Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4801 | 22.524 | lograftmcp · github-vcs | MCP server that transforms raw log query results into structured incident reports (Markdown, JSON, HTML) with correlation to git commits and tickets. | 1 star | No one-command install · Source | |
| 4802 | 22.524 | seo-auditor-mcpmcp · other | Enables natural language technical and JavaScript SEO audits, including headless rendering, hydration gap analysis, schema validation, AEO checks, and… | 1 star | No one-command install · Source | |
| 4803 | 22.524 | storepilotmcp · back-end | StorePilot is an MCP server that unifies app portfolio management across Google Play and App Store Connect, with tools for installs, earnings… | 1 star | No one-command install · Source | |
| 4804 | 22.524 | togaf10-eap-mcpmcp · back-end | TOGAF-based EA consulting MCP server providing ADM phase reference, situation-driven consulting, engagement tracking, and live-updating dashboards. | 1 star | No one-command install · Source | |
| 4805 | 22.524 | obsidian-remote-mcp-servermcp · auth | Enables remote access to Obsidian vaults from Claude.ai and Claude Code without needing Obsidian running, supporting multiple vaults with OAuth 2.1… | 1 star | No one-command install · Source | |
| 4806 | 22.524 | dsh-arcgis-pro-bridgemcp · other | Enables DeepSeek Harness models to directly call local ArcGIS Pro via MCP tools for reading projects, layers, GDB structures, and executing… | 1 star | No one-command install · Source | |
| 4807 | 22.524 | slmn-mcpmcp · back-end | Exposes a collection of developer utilities (notebook editing, remote job management, GPU checking, etc.) as MCP tools via a single server. | 1 star | No one-command install · Source | |
| 4808 | 22.524 | contextprismmcp · ai-agents | Enables AI coding agents to efficiently analyze codebases by extracting AST skeletons, reducing token usage while preserving type contracts and… | 1 star | No one-command install · Source | |
| 4809 | 22.524 | pg-contextmcp · database | MCP server providing deep PostgreSQL context to AI assistants, including schema DDL, index health, foreign key associations, query execution plans… | 1 star | No one-command install · Source | |
| 4810 | 22.524 | blender-lab-mcp-clientmcp · back-end | MCP server for Blender that connects to the official Blender Lab add-on, exposing 27 tools for scene manipulation, object editing, materials… | 1 star | No one-command install · Source | |
| 4811 | 22.524 | sparrowdeskmcp · other | Connect to SparrowDesk using MCP and manage your tickets, knowledge base and more. | 1 star | No one-command install · Source | |
| 4812 | 22.524 | antigravity-mcpmcp · ai-agents | An MCP server that leverages Google Antigravity SDK and Gemini Enterprise Agent Platform to provide AI-driven code review and task execution via… | 1 star | No one-command install · Source | |
| 4813 | 22.524 | lando-labs-lando-ds-mcpmcp · front-end | MCP server for the Lando Labs Design System, enabling AI agents to introspect and generate code for React components, hooks, icons, design tokens, and… | 1 star | No one-command install · Source | |
| 4814 | 22.524 | jarmstrong158-context-keepermcp · ai-agents | Persistent project memory for AI assistants, storing decisions, workflows, and constraints across sessions. | 1 star | No one-command install · Source | |
| 4815 | 22.524 | context-keepermcp · ai-agents | Durable project-memory MCP: decisions, constraints, and pipelines across Claude sessions | 1 star | No one-command install · Source | |
| 4816 | 22.524 | clone-space-mcpmcp · ai-agents | Archives live web pages for offline replay with full interactivity, enabling AI agents to analyze page structure and behavior. | 1 star | No one-command install · Source | |
| 4817 | 22.524 | agentic-automl-data-scientist-mcpmcp · ai-agents | An AI platform that automates the complete machine learning workflow using LangGraph agents and integrates with MCP servers for file, compute, and… | 1 star | No one-command install · Source | |
| 4818 | 22.524 | smartleadai-mcpmcp · back-end | An unofficial MCP server for Smartlead that exposes the SmartProspect API and core Smartlead operations, enabling agents to search for leads, manage… | 1 star | No one-command install · Source | |
| 4819 | 22.524 | tea-plannermcp · back-end | MCP server for tea enthusiasts to get daily tea recommendations, manage tea inventory, and fine-tune brewing parameters based on taste feedback. | 1 star | No one-command install · Source | |
| 4820 | 22.524 | google-scholar-labs-ajg-mcpmcp · ai-agents | MCP server for AI agents to search Google Scholar Labs and filter results by AJG 2024 journal ratings, using local browser sessions and safe CAPTCHA… | 1 star | No one-command install · Source | |
| 4821 | 22.524 | ai-canvasmcp · ai-agents | Enables bidirectional communication between AI agents and a tldraw canvas, allowing agents to push content as interactive cards and users to select… | 1 star | No one-command install · Source | |
| 4822 | 22.524 | campus-unr-mcpmcp · back-end | MCP server for the Moodle-based Campus Virtual FCEIA UNR, providing tools to read courses, assignments, forums, and grades, plus write operations… | 1 star | No one-command install · Source | |
| 4823 | 22.524 | groundtruth-mcpmcp · ai-agents | Enables coding agents to run project-specific checks, replays, simulations, and queries as MCP tools, providing ground-truth feedback on config edits… | 1 star | No one-command install · Source | |
| 4824 | 22.524 | uiverse-mcpmcp · front-end | MCP server for Uiverse.io that lets AI agents browse, search, and fetch open-source UI components (HTML + CSS) directly in their editor. No API key… | 1 star | No one-command install · Source | |
| 4825 | 22.524 | dsh-plugin-chatcutmcp · back-end | MCP server that integrates ChatCut's video editing tools into DeepSeek Harness, enabling AI-powered video editing through natural language, including… | 1 star | No one-command install · Source | |
| 4826 | 22.524 | resemble-ai-mcp-servermcp · back-end | Enables coding assistants to query Resemble AI documentation, search pages, and access OpenAPI schemas for code generation. | 1 star | No one-command install · Source | |
| 4827 | 22.524 | verbative-memorymcp · ai-agents | On-device memory system for AI coding agents that captures commands, edits, and test results in a lossless ledger plus distilled facts, then provides… | 1 star | No one-command install · Source | |
| 4828 | 22.524 | docsgroundmcp · search | Enables AI coding agents to search, index, and manage documentation libraries with hybrid retrieval and live web fallback, all self-hosted and… | 1 star | No one-command install · Source | |
| 4829 | 22.524 | linkedin-mcp-for-openworkermcp · auth | Enables LinkedIn profile reads and post operations through a local-first MCP server, with OAuth token management and approval-friendly tools for… | 1 star | No one-command install · Source | |
| 4830 | 22.524 | vulnerabilitymcpservermcp · back-end | MCP server for retrieving vulnerability data (CVE) via HTTP, testable with MCP Inspector and OpenCode. | 1 star | No one-command install · Source | |
| 4831 | 22.524 | tracepass-mcp-servermcp · back-end | MCP server for TracePass — the EU Digital Product Passport platform. Create products, build and audit DPPs, set economic-operator parties, and… | 1 star | No one-command install · Source | |
| 4832 | 22.524 | lawbormcp · ai-agents | A reputation-gated agent messaging and job coordination MCP server where participants are bots, and work outcomes are proven paid via USDC on Base. It… | 1 star | No one-command install · Source | |
| 4833 | 22.524 | carbsmcp · search | A local MCP server for research that bundles SearXNG meta-search and Crawl4AI web scraping, offering tools for search, scraping, structured… | 1 star | No one-command install · Source | |
| 4834 | 22.524 | linkseekmcp · other | 自托管的远程 MCP 服务，为 AI 编程工具提供联网搜索和网页获取能力，并配有网页端管理后台进行密钥和用量管理。 | 1 star | No one-command install · Source | |
| 4835 | 22.524 | token-guardian-mcpmcp · ai-agents | A read-only MCP server that reports token usage by agents and models, and recommends the cheapest safe model and effort level for a given task… | 1 star | No one-command install · Source | |
| 4836 | 22.524 | mcp-server-reddit-adsmcp · back-end | Enables reading and writing Reddit Ads campaigns, ad groups, ads, and performance reports with tiered safety controls, using the Reddit Ads API v3. | 1 star | No one-command install · Source | |
| 4837 | 22.524 | claws-mailmcp · back-end | Enables AI tools to read, search, compose, reply, forward, and manage Claws Mail folders and messages through the user's already-configured email… | 1 star | No one-command install · Source | |
| 4838 | 22.524 | gitlog-mcpmcp · github-vcs | Give your AI coding agent superpowers over git history — auto-generate changelogs, analyze commits, attribute blame, and draft release notes via MCP… | 1 star | No one-command install · Source | |
| 4839 | 22.524 | sec-edgar-data-mcpmcp · ai-agents | Hosted MCP server granting AI agents access to 20M+ SEC EDGAR filings, 100M+ exhibits, and comprehensive entity data through 49 tools, with support… | 1 star | No one-command install · Source | |
| 4840 | 22.524 | swiss-lawyer-mcpmcp · back-end | A production-minded Agentic RAG backend for informational guidance about Swiss immigration and administrative procedures, using only official Swiss… | 1 star | No one-command install · Source | |
| 4841 | 22.524 | worldku-mcpmcp · ai-agents | The official MCP server for Worldku memory. Save AI conversations into your Worldku memory and recall them back from any MCP client. | 1 star | No one-command install · Source | |
| 4842 | 22.524 | vscode-a2amcp · auth | An MCP bridge that exposes A2A agents as tools in VS Code agent chat, enabling natural language delegation to remote agents with multi-turn… | 1 star | No one-command install · Source | |
| 4843 | 22.524 | n8n-automation-mcp-servermcp · back-end | Enables AI assistants to fully automate n8n instances via 34 MCP tools, covering workflow creation, execution debugging, credential management… | 1 star | No one-command install · Source | |
| 4844 | 22.524 | nvidia-nim-mcpmcp · ai-agents | Enables AI agents to consume 50+ NVIDIA NIM models including LLMs, image generation, and vision through 10 MCP tools with rich metadata and advanced… | 1 star | No one-command install · Source | |
| 4845 | 22.524 | quellgeistmcp · ai-agents | First-line incident triage you can trust: ranked root-cause hypotheses where every claim cites a real evidence handle — and the agent abstains rather… | 1 star | No one-command install · Source | |
| 4846 | 22.524 | xngmcpmcp · back-end | An MCP server that exposes web_search and web_fetch tools, enabling web search via SearXNG and fetching readable public pages. | 1 star | No one-command install · Source | |
| 4847 | 22.524 | safe-workspace-mcpmcp · back-end | A minimal, security-focused MCP server that provides structured read/write access to exactly one local workspace, with built-in local Git checkpoints… | 1 star | No one-command install · Source | |
| 4848 | 22.524 | kw-notice-mcpmcp · back-end | Local read-only MCP server for Kwangwoon University notices, providing metadata-only crawling and cached notice access through a local STDIO server. | 1 star | No one-command install · Source | |
| 4849 | 22.524 | mcp-plusmcp · ai-agents | Enables Claude Code to understand images by transparently routing them to Qwen vision models, supporting both automatic gateway and MCP tool for file… | 1 star | No one-command install · Source | |
| 4850 | 22.524 | mcp-db-analyzermcp · database | A Model Context Protocol (MCP) server that gives AI assistants deep visibility into databases, inspecting schemas, detecting index problems, analyzing… | 1 star | No one-command install · Source | |
| 4851 | 22.524 | elementor-ultra-mcpmcp · back-end | Enables AI agents to read, build, refactor, and govern Elementor websites through a Model Context Protocol server and companion WordPress plugin with… | 1 star | No one-command install · Source | |
| 4852 | 22.524 | vulnary-mcpmcp · back-end | MCP server for querying CVE and package vulnerability data from NVD and OSV.dev, allowing CVE lookups and dependency scanning. | 1 star | No one-command install · Source | |
| 4853 | 22.524 | xshell-agent-bridgemcp · ai-agents | Local MCP server that lets AI agents read and control attached Xshell terminal sessions. | 1 star | No one-command install · Source | |
| 4854 | 22.524 | sandbox-env-mcpmcp · devops | MCP server providing AI agents with persistent shells, filesystem access, and multi-machine management backed by Docker containers or remote SSH… | 1 star | No one-command install · Source | |
| 4855 | 22.524 | godot-mcp-toolkitmcp · other | Enables AI assistants to automate Godot 4 projects via headless tooling, live editor control, and runtime remote control, including scene building… | 1 star | No one-command install · Source | |
| 4856 | 22.524 | alyiox-walmart-adsmcp · back-end | Walmart Connect Ads API integration for Sponsored Search and Display campaign management. | 1 star | No one-command install · Source | |
| 4857 | 22.524 | stef-k-cognirelaymcp · ai-agents | Self-hosted infrastructure for AI agent continuity with git-backed state storage, multi-agent coordination, context retrieval, and session snapshots… | 1 star | No one-command install · Source | |
| 4858 | 22.524 | loenn-mcp-deltamcp · back-end | AI-powered Celeste map editor — A Model Context Protocol (MCP) server that brings full Celeste .bin map editing to Claude, GitHub Copilot, and other… | 1 star | No one-command install · Source | |
| 4859 | 22.524 | quant-data-mcp-servermcp · back-end | MCP server for Quant Data, providing measured market statistics for index futures and equities, including day-type probabilities, Weis volume-price… | 1 star | No one-command install · Source | |
| 4860 | 22.524 | theyahia-claude-webcachemcp · database | Persistent cross-session WebFetch cache for Claude Code using SQLite with a 7-day time-to-live. | 1 star | No one-command install · Source | |
| 4861 | 22.524 | pushpad-mcpmcp · back-end | Enables sending web push notifications and managing Pushpad resources (notifications, subscriptions, projects, and senders) through natural language… | 1 star | No one-command install · Source | |
| 4862 | 22.524 | bunkervmmcp · back-end | Enables time-travel debugging for AI agent sandboxes using Firecracker microVMs, with tools for code execution, file operations, and VM… | 1 star | No one-command install · Source | |
| 4863 | 22.524 | canvas-agentmcp · ai-agents | MCP server that connects AI assistants to Instructure Canvas LMS, enabling teachers and administrators to manage courses, assignments, grades, and… | 1 star | No one-command install · Source | |
| 4864 | 22.524 | cavalry-mcp-bridgemcp · other | Enables AI assistants to control Cavalry, a procedural 2D motion graphics application, through natural language commands for creating and animating… | 1 star | No one-command install · Source | |
| 4865 | 22.524 | ai-legal-consultation-assistantmcp · back-end | MCP server for evidence-based Chinese legal consultation. It routes labor law questions to a knowledge base and other queries to public search… | 1 star | No one-command install · Source | |
| 4866 | 22.524 | kompas-3d-ai-bridgemcp · back-end | MCP server that connects AI agents to KOMPAS-3D CAD, enabling automated 3D document operations through deterministic COM/API7 calls. | 1 star | No one-command install · Source | |
| 4867 | 22.524 | nullsec-redteam-aimcp · auth | An authorization-first MCP-governed control plane for executing security-tool workflows in explicitly approved, sandboxed environments with auditable… | 1 star | No one-command install · Source | |
| 4868 | 22.524 | webhound-mcpmcp · ai-agents | Webhound is a research engine with an explicit effort control: a prompt defines the investigation and a dollar budget defines how much work it… | 1 star | No one-command install · Source | |
| 4869 | 22.524 | schoolbridgemcp · observability | Connects Canvas LMS (and other school platforms) to AI agents, enabling them to monitor assignments, grades, announcements, and changes, then rank… | 1 star | No one-command install · Source | |
| 4870 | 22.524 | fusionauthmcp · auth | Identity and authentication platform with comprehensive user management capabilities | 1 star | No one-command install · Source | |
| 4871 | 22.524 | space-invaders-tuimcp · ai-agents | MCP server that lets LLMs play a terminal Space Invaders game with the SUPERHOT rule: time only moves when the agent moves. Exposes tools to start a… | 1 star | No one-command install · Source | |
| 4872 | 22.524 | bigskymx-mcpmcp · ai-agents | Controls a Strymon BigSky MX reverb pedal over USB MIDI, enabling preset management, parameter tweaking, and machine configuration from Claude or the… | 1 star | No one-command install · Source | |
| 4873 | 22.524 | smartcli-mcp-servermcp · back-end | Exposes SmartCLI's built-in agent tools (file operations, code search, shell commands, web search, memory, and snapshots) as MCP endpoints, allowing… | 1 star | No one-command install · Source | |
| 4874 | 22.524 | flowproofmcp · other | Enables AI assistants to run reproducible bioinformatics pipelines over MCP, with verifiable provenance via checksums and Workflow Run RO-Crate… | 1 star | No one-command install · Source | |
| 4875 | 22.524 | unlimited-agent-2mcp · browser | Enables a private ChatGPT app to remotely control a Windows PC through file operations, PowerShell, screenshots, mouse and keyboard input, clipboard… | 1 star | No one-command install · Source | |
| 4876 | 22.524 | acunetix-mcp-servermcp · back-end | MCP server that enables LLMs to operate Acunetix/Invicti web vulnerability scanners through 15 tools, covering authentication, target management… | 1 star | No one-command install · Source | |
| 4877 | 22.524 | mcp-db-wrapper-examplemcp · database | An MCP server that wraps a small SQL database with tools for AI agents to query and insert data. It comes with a demo table for immediate use and can… | 1 star | No one-command install · Source | |
| 4878 | 22.524 | steuerboard-typescript-mcp-servermcp · back-end | MCP server for the Steuerboard API, enabling interaction with Steuerboard services through natural language. | 1 star | No one-command install · Source | |
| 4879 | 22.524 | thoughtproof-thoughtproof-mcpmcp · ai-agents | Adversarial multi-model reasoning verification for AI agents before trades execute. Claude, Grok, and DeepSeek challenge each decision — returns ALLOW… | 1 star | No one-command install · Source | |
| 4880 | 22.524 | fusion-studio-mcpmcp · back-end | MCP server for inspecting and controlling Blackmagic Fusion Studio through its scripting API. | 1 star | No one-command install · Source | |
| 4881 | 22.524 | looker-mcp-servermcp · back-end | Provides AI assistants direct access to Looker through a standard MCP interface, enabling querying the semantic model, managing content, editing… | 1 star | No one-command install · Source | |
| 4882 | 22.524 | pythermocalcdb-nasa-mcpmcp · front-end | Enables thermodynamic property calculations (H, S, G, Cp, reaction equilibrium) using NASA-9 polynomial data through natural language or… | 1 star | No one-command install · Source | |
| 4883 | 22.524 | app-generation-microservicemcp · back-end | Generates compiled Flutter apps from JSON Product Requirements Documents. Exposes endpoints for PRD validation, schema, payment terms, and build… | 1 star | No one-command install · Source | |
| 4884 | 22.524 | multi-server-fastmcp-pr-reviewermcp · back-end | A zero-cost, multi-server MCP suite that provides a unified gateway and LangGraph-based automated PR-review agent, enabling code analysis, GitHub… | 1 star | No one-command install · Source | |
| 4885 | 22.524 | agent-herdermcp · ai-agents | Unified MCP interface to monitor and control coding agents across OpenCode, Claude Code, and Codex CLI. | 1 star | No one-command install · Source | |
| 4886 | 22.524 | goose-herdrmcp · ai-agents | Enables goose to control the Herdr terminal workspace manager, allowing AI agents to inspect and manipulate workspaces, tabs, panes, run commands, and… | 1 star | No one-command install · Source | |
| 4887 | 22.524 | cookbook-brainmcp · ai-agents | An MCP server that gives AI agents persistent, file-based memory stored as plain markdown files in a local git repository, enabling agents to… | 1 star | No one-command install · Source | |
| 4888 | 22.524 | classifinder-mcpmcp · ai-agents | Enables AI agents to scan text for leaked secrets and prompt injection markers, and redact them before reaching an LLM. | 1 star | No one-command install · Source | |
| 4889 | 22.524 | tradingrearchagents-2mcp · ai-agents | An MCP server providing a harness-neutral trading research capability with a durable run lifecycle, supporting stage commit, receipts, pause/resume… | 1 star | No one-command install · Source | |
| 4890 | 22.524 | tradingrearchagentsmcp · ai-agents | MCP server that runs complete TradingAgents-compatible stock research workflows, producing evidence-first research dossiers with durable checkpoints… | 1 star | No one-command install · Source | |
| 4891 | 22.524 | zemax-mcpmcp · back-end | Safety-first MCP server enabling AI assistants to drive Zemax OpticStudio sequential-mode optical design workflows, including a mock backend for… | 1 star | No one-command install · Source | |
| 4892 | 22.524 | querybridge-mcpmcp · database | A Model Context Protocol (MCP) server that connects Claude Code to MySQL databases. Supports SSH tunnels, SSL/TLS, and multiple simultaneous… | 1 star | No one-command install · Source | |
| 4893 | 22.524 | tavily-mcp-server-for-all-toolsmcp · search | MCP server exposing 8 Tavily tools (web search, fetch, crawl, map, QnA, context, and deep research) via Streamable HTTP for AI assistants to perform… | 1 star | No one-command install · Source | |
| 4894 | 22.524 | session-migratormcp · other | Provides MCP tools to migrate or compress conversation sessions between models based on context window capacity, including querying model context… | 1 star | No one-command install · Source | |
| 4895 | 22.524 | webhook-site-mcp-servermcp · back-end | Enables LLM agents to create, read, update, and delete Webhook.site tokens, list and retrieve captured requests, and manage webhook configurations via… | 1 star | No one-command install · Source | |
| 4896 | 22.524 | botversemcp · ai-agents | MCP tools for video transcoding, document conversion, and multi-step pipelines — callable by any AI agent. | 1 star | No one-command install · Source | |
| 4897 | 22.524 | search-reader-mcpmcp · back-end | MCP server extending Jina Reader to provide web page/PDF to Markdown reading and Bocha AI/web search via a single HTTP endpoint, exposing read… | 1 star | No one-command install · Source | |
| 4898 | 22.524 | codex-protocol-guardianmcp · observability | Validates governance evidence for Codex development tasks, enforcing requirements alignment, single-active-subject candidates, executable… | 1 star | No one-command install · Source | |
| 4899 | 22.524 | mvrmcp · ai-agents | A self-hosted MCP server for building a reusable AI-video reference library. It stores named Elements as structured reference images and provides them… | 1 star | No one-command install · Source | |
| 4900 | 22.524 | portable-agent-memorymcp · database | Local-first, MCP-first cross-agent cognitive asset layer that enables agents to store, retrieve, govern, and migrate memory, roles, and verified… | 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.