Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4601 | 22.524 | endpointops-mcpmcp · back-end | Enables AI assistants to manage Microsoft Intune and Entra ID through the Microsoft Graph API, covering device, app, compliance, identity, and… | 1 star | No one-command install · Source | |
| 4602 | 22.524 | framethrower-mcp-servermcp · back-end | Enables connecting any MCP client to a cinematography reference library of 5,489 films. Allows searching film frames by look, mood, or craft… | 1 star | No one-command install · Source | |
| 4603 | 22.524 | bidda-mcpmcp · other | Source-verified regulatory and compliance intelligence: 10,000+ obligations across 39 pillars, each grounded in a primary legal source with a content… | 1 star | No one-command install · Source | |
| 4604 | 22.524 | picoberry-mcp-servermcp · back-end | Enables generating game-ready 3D models, images, and animations from any MCP client via PicoBerry's multi-engine API. | 1 star | No one-command install · Source | |
| 4605 | 22.524 | launchopsmcp · devops | An MCP server that lets AI coding agents autonomously purchase and provision real infrastructure (databases, deployments, domains) with secure… | 1 star | No one-command install · Source | |
| 4606 | 22.524 | ai-reviewmcp · search | Enables interactive GitHub pull-request review from Claude Code, with tools to fetch PRs, inspect files and repo structure, post review comments, and… | 1 star | No one-command install · Source | |
| 4607 | 22.524 | agent-guardrailmcp · github-vcs | A runtime gate for coding agents. Blocks the tool calls that wreck a repo (force-push main, rm -rf, secret exfiltration, CI wipe) and lets normal… | 1 star | No one-command install · Source | |
| 4608 | 22.524 | astrocal-mcp-servermcp · back-end | Enables AI agents to schedule meetings via Astrocal's scheduling API, including checking availability, booking, canceling, rescheduling, and managing… | 1 star | No one-command install · Source | |
| 4609 | 22.524 | goetta-financemcp · ai-agents | A local-first MCP server that connects SimpleFIN bank accounts to Claude, storing data in a local DuckDB file and providing a web dashboard. | 1 star | No one-command install · Source | |
| 4610 | 22.524 | mcp-app-controllermcp · back-end | Central daemon for managing local app processes, enabling multiple Claude Code sessions to coordinate starts, stops, and restarts with conflict… | 1 star | No one-command install · Source | |
| 4611 | 22.524 | vatnode-mcpmcp · other | Validate EU VAT numbers via VIES, check VAT rates, and perform format validation for EU member states. | 1 star | No one-command install · Source | |
| 4612 | 22.524 | ios-agentmcp · front-end | Exposes native iPhone device services and UI automation through MCP, enabling agents to inspect and control trusted iPhones via a unified interface. | 1 star | No one-command install · Source | |
| 4613 | 22.524 | genesys-mcp-servermcp · observability | A read-only MCP server that exposes Genesys Cloud queue lookup, analytics aggregates, and conversation search tools, enabling natural language queries… | 1 star | No one-command install · Source | |
| 4614 | 22.524 | mcp-current-repomcp · github-vcs | A proof-of-concept MCP server that scopes GitHub tools to the current repository without filesystem access, using MCP roots to carry the repo… | 1 star | No one-command install · Source | |
| 4615 | 22.524 | style-memory-mcpmcp · ai-agents | A tiny local MCP server that learns a user's conversational style, catchphrases, dialect markers, emoji habits, tone preferences, and concrete… | 1 star | No one-command install · Source | |
| 4616 | 22.524 | mcp-api-pentestmcp · back-end | Enables AI assistants to perform automated security audits on APIs, detecting BOLA/IDOR vulnerabilities by comparing responses across user tokens. | 1 star | No one-command install · Source | |
| 4617 | 22.524 | promptshield-mcpmcp · ai-agents | A Model Context Protocol server that lets AI agents and runtime firewalls call PromptShield-style safety checks for text, chat messages, prompts, tool… | 1 star | No one-command install · Source | |
| 4618 | 22.524 | exam-sheet-mcpmcp · other | Generates timed exams on any topic with an interactive exam sheet in MCP hosts; supports true/false, multiple-choice, and open questions with instant… | 1 star | No one-command install · Source | |
| 4619 | 22.524 | fastmcp-python-boilerplatemcp · ai-agents | Provides a production-ready FastMCP Python server boilerplate with structured logging, rate limiting, and config validation for building MCP servers… | 1 star | No one-command install · Source | |
| 4620 | 22.524 | google-flow-mcp-servermcp · back-end | Automates sports editorial graphic poster creation using Google Flow through a Playwright-based pipeline, exposing a FastMCP server for integration… | 1 star | No one-command install · Source | |
| 4621 | 22.524 | yasuakiomokawa-ouramcp · back-end | Connects AI assistants to Oura Ring API v2 for sleep, activity, readiness, heart rate, and workout data. | 1 star | No one-command install · Source | |
| 4622 | 22.524 | oura-mcp-2mcp · back-end | MCP server for the Oura Ring API v2, providing access to sleep, activity, readiness, heart rate, and workout data via OAuth. | 1 star | No one-command install · Source | |
| 4623 | 22.524 | oura-mcpmcp · back-end | MCP server for the Oura Ring API v2, providing access to sleep, activity, readiness, heart rate, and workout data via OAuth. | 1 star | No one-command install · Source | |
| 4624 | 22.524 | cursor-browser-mcpmcp · browser | Enables AI agents to control Cursor IDE's built-in Browser Tab through a stdio MCP interface, providing accessibility snapshots with refs… | 1 star | No one-command install · Source | |
| 4625 | 22.524 | design-compare-mcpmcp · front-end | An MCP server that measures how faithfully one UI reproduces another, returning a score and actionable findings for improvement. | 1 star | No one-command install · Source | |
| 4626 | 22.524 | vision-bridge-mcp-servermcp · back-end | Enables text-only LLMs to understand images by converting them into text descriptions, supporting multiple vision backends like cloud APIs, local… | 1 star | No one-command install · Source | |
| 4627 | 22.524 | deskmail-aimcp · comms | Connects Claude Desktop to a local email client, enabling AI-powered email reading, searching, drafting, and organization while preventing sending or… | 1 star | No one-command install · Source | |
| 4628 | 22.524 | solana-mcp-servermcp · ai-agents | Enables AI agents to read chain data, execute transactions, swap tokens, and manage wallets on Solana through 38 tools across 7 modules. Supports… | 1 star | No one-command install · Source | |
| 4629 | 22.524 | just-studymcp · ai-agents | Enables AI agents to create and manage personalized 30-day study courses, including web research with source validation, daily lessons, quizzes, and… | 1 star | No one-command install · Source | |
| 4630 | 22.524 | session-convertmcp · database | Enables conversion of coding agent sessions between Claude Code, Codex CLI, and OpenCode, including full support for OpenCode's SQLite storage. | 1 star | No one-command install · Source | |
| 4631 | 22.524 | finance-reconcile-mcpmcp · back-end | Read-only MCP server for reconciling SimpleFIN bank data against Firefly III ledger, enabling audit and review workflows without mutation. | 1 star | No one-command install · Source | |
| 4632 | 22.524 | project-knowledge-mcpmcp · back-end | A cross-project knowledge graph for MCP that maps features across mobile, backend, and admin codebases, giving AI agents full-stack context. | 1 star | No one-command install · Source | |
| 4633 | 22.524 | sourceplane-mcpmcp · github-vcs | Secure multi-source MCP server for reading local, GitHub, GitLab, Bitbucket, and network source code with read-only-by-default access, enabling AI… | 1 star | No one-command install · Source | |
| 4634 | 22.524 | paste-mcpmcp · ai-agents | Connect Paste to Claude, Codex, Cursor, and other AI tools to access your clipboard. | 1 star | No one-command install · Source | |
| 4635 | 22.524 | stars-cash-flow-mcp-servermcp · back-end | Enables AI agents to interact with the Stars Cash Flow reseller API for real Telegram actions, including listing services, checking balance, creating… | 1 star | No one-command install · Source | |
| 4636 | 22.524 | mcp-server-whoopmcp · back-end | A local-first, read-only MCP server that provides compact recovery, sleep, strain, HRV, heart-rate, workout, and body-measurement data from WHOOP… | 1 star | No one-command install · Source | |
| 4637 | 22.524 | vibe-blueprintmcp · auth | Generates a technical starting plan for your app shape, data, login, deployment, and boundaries, saving decisions and reasons for later review only… | 1 star | No one-command install · Source | |
| 4638 | 22.524 | agentmcpmcp · ai-agents | Enables AI agents to operate autonomously with safety, parallelism, and dynamic tool management, without giving them full machine access. | 1 star | No one-command install · Source | |
| 4639 | 22.524 | drill-mcpmcp · back-end | Official MCP server for Apache Drill, enabling read-only SQL queries and inspection of schemas, storage plugins, and cluster/query state. | 1 star | No one-command install · Source | |
| 4640 | 22.524 | omnidata-mcpmcp · back-end | A unified Model Context Protocol server for data engineering and analytics that lets LLM clients query, profile, transform, and visualize data using… | 1 star | No one-command install · Source | |
| 4641 | 22.524 | b2-mcp-servermcp · back-end | An MCP server that exposes Backblaze B2 Cloud Storage as tools any MCP-compatible AI client can call. Manage B2 by talking to an assistant -- list… | 1 star | No one-command install · Source | |
| 4642 | 22.524 | shared-timer-mcpmcp · ai-agents | This MCP server enables Claude to create and control shared timers, polls, and quizzes on the '모두의 타이머' platform. | 1 star | No one-command install · Source | |
| 4643 | 22.524 | rome-cli-mcp-servermcp · back-end | Provides grounded chain facts and build patterns for Rome Protocol, enabling agents to access live registry data and SDK patterns read-only. | 1 star | No one-command install · Source | |
| 4644 | 22.524 | dj-music-metadata-mcpmcp · back-end | MCP server for DJs to scan music folders, validate and suggest metadata via MusicBrainz/iTunes/Spotify, and batch write metadata to audio files with… | 1 star | No one-command install · Source | |
| 4645 | 22.524 | mnemosis-mcpmcp · ai-agents | Provides AI agents with a human-inspired memory layer via MCP, enabling episodic and semantic memory recall, forgetting curves, consolidation, and… | 1 star | No one-command install · Source | |
| 4646 | 22.524 | medical-evidence-assistantmcp · search | Provides medical evidence tools including PubMed search, citation verification, clinical trial lookup, drug information, drug interaction checking… | 1 star | No one-command install · Source | |
| 4647 | 22.524 | book-guide-mcpmcp · ai-agents | An MCP server that transforms books into agent-callable skill packages, enabling AI agents to use books as guides for evidence, procedures, and… | 1 star | No one-command install · Source | |
| 4648 | 22.524 | sharepoint-mcp-bridgemcp · back-end | A local MCP server that uses a Chromium extension to capture SharePoint Online session tokens, enabling supervised SharePoint operations (lists… | 1 star | No one-command install · Source | |
| 4649 | 22.524 | testrail-mcp-server-2mcp · back-end | Connect your AI coding assistant to TestRail to manage test cases, runs, results, and more directly from VS Code, Cursor, Claude Desktop, or Claude… | 1 star | No one-command install · Source | |
| 4650 | 22.524 | telegrammcpmcp · comms | MCP server that sends Telegram notifications with project name and completion status via a single tool notify_task_done, supporting StreamableHTTP and… | 1 star | No one-command install · Source | |
| 4651 | 22.524 | deepseek-search-mcpmcp · back-end | A DeepSeek-powered MCP server that provides high-accuracy web search using the native DeepSeek V4-Flash search API, offering standard and deep… | 1 star | No one-command install · Source | |
| 4652 | 22.524 | localmcpcodermcp · devops | Enables remote MCP clients like ChatGPT to run shell commands and manage files on your local machine via a Cloudflare tunnel, exposing tools for file… | 1 star | No one-command install · Source | |
| 4653 | 22.524 | simple-reddit-mcpmcp · back-end | A read-only Reddit MCP server that fetches threads, comments, and subreddits from the Arctic Shift archive over HTTP, requiring no Reddit account or… | 1 star | No one-command install · Source | |
| 4654 | 22.524 | mcp-project-context-routermcp · ai-agents | A local-first MCP server and CLI that gives coding agents structured project memory, task contracts, context packs, backlog workflows, and… | 1 star | No one-command install · Source | |
| 4655 | 22.524 | mcp-gtm-suitemcp · ai-agents | GTM signal intelligence suite for AI agents. Six tools: hiring signals, tech stack detection, company-to-LinkedIn resolution, ICP scoring, job board… | 1 star | No one-command install · Source | |
| 4656 | 22.524 | teamapi-mcpmcp · back-end | Manages API documentation via Markdown files and exposes it as MCP tools for querying, searching, and updating interface specs, with an admin web UI… | 1 star | No one-command install · Source | |
| 4657 | 22.524 | devbelt-mcpmcp · back-end | An MCP server that bundles 53 online utility tools (164 capabilities) for AI assistants, covering JSON processing, encryption/decryption, code… | 1 star | No one-command install · Source | |
| 4658 | 22.524 | grp-kbmcp · search | Semantic search MCP server for an Acumatica knowledge base, indexing markdown notes with multilingual embeddings to enable search across English and… | 1 star | No one-command install · Source | |
| 4659 | 22.524 | aena-flights-mcpmcp · back-end | Provides flight search and details for Spanish AENA airports, combining public and authenticated APIs into one interface. | 1 star | No one-command install · Source | |
| 4660 | 22.524 | mcp-confluence-data-centermcp · back-end | Connects AI assistants to Confluence Server/Data Center, enabling search, content management, attachments, and natural-language interaction with your… | 1 star | No one-command install · Source | |
| 4661 | 22.524 | mcp-weather-data-fetchermcp · ai-agents | Enables AI agents to retrieve live weather updates for any city via OpenWeatherMap, wrapped in MCP format. | 1 star | No one-command install · Source | |
| 4662 | 22.524 | mshegolev-harbor-registrymcp · github-vcs | List Harbor projects, repositories, and artifacts; generate storage reports; and clean up untagged images with dry-run support. | 1 star | No one-command install · Source | |
| 4663 | 22.524 | funpay-mcp-servermcp · back-end | Provides AI agents with full programmatic access to a FunPay account, enabling reading chats and orders, managing lots, processing refunds, and more… | 1 star | No one-command install · Source | |
| 4664 | 22.524 | verdoc-mcpmcp · back-end | Provides coding agents with repository context through tools that generate AGENTS.md files or structured JSON summaries, quoting build/test commands… | 1 star | No one-command install · Source | |
| 4665 | 22.524 | agent-computer-use-mcpmcp · ai-agents | Local MCP server for Gateway-managed computer use that exposes computer.* tools with desktop control, OCR, and user-visible safety overlays. | 1 star | No one-command install · Source | |
| 4666 | 22.524 | llm-eval-mcpmcp · ai-agents | MCP server that provides tools for evaluating LLM agent reliability, including adversarial task generation, automated LLM-as-judge assessment, and… | 1 star | No one-command install · Source | |
| 4667 | 22.524 | accelo-mcpmcp · auth | MCP server exposing Accelo quote tools (list, get, create, update) with per-user OAuth authentication for natural language interaction. | 1 star | No one-command install · Source | |
| 4668 | 22.524 | ble-fleet-mcpmcp · ai-agents | MCP server for managing large fleets of BLE devices with connection pooling, scheduling, retries, and partial-failure handling. Enables AI agents to… | 1 star | No one-command install · Source | |
| 4669 | 22.524 | bidirectional-bridge-claude-codexmcp · payments | A local, repository-scoped MCP coordination bridge that lets Claude Code and Codex work together in the same checkout via tasks, leases, and… | 1 star | No one-command install · Source | |
| 4670 | 22.524 | declaw-mcp-servermcp · back-end | Runs AI-generated code in secure Firecracker microVMs with opt-in network policy enforcement, PII scanning, prompt injection defense, and audit… | 1 star | No one-command install · Source | |
| 4671 | 22.524 | visiontoolmcpmcp · ai-agents | Enables text-only agents to process images by accepting image files, base64 data, or URLs, sending them to multimodal models, and returning structured… | 1 star | No one-command install · Source | |
| 4672 | 22.524 | just-publish-mcp-servermcp · back-end | Publish the website you built with AI to a live public URL — straight from chat, no setup. Enables deploying static sites and updating them with edit… | 1 star | No one-command install · Source | |
| 4673 | 22.524 | google-my-business-mcpmcp · back-end | MCP server that exposes Google Business Profile / Google My Business REST APIs as MCP tools, returning Google API responses directly without added… | 1 star | No one-command install · Source | |
| 4674 | 22.524 | kamernet-mcpmcp · front-end | Enables AI agents to search Dutch housing listings on Kamernet.nl, retrieve full listing details, and optionally reply to landlords; designed for… | 1 star | No one-command install · Source | |
| 4675 | 22.524 | vibeopsmcp · ai-agents | Enables agents to read and drive a local-first Kanban board for issue tracking, allowing them to list, create, update, and resolve issues from Claude… | 1 star | No one-command install · Source | |
| 4676 | 22.524 | broke2built-skills-mcpmcp · comms | Provides 29 live data skills for AI agents, including email/DNS/domain intelligence, SEO & security audits, content extraction, and EVM on-chain… | 1 star | No one-command install · Source | |
| 4677 | 22.524 | codexmcp · ai-agents | Enables Grok Build to orchestrate the local Codex CLI for code reviews, adversarial reviews, task rescue, session transfer, and background job… | 1 star | No one-command install · Source | |
| 4678 | 22.524 | provenance-aware-retrieval-mcp-servermcp · search | Exposes a provenance-aware knowledge graph to AI agents over MCP, providing tools like get_fact and search_documents that return precise answers with… | 1 star | No one-command install · Source | |
| 4679 | 22.524 | trollspace-mcpmcp · back-end | MCP server for the Trollspace API that exposes 47 type-safe tools for managing snippets, nuggets, todos, ideas, tools, repos, travel, subscriptions… | 1 star | No one-command install · Source | |
| 4680 | 22.524 | mctlhq-mctl-mcpmcp · devops | AI-native platform for Kubernetes management and automated GitOps (30+ tools). | 1 star | No one-command install · Source | |
| 4681 | 22.524 | xcreener-mcpmcp · back-end | Local stdio MCP bridge for XCREENER's XQL screener API — validate, explain, and run XQL queries from Claude Desktop, Cursor, Windsurf, or any stdio… | 1 star | No one-command install · Source | |
| 4682 | 22.524 | opentor-mcpmcp · back-end | MCP server that connects AI assistants to a supervised Firefox session routed through Tor, enabling browsing of HTTP(S) and .onion pages, reading… | 1 star | No one-command install · Source | |
| 4683 | 22.524 | dotplot-mcpmcp · back-end | MCP server for product analytics using dot plots to visualize individual user activity, with tools for user classification, aha moment detection… | 1 star | No one-command install · Source | |
| 4684 | 22.524 | ntfy-cfmcp · comms | Enables publishing and retrieving ntfy-style notifications via MCP, supporting topics, titles, tags, priorities, and WebSocket streaming. | 1 star | No one-command install · Source | |
| 4685 | 22.524 | membrainmcp · back-end | A self-hosted memory ledger for AI agents. Enables agents to store, search, and share persistent memories over MCP, with a web UI and REST API. | 1 star | No one-command install · Source | |
| 4686 | 22.524 | addcal-mcp-servermcp · back-end | A remote MCP server for AddCal that manages published calendars, events, subscribers, RSVPs, invites, and analytics through natural language. | 1 star | No one-command install · Source | |
| 4687 | 22.524 | weaver-mcpmcp · back-end | MCP server for connecting to Weaver E10 OA to query program modification workflow lists and details, with support for date filtering and additional… | 1 star | No one-command install · Source | |
| 4688 | 22.524 | heropenmcp · database | A local memory server for AI agents that stores and retrieves information via MCP, keeping all data in SQLite on your machine. | 1 star | No one-command install · Source | |
| 4689 | 22.524 | nb-mcp-servermcp · ai-agents | MCP server that wraps the nb CLI for LLM-friendly note-taking, enabling creation, reading, updating, deleting, and searching notes, todos, bookmarks… | 1 star | No one-command install · Source | |
| 4690 | 22.524 | emcd-nbmcp · search | Wraps the nb CLI for LLM-friendly note-taking, bookmarking, search, and task management. | 1 star | No one-command install · Source | |
| 4691 | 22.524 | projtoolmcp · ai-agents | Enables ML researchers to manage experiments across local and remote AutoDL GPU instances, including experiment creation, training launch, run… | 1 star | No one-command install · Source | |
| 4692 | 22.524 | feishu-automationmcp · comms | MCP server for operating Feishu Docs, folders, and attachments, and sending notifications via custom bot webhooks. Enables AI assistants to automate… | 1 star | No one-command install · Source | |
| 4693 | 22.524 | crux-mcp-servermcp · front-end | Federates UI component registries, enabling AI agents to fetch exact component code, dependencies, and setup prerequisites directly into the… | 1 star | No one-command install · Source | |
| 4694 | 22.524 | inpost-consumer-mcpmcp · back-end | MCP server and TypeScript client for the InPost consumer API, enabling SMS login, parcel tracking, pickup codes, locker opening, returns, and… | 1 star | No one-command install · Source | |
| 4695 | 22.524 | osm-mcp-servermcp · ai-agents | An OpenStreetMap MCP server that provides location-based services including geocoding, route directions, points of interest search, and neighborhood… | 1 star | No one-command install · Source | |
| 4696 | 22.524 | codex-photoshop-psd-automationmcp · ai-agents | Enables Codex to orchestrate Adobe Photoshop via MCP to reconstruct AI-generated artwork into editable, validated layered PSDs, with automated saving… | 1 star | No one-command install · Source | |
| 4697 | 22.524 | groundworkmcp · ai-agents | Hosted company-state MCP: brand, voice, charter, priorities, and entitled skills for Cursor, Claude, Codex, OpenClaw, and other MCP hosts. Public… | 1 star | No one-command install · Source | |
| 4698 | 22.524 | payghaam-mcp-servermcp · ai-agents | An MCP server that tells your coding agent which analytics events your Payghaam journeys are waiting for, so it can add them to your app. | 1 star | No one-command install · Source | |
| 4699 | 22.524 | anchormcp · ai-agents | An MCP server that records AI coding agent attempts, runs your test suite against each in isolated git worktrees, and reports pass/fail verdicts to… | 1 star | No one-command install · Source | |
| 4700 | 22.524 | pmi-mcp-servermcp · database | MCP server that exposes a single tool to execute SQL queries directly against Microsoft SQL Server via pyodbc, returning result sets as JSON. It… | 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.