Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2201 | 88.7040 | jackkuo666-semanticscholarmcp · search | Provides a bridge to Semantic Scholar for searching and analyzing academic papers with tools for keyword searches, metadata access, and citation… | 80 stars · 10 forks | No one-command install · Source | |
| 2202 | 88.6953 | mcp-simple-voicevoxmcp · other | Provides VOICEVOX text-to-speech as an MCP tool. Requires a running VOICEVOX engine on localhost. | 72 stars · 12 forks | No one-command install · Source | |
| 2203 | 88.6940 | genexus-mcp-servermcp · back-endalso listed as lennix1337-genexus-18 | Lets AI agents read, edit, analyze, and refactor objects inside a GeneXus 18 Knowledge Base via the native SDK. | 35 stars · 26 forks | No one-command install · Source | |
| 2205 | 88.6849 | yatotm-tavily-loadbalancermcp · search | Manages multiple Tavily API keys through intelligent load balancing and rotation to prevent rate limiting while providing reliable access to web… | 69 stars · 13 forks | No one-command install · Source | |
| 2205 | 88.6849 | gebalamariusz-cloud-auditmcp · devops | Open-source AWS security scanner with attack chain detection, breach cost estimation, and copy-paste remediation across 47 checks and 15 AWS resource… | 69 stars · 13 forks | No one-command install · Source | |
| 2207 | 88.6802 | major7apps-pensyvemcp · ai-agents | Universal memory runtime for AI agents with episodic, semantic, and procedural memory. | 75 stars · 11 forks | No one-command install · Source | |
| 2208 | 88.6661 | bw-modeling-mcpmcp · back-end | Enables AI assistants to read, create, and modify SAP BW/4HANA modeling objects via the internal REST API, including aDSOs, InfoObjects… | 59 stars · 19 forks | No one-command install · Source | |
| 2209 | 88.6575 | abap-accelerator-mcp-servermcp · back-end | Enterprise-grade MCP server for SAP ABAP development, enabling AI-powered coding assistance through Amazon Q Developer and Kiro with 15 SAP… | 57 stars · 21 forks | No one-command install · Source | |
| 2210 | 88.6519 | safurrier-filesystemmcp · search | Provides secure, token-efficient access to local filesystems with advanced capabilities including line-targeted reading/editing, powerful search… | 66 stars · 14 forks | No one-command install · Source | |
| 2210 | 88.6519 | heurist-mesh-web3-toolsmcp · search | Connects Claude to specialized Web3 and blockchain tools including CoinGecko, DexScreener, GoPlus, Exa, and Firecrawl for cryptocurrency research… | 66 stars · 14 forks | No one-command install · Source | |
| 2210 | 88.6519 | publikprinciple-obsidian-restmcp · back-end | Integrates with Obsidian via a local REST API to enable reading, writing, and searching notes. | 66 stars · 14 forks | No one-command install · Source | |
| 2210 | 88.6519 | qpd-v-guidemcp · other | Interactive tutorial and tools for understanding, implementing, and exploring MCP concepts and capabilities. | 66 stars · 14 forks | No one-command install · Source | |
| 2214 | 88.6500 | automemmcp · database | Graph-vector memory service for AI assistants using FalkorDB and Qdrant. | 64 stars · 15 forks | No one-command install · Source | |
| 2215 | 88.6409 | jango-blockchained-homeassistantmcp · other | Integrates Home Assistant with language models to enable natural language control and querying of smart home devices. | 56 stars · 22 forks | No one-command install · Source | |
| 2216 | 88.6368 | subaru486desuwa-micu-imagemcp · back-end | MCP server wrapping the Micu image generation API for text-to-image, editing, batch processing, and multi-reference fusion. | 86 stars · 9 forks | No one-command install · Source | |
| 2216 | 88.6368 | arthurpanhku-docsentinelmcp · ai-agents | MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks… | 86 stars · 9 forks | No one-command install · Source | |
| 2218 | 88.6317 | swissspidy-wordpressmcp · back-end | Enables AI interaction with WordPress sites for content management through REST API endpoints that provide access to posts, users, taxonomies, media… | 61 stars · 17 forks | No one-command install · Source | |
| 2219 | 88.6163 | raheesahmed-wordpressmcp · back-end | Integrates with WordPress REST API to provide complete site management including posts, pages, media uploads, user management, comments, categories… | 55 stars · 23 forks | No one-command install · Source | |
| 2220 | 88.5989 | magic-spells-figma-bridgemcp · front-end | Bridges Figma documents with external tools through a WebSocket-based dual-architecture system providing node creation, styling, layout management… | 71 stars · 12 forks | No one-command install · Source | |
| 2220 | 88.5989 | iceener-linear-streamablemcp · auth | Integrates with Linear project management platform using OAuth2 authentication to provide comprehensive issue, project, team, comment, and cycle… | 71 stars · 12 forks | No one-command install · Source | |
| 2220 | 88.5989 | yokingma-timemcp · other | Temporal awareness tools for timezone conversion, timestamps, and calendar calculations | 71 stars · 12 forks | No one-command install · Source | |
| 2223 | 88.5947 | mimirmcp · back-end | Mimir is Perseus's external persistent memory backend — a lightweight Rust MCP server that stores cross-session facts so agents remember what they… | 68 stars · 13 forks | No one-command install · Source | |
| 2224 | 88.5868 | scholar-45645678amcp · search | Academic paper search across nine sources with PDF downloads, AI analysis, and citation graph generation. | 95 stars · 8 forks | No one-command install · Source | |
| 2225 | 88.5845 | rayanzaki-google-contactsmcp · search | Integrates with Google Contacts to enable listing, searching, creating, updating, and deleting contacts from both personal accounts and Google… | 33 stars · 26 forks | No one-command install · Source | |
| 2226 | 88.5827 | yunfeizhu-email-imap-smtpmcp · auth | Provides IMAP/SMTP email access for reading messages and sending emails with secure connection support and environment-based credential management. | 46 stars · 24 forks | No one-command install · Source | |
| 2227 | 88.5746 | matthewhand-flowisemcp · comms | Integrates Flowise chatflows and assistants with MCP, enabling seamless incorporation of AI-powered conversational interfaces into existing systems. | 54 stars · 23 forks | No one-command install · Source | |
| 2228 | 88.5672 | sverklomcp · search | Local-first code intelligence with hybrid search, impact analysis, diff review, and memory. | 78 stars · 10 forks | No one-command install · Source | |
| 2229 | 88.5620 | neilberkman-clippymcp · other | Provides intelligent clipboard operations and recent file discovery for macOS, enabling text and file copying to clipboard, pasting content to… | 245 stars · 4 forks | No one-command install · Source | |
| 2230 | 88.5617 | deepviewmcp · github-vcs | Enables AI-powered code analysis by loading entire codebases into Gemini's large context window, allowing developers to query and understand complex… | 65 stars · 14 forks | No one-command install · Source | |
| 2230 | 88.5617 | 0xdaef0f-job-searchoormcp · back-end | An MCP server for searching job listings with filters for date, keywords, remote work options, and more. | 65 stars · 14 forks | No one-command install · Source | |
| 2232 | 88.5537 | robonuggets-higgsfieldmcp · back-end | Provides unified access to 30+ image and video generation models including Sora, Veo, Kling, and Flux through Higgsfield AI's hosted MCP endpoint. | 63 stars · 15 forks | No one-command install · Source | |
| 2233 | 88.5513 | allvoicelabmcp · back-end | Integrates with AllVoiceLab's API to provide advanced voice and audio processing capabilities including text-to-speech conversion, voice cloning… | 59 stars · 18 forks | No one-command install · Source | |
| 2233 | 88.5513 | crewai-enterprisemcp · observability | Connects to CrewAI Enterprise workflows, enabling kickoff and monitoring of collaborative agent teams for complex task delegation without leaving your… | 59 stars · 18 forks | No one-command install · Source | |
| 2235 | 88.5498 | shenghaiwan-xcodebuildmcp · other | Integrates with Xcode to enable iOS project building, testing, and error handling for efficient development workflows in AI-assisted coding… | 84 stars · 9 forks | No one-command install · Source | |
| 2236 | 88.5493 | io-github-rwestergren-cronometer-api-mcpmcp · back-endalso listed as rwestergren-cronometer | MCP server for Cronometer nutrition tracking, enabling food diary management, nutrition data retrieval, food search, and biometric tracking via… | 45 stars · 24 forks | No one-command install · Source | |
| 2236 | 88.5493 | syedazharmbnr1-outlook-for-macosmcp · comms | Integrates with Microsoft Outlook for macOS using AppleScript to enable email, calendar, and contact management operations for automated workflows and… | 45 stars · 24 forks | No one-command install · Source | |
| 2239 | 88.5403 | timecyber-universal-emailmcp · comms | Universal email server that automatically detects provider settings and supports IMAP, POP3, and SMTP protocols for reading and sending emails across… | 73 stars · 11 forks | No one-command install · Source | |
| 2239 | 88.5403 | asifkabirantu-figsormcp · front-end | Bridges Cursor to Figma for chat-driven design creation and editing on the canvas via a WebSocket-connected plugin. | 73 stars · 11 forks | No one-command install · Source | |
| 2239 | 88.5403 | drjforrest-things3mcp · other | Integrates with Things3 task management app on macOS, enabling creation and management of tasks and projects via AppleScript and x-callback-url, with… | 73 stars · 11 forks | No one-command install · Source | |
| 2242 | 88.5322 | bharathvag-ganesan-whoismcp · other | WHOIS domain lookups | 60 stars · 17 forks | No one-command install · Source | |
| 2243 | 88.5265 | matrix-mcp-servermcp · back-end | Enables interaction with Matrix homeservers through the Model Context Protocol, providing tools for room management, messaging, user profiles, and… | 52 stars · 23 forks | No one-command install · Source | |
| 2244 | 88.5263 | danielsogl-lighthousemcp · observability | Integrates Google Lighthouse web performance auditing capabilities to provide automated website performance, accessibility, SEO, and best practices… | 67 stars · 13 forks | No one-command install · Source | |
| 2245 | 88.5178 | taiste-harvestmcp · back-end | Integrates with Harvest time tracking API to manage time entries, projects, clients, and tasks directly through conversation without switching… | 37 stars · 25 forks | No one-command install · Source | |
| 2245 | 88.5178 | mhalder-qdrantmcp · database | Provides semantic search capabilities using a local Qdrant vector database and OpenAI embeddings for building private knowledge bases and document… | 37 stars · 25 forks | No one-command install · Source | |
| 2247 | 88.5088 | ai-news-mcpmcp · other | Aggregates and curates AI/tech news from 12 sources every 6 hours, providing pre-summarized and Opus-curated top picks for vibe coders and AI builders… | 70 stars · 12 forks | No one-command install · Source | |
| 2248 | 88.5007 | gotoolkits-difyworkflowmcp · back-end | Integrates with the Dify API to enable AI-driven workflow execution and management for automated task processing and decision making across domains. | 61 stars · 16 forks | No one-command install · Source | |
| 2249 | 88.4873 | cynicalsally-climcp · other | Provides brutally honest code reviews, explanations, and refactoring suggestions via CLI and MCP tools. | 93 stars · 8 forks | No one-command install · Source | |
| 2249 | 88.4873 | jarvis-mcpmcp · browser | Enables voice conversations with AI assistants directly in the browser, supporting 30+ languages and remote access from any device. | 93 stars · 8 forks | No one-command install · Source | |
| 2251 | 88.4750 | agentic-ops-real-estatemcp · database | Provides mock real estate data management with property listings, agent profiles, client databases, and market analytics for Riverside, California… | 56 stars · 20 forks | No one-command install · Source | |
| 2251 | 88.4750 | sap-notesmcp · auth | Integrates with SAP's knowledge base using certificate authentication and browser automation to search and retrieve SAP Notes and technical articles… | 56 stars · 20 forks | No one-command install · Source | |
| 2253 | 88.4740 | kintone-mcp-servermcp · back-end | Official MCP server for kintone, enabling AI assistants to manage kintone apps, records, and settings through natural language. | 55 stars · 21 forks | No one-command install · Source | |
| 2254 | 88.4735 | nasdaq-data-link-mcp-servermcp · back-end | Enables LLMs to access Nasdaq Data Link's financial datasets via natural language, providing tools to search, retrieve, and export data. | 66 stars · 13 forks | No one-command install · Source | |
| 2255 | 88.4716 | devragmcp · search | A lightweight RAG (Retrieval-Augmented Generation) system for Claude Code that enables semantic search over local markdown documents via MCP tools… | 64 stars · 14 forks | No one-command install · Source | |
| 2255 | 88.4716 | destinyfrancis-openclaw-knowledge-distillermcp · other | Extracts knowledge from YouTube, Bilibili, and Facebook videos through local transcription and AI-powered summarization. | 64 stars · 14 forks | No one-command install · Source | |
| 2255 | 88.4716 | rileylemm-graphragmcp · database | Combines Neo4j graph database and Qdrant vector database for powerful document search with semantic relevance and structural context expansion through… | 64 stars · 14 forks | No one-command install · Source | |
| 2258 | 88.4657 | laurynas-biveinis-org-mcpmcp · back-end | Emacs package providing MCP server for structured Org-mode file access with read/write operations | 72 stars · 11 forks | No one-command install · Source | |
| 2258 | 88.4657 | ukkit-memcordmcp · ai-agents | A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control. | 72 stars · 11 forks | No one-command install · Source | |
| 2258 | 88.4657 | dpflucas-mysql-database-explorermcp · database | Provides secure, read-only access to MySQL databases for exploring schemas and executing SELECT queries with built-in safeguards against SQL… | 72 stars · 11 forks | No one-command install · Source | |
| 2258 | 88.4657 | shreyaskarnik-huggingfacemcp · auth | Provides direct access to thousands of Hugging Face models and resources with optional authentication, enabling natural language processing and image… | 72 stars · 11 forks | No one-command install · Source | |
| 2258 | 88.4657 | gscalzo-stackoverflow-mcpmcp · back-end | A Model Context Protocol server that enables querying Stack Overflow for programming solutions, including search by error messages, tags, and stack… | 72 stars · 11 forks | No one-command install · Source | |
| 2263 | 88.4553 | veithly-vibeshellmcp · back-end | SSH client with built-in MCP server for remote server management, terminal sessions, and SFTP file operations. | 76 stars · 10 forks | No one-command install · Source | |
| 2264 | 88.4550 | nutrition-mcpmcp · observability | Personal nutrition tracking with meal logging and macro analysis. | 50 stars · 23 forks | No one-command install · Source | |
| 2264 | 88.4550 | dearlordylord-hulymcp · other | Connects to the Huly project management platform for task and issue tracking. | 50 stars · 23 forks | No one-command install · Source | |
| 2266 | 88.4438 | lethain-markdown-librarymcp · search | Indexes and serves Markdown knowledge bases with specialized tools for tag-based navigation, text search, and content retrieval across large document… | 92 stars · 8 forks | No one-command install · Source | |
| 2267 | 88.4417 | mychatarchive-mcp-servermcp · ai-agents | Enables semantic search across your local AI conversation history (ChatGPT, Claude, etc.) and provides tools to retrieve context, capture thoughts… | 62 stars · 15 forks | No one-command install · Source | |
| 2267 | 88.4417 | ivo-toby-contentful-managementmcp · back-end | Integrate with Contentful's Content Management API for CMS management. | 62 stars · 15 forks | No one-command install · Source | |
| 2267 | 88.4417 | robdodson-ollama-postgresqlmcp · database | Integrates natural language querying with PostgreSQL databases to enable AI-interpreted data analysis without manual SQL writing. | 62 stars · 15 forks | No one-command install · Source | |
| 2270 | 88.4375 | dsh-crewmcp · ai-agents | Enables dispatching work to DeepSeek Harness agents from Claude Code/Codex, with native progress UI, tier policy, and vision/image generation through… | 125 stars · 6 forks | No one-command install · Source | |
| 2271 | 88.4259 | lapras-mcp-servermcp · back-end | LAPRASの公式MCPサーバーで、求人検索や職歴・スキル管理を可能にします。 | 103 stars · 7 forks | No one-command install · Source | |
| 2272 | 88.4039 | redis-cloudmcp · back-end | Integration with Redis Cloud's API, allowing you to manage your Redis Cloud resources using natural language. | 41 stars · 24 forks | No one-command install · Source | |
| 2273 | 88.4012 | mcp-agro-brasilmcp · other | Provides Brazilian agribusiness data such as livestock, crop prices, weather, exchange rates, and news through MCP tools. | 60 stars · 16 forks | No one-command install · Source | |
| 2273 | 88.4012 | lispking-ferris-searchmcp · search | Multi-engine web search with concurrent requests across 14 search engines and domain-specific content extractors for Chinese tech platforms. | 60 stars · 16 forks | No one-command install · Source | |
| 2273 | 88.4012 | r-huijts-ns-travel-informationmcp · other | Access real-time Dutch Railways data for trip planning. | 60 stars · 16 forks | No one-command install · Source | |
| 2273 | 88.4012 | amadeus-mcp-servermcp · back-end | Integrates with Amadeus Flight Offers Search API to provide flight search capabilities through natural language interfaces, enabling users to search… | 60 stars · 16 forks | No one-command install · Source | |
| 2277 | 88.3833 | isaac-sim-mcp-servermcp · back-end | Enables natural language control of NVIDIA Isaac Sim through the Model Context Protocol, allowing you to create robots, build scenes, run simulations… | 65 stars · 13 forks | No one-command install · Source | |
| 2277 | 88.3833 | mailtrapmcp · back-end | Enables sending transactional emails through the Mailtrap Email API. | 65 stars · 13 forks | No one-command install · Source | |
| 2277 | 88.3833 | agentrelaymcp · ai-agents | Turns idle AI quota into verified microtask output by coordinating agents to publish, claim, and submit tasks with machine validation. | 65 stars · 13 forks | No one-command install · Source | |
| 2280 | 88.3807 | operational-ontologymcp · database | Reference implementation of the Operational Ontology pattern: MCP tools are generated from a typed business domain model (objects, links, actions)… | 75 stars · 10 forks | No one-command install · Source | |
| 2280 | 88.3807 | kdqed-zaturnmcp · database | Connects to multiple database types to enable SQL querying with visualization capabilities while keeping data in its original location | 75 stars · 10 forks | No one-command install · Source | |
| 2282 | 88.3752 | memory-vaultmcp · database | Self-hosted AI memory layer with hybrid semantic and keyword search, backed by Postgres and pgvector. | 63 stars · 14 forks | No one-command install · Source | |
| 2283 | 88.3693 | cdeust-cortexmcp · database | Persistent memory for Claude Code grounded in computational neuroscience (41 cited papers). Thermodynamic decay, hippocampal-cortical consolidation… | 71 stars · 11 forks | No one-command install · Source | |
| 2283 | 88.3693 | saidsurucu-yokatlasmcp · back-end | Provides direct access to Turkish university and program data through YokAtlas API integration for informed higher education application decisions. | 71 stars · 11 forks | No one-command install · Source | |
| 2283 | 88.3693 | qhdrl12-gemini-image-generatormcp · ai-agents | Enables AI image generation using Google's Gemini 2.0 Flash model with intelligent prompt engineering, automatic filename creation, and configurable… | 34 stars · 25 forks | No one-command install · Source | |
| 2286 | 88.3381 | phpcodearcheology-phpcodearcheologymcp · observability | PHP static analysis MCP server for architecture and maintainability. 11 tools exposing 60+ code quality metrics, problem detection, refactoring… | 89 stars · 8 forks | No one-command install · Source | |
| 2287 | 88.3364 | fliptheweb-yaziomcp · other | Access user nutrition data and food diary from Yazio tracking app | 58 stars · 17 forks | No one-command install · Source | |
| 2287 | 88.3364 | cortex-hubmcp · ai-agents | Self-hosted AI Agent Memory + Code Intelligence Platform providing persistent memory, AST-aware code search, and quality enforcement via a single MCP… | 58 stars · 17 forks | No one-command install · Source | |
| 2289 | 88.3280 | microchartsmcp · other | Renders word-sized charts — sparklines, bars, bullets and 100+ more types — to self-contained SVG with generated alt text, small enough to sit inline… | 155 stars · 5 forks | No one-command install · Source | |
| 2290 | 88.3182 | huawei-mcp-servermcp · back-end | A Model Context Protocol server that provides secure, controlled access to Huawei Cloud services (ECS, OBS, GaussDB, etc.) for AI assistants, enabling… | 46 stars · 23 forks | No one-command install · Source | |
| 2291 | 88.3030 | mitsuhiko-pexpectmcp · other | Provides remote process control and debugging capabilities through Python's pexpect library, enabling spawning, interaction with, and control of… | 74 stars · 10 forks | No one-command install · Source | |
| 2292 | 88.3017 | ocaml-development-toolsmcp · observability | Integrates with OCaml's Dune build system and Merlin code intelligence to provide real-time build status monitoring and module signature extraction… | 59 stars · 16 forks | No one-command install · Source | |
| 2292 | 88.3017 | mcp-schedulermcp · back-end | A robust task scheduler server for scheduling and managing various types of automated tasks including shell commands, API calls, AI tasks, and… | 59 stars · 16 forks | No one-command install · Source | |
| 2294 | 88.2931 | whoismcp · back-end | Query WHOIS/RDAP information for domains, IP addresses, CIDR prefixes and ASNs. Results are normalized to RDAP-style (RFC 9083) JSON. Public instance… | 64 stars · 13 forks | No one-command install · Source | |
| 2295 | 88.2847 | rootly-ai-labs-rootlymcp · back-end | Integrates with Rootly's incident management API to enable real-time production incident resolution directly within code editors, focusing on core… | 45 stars · 23 forks | No one-command install · Source | |
| 2296 | 88.2792 | pzfreo-build123dmcp · other | AI-driven 3D CAD via build123d — execute, render, measure, and export geometry interactively. | 70 stars · 11 forks | No one-command install · Source | |
| 2297 | 88.2791 | alibabacloud-rdsmcp · database | Provides a bridge to Alibaba Cloud's Relational Database Service (RDS) for managing database instances, monitoring performance, and configuring… | 54 stars · 20 forks | No one-command install · Source | |
| 2297 | 88.2791 | ttjslbz001-aksharemcp · other | Integrates with AKShare to provide real-time financial data and analysis tools for Chinese and global markets, enabling stock, fund, bond, futures… | 54 stars · 20 forks | No one-command install · Source | |
| 2299 | 88.2633 | iamsashank09-llm-wiki-kitmcp · ai-agents | Creates persistent AI-maintained wikis that ingest PDFs, URLs, and YouTube videos with cross-referencing. | 62 stars · 14 forks | No one-command install · Source | |
| 2300 | 88.2528 | kukapay-whale-trackermcp · observability | Monitors real-time cryptocurrency whale transactions across blockchains, providing detailed transaction information and configurable filtering for… | 56 stars · 18 forks | 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.