imapmcp · back-end | Universal IMAP/SMTP MCP server that works with any email provider, providing tools to read, search, send, and manage emails. | 1 star | No one-command install · Source | |
| 4500 | 22.524 | sun-tzu-mcpmcp · back-end | An MCP server that finds Sun Tzu quotes for workplace situations, matching plain-language descriptions to verses from The Art of War with chapter… | 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.