Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1001 | 94.2472 | sachitrafa-yourmemorymcp · database | Ebbinghaus-based persistent memory with decay and recall strengthening, backed by PostgreSQL and pgvector. | 265 stars · 21 forks | No one-command install · Source | |
| 1002 | 94.2400 | taskademcp · back-end | Integrates with Taskade's API to manage projects, tasks, and workspaces with support for task assignment, date management, and folder organization… | 165 stars · 50 forks | No one-command install · Source | |
| 1003 | 94.2386 | yosefhayim-ebay-sellmcp · back-end | Comprehensive eBay Sell API access for inventory, orders, marketing campaigns, analytics, and account management | 142 stars · 58 forks | No one-command install · Source | |
| 1004 | 94.2277 | hawstein-redditmcp · back-end | Integrates with Reddit's API to fetch and retrieve diverse content including posts, comments, and subreddit information for data analysis and content… | 184 stars · 37 forks | No one-command install · Source | |
| 1005 | 94.2187 | openmcpmcp · back-end | Enables conversion of OpenAPI specifications into MCP servers and remixing multiple MCP servers into one. Works with stdio and sse transports and… | 303 stars · 18 forks | No one-command install · Source | |
| 1006 | 94.2084 | gh-kggzs-apk-reverse-engineeringmcp · other | Android reverse engineering toolkit with JADX, APKTool, ADB, and Frida integration. | 195 stars · 32 forks | No one-command install · Source | |
| 1007 | 94.2028 | eliasbiondo-linkedinmcp · auth | Extracts LinkedIn profile data, company information, and job postings through browser automation with authenticated sessions and configurable section… | 182 stars · 37 forks | No one-command install · Source | |
| 1008 | 94.1924 | achiya-automation-safarimcp · browser | Native Safari browser automation on macOS with 80 tools via AppleScript and JavaScript, requiring no external dependencies. | 205 stars · 29 forks | No one-command install · Source | |
| 1009 | 94.1916 | aaronjmars-web3-research-mcpmcp · other | Deep Research for crypto - free & fully local | 161 stars · 53 forks | No one-command install · Source | |
| 1010 | 94.1915 | livetennisapi-mcpmcp · back-end | Real-time tennis data for ATP, WTA, Challenger and ITF: live scores, player rankings, match-winner odds, and model win-probability. 12 read-only… | 158 stars · 56 forks | No one-command install · Source | |
| 1011 | 94.1901 | yelp-fusionmcp · back-end | Collection of specialized servers for Google TypeScript style analysis, Yelp Fusion API integration, systematic thinking frameworks, and probabilistic… | 202 stars · 30 forks | No one-command install · Source | |
| 1012 | 94.1864 | jjlabsio-korea-stockmcp · back-end | Integrates with DART and KRX APIs to provide Korean stock market data including company information, trading data, financial statements, and… | 175 stars · 40 forks | No one-command install · Source | |
| 1013 | 94.1817 | calebl-ynabmcp · back-end | Provides a bridge to the YNAB personal finance API for listing budgets, retrieving detailed budget information, and creating transactions without… | 141 stars · 57 forks | No one-command install · Source | |
| 1014 | 94.1804 | lobumcp · ai-agents | MCP server for Lobu, the open-source backend for AI teammates, providing durable memory and agent capabilities. It enables AI assistants to watch… | 208 stars · 28 forks | No one-command install · Source | |
| 1015 | 94.1769 | glifmcp · ai-agents | Enables Claude to run visual AI workflows from glif.app, providing tools to execute, manage, and save Glif workflows directly within conversations. | 204 stars · 29 forks | No one-command install · Source | |
| 1015 | 94.1769 | deadletterq-opennutritionmcp · database | Provides access to OpenNutrition's 300,000+ food database with tools for searching foods by name, browsing paginated lists, retrieving detailed… | 204 stars · 29 forks | No one-command install · Source | |
| 1017 | 94.1714 | taida957789-ida-promcp · other | Enables direct interaction with IDA Pro for binary analysis tasks including disassembly, decompilation, and function querying for malware analysis and… | 188 stars · 34 forks | No one-command install · Source | |
| 1018 | 94.1692 | makemcp · other | Connects AI systems to Make automation workflows, enabling assistants to trigger scenarios with parameters and receive structured JSON output from… | 170 stars · 42 forks | No one-command install · Source | |
| 1019 | 94.1626 | huccihuang-bilibili-searchmcp · auth | Enables search across Bilibili's Chinese video platform through a lightweight FastMCP interface that retrieves video content, user information, and… | 190 stars · 33 forks | No one-command install · Source | |
| 1020 | 94.1498 | petabridge-memorizermcp · database | Provides persistent memory storage with semantic search capabilities through PostgreSQL and pgvector, enabling long-term context retention across… | 195 stars · 31 forks | No one-command install · Source | |
| 1021 | 94.1469 | trypeggy-instagram-dmmcp · comms | Integrates with Instagram Direct Messages to enable sending messages, managing chat threads, handling message requests, and converting between… | 178 stars · 37 forks | No one-command install · Source | |
| 1021 | 94.1469 | mladensu-cli-mcp-servermcp · back-end | Execute shell commands with strict security policies. | 178 stars · 37 forks | No one-command install · Source | |
| 1023 | 94.1464 | knowledge-base-servermcp · ai-agents | A persistent memory system that captures, classifies, synthesizes, and retrieves knowledge for AI agents, turning raw information into refined… | 177 stars · 38 forks | No one-command install · Source | |
| 1024 | 94.1371 | hostinger-apimcp · payments | Integrates with Hostinger's hosting platform to enable domain registration and DNS management, VPS creation and configuration, firewall setup, backup… | 148 stars · 56 forks | No one-command install · Source | |
| 1025 | 94.1249 | gimpmcp · back-end | Enables conversational control of GIMP 3.0 through natural language commands, translating requests like 'brighten the background and add a vintage… | 193 stars · 31 forks | No one-command install · Source | |
| 1026 | 94.1165 | readingplus-deep-researchmcp · search | Guides structured research processes through systematic question elaboration, web searching, and data synthesis to produce well-cited, properly… | 214 stars · 26 forks | No one-command install · Source | |
| 1027 | 94.1131 | hanzili-comet-mcpmcp · search | Connect to Perplexity Comet browser for agentic web browsing, deep research, and real-time task monitoring. | 180 stars · 35 forks | No one-command install · Source | |
| 1028 | 94.1118 | content-coremcp · other | Extracts content from diverse media sources including URLs, documents, videos, audio files, and images using intelligent auto-detection and multiple… | 170 stars · 40 forks | No one-command install · Source | |
| 1029 | 94.1066 | alexei-led-aws-climcp · auth | Provides a lightweight bridge to AWS CLI, enabling command documentation retrieval and execution with Unix pipe support using existing AWS credentials… | 185 stars · 33 forks | No one-command install · Source | |
| 1030 | 94.1065 | hellokaton-unsplashmcp · search | Integrates with Unsplash to enable keyword-based photo searches with filtering options for color, orientation, and sorting, returning structured image… | 235 stars · 23 forks | No one-command install · Source | |
| 1031 | 94.1004 | ultra-multi-ai-providermcp · back-end | Unified server providing access to OpenAI O3, Google Gemini 2.5 Pro, and Azure OpenAI models with automatic usage tracking, cost estimation, and nine… | 275 stars · 19 forks | No one-command install · Source | |
| 1032 | 94.1002 | hyperdrive-nodejs-debuggermcp · back-end | Connects Claude Code to Node.js's Inspector Protocol for real-time debugging capabilities, enabling breakpoint setting, variable inspection, and code… | 303 stars · 17 forks | No one-command install · Source | |
| 1033 | 94.0997 | fatwang2-search1api-mcpmcp · search | Execute web searches, news queries, and content extraction. | 173 stars · 38 forks | No one-command install · Source | |
| 1034 | 94.0878 | quantgeekdev-mongodbmcp · database | Query and analyze MongoDB databases via natural language. | 175 stars · 37 forks | No one-command install · Source | |
| 1035 | 94.0855 | omega-memorymcp · ai-agents | Persistent memory system for coding agents with semantic search, entity extraction, relationship mapping, and cross-session learning. | 212 stars · 26 forks | No one-command install · Source | |
| 1036 | 94.0750 | depylermcp · other | Python-to-Rust transpiler with analysis and verification tools | 357 stars · 15 forks | No one-command install · Source | |
| 1037 | 94.0654 | minipuft-claude-promptsmcp · back-end | Provides a flexible, template-based prompt system for Claude models that enables standardized interactions, complex reasoning workflows, and… | 185 stars · 32 forks | No one-command install · Source | |
| 1038 | 94.0613 | circlecimcp · observability | Enables agents to talk to CircleCI. Fetch build failure logs to fix issues. | 92 stars · 62 forks | No one-command install · Source | |
| 1039 | 94.0585 | keyid-ai-agent-kitmcp · devops | Provides AI agents with full email capabilities including send, receive, reply, search, contacts, and auto-reply through KeyID.ai infrastructure. | 660 stars · 11 forks | No one-command install · Source | |
| 1040 | 94.0565 | markdown-mindmapmcp · other | Transforms Markdown content into interactive HTML-based mind maps using markmap-cli, enabling visual organization of structured information and… | 236 stars · 22 forks | No one-command install · Source | |
| 1041 | 94.0535 | io-github-vouchdev-vouchmcp · ai-agents | Review-gated knowledge base for LLM agents that ensures durable memory via human-approved writes, compiling a wiki with verified citations. | 91 stars · 62 forks | No one-command install · Source | |
| 1042 | 94.0528 | alibabacloud-observabilitymcp · observability | Integrates with Alibaba Cloud's monitoring and logging services, enabling log structure queries, log searches, application monitoring, and trace data… | 165 stars · 41 forks | No one-command install · Source | |
| 1043 | 94.0358 | openbrowsermcp · browser | AI-powered browser automation using CodeAgent and Chrome DevTools Protocol. | 241 stars · 21 forks | No one-command install · Source | |
| 1044 | 94.0281 | firstdatamcp · search | Curated knowledge base of global authoritative primary data sources with intelligent search for finding official portals, government data, and… | 182 stars · 32 forks | No one-command install · Source | |
| 1045 | 94.0277 | homelab-monitormcp · ai-agents | Plug-and-play homelab dashboard in one container — GPU, local-AI VRAM, Docker, systemd, host health. Built-in read-only MCP server so AI agents can… | 192 stars · 29 forks | No one-command install · Source | |
| 1046 | 94.0251 | ilyazub-serpapi-google-searchmcp · back-end | Integrates with the SerpApi Google Search API to enable access to structured search results data for SEO tools, market research, or data aggregation… | 168 stars · 38 forks | No one-command install · Source | |
| 1047 | 94.0223 | jhacksman-openscadmcp · other | Transforms natural language descriptions into parametric 3D models through a pipeline of image generation, object segmentation, 3D modeling, and… | 186 stars · 31 forks | No one-command install · Source | |
| 1048 | 94.0200 | weaviatemcp · database | Integrate with Weaviate, the AI-native database. | 162 stars · 43 forks | No one-command install · Source | |
| 1049 | 94.0184 | browserstackmcp · browser | Integrates with BrowserStack's testing infrastructure to enable automated and manual testing across browsers, devices, and platforms for debugging… | 152 stars · 54 forks | No one-command install · Source | |
| 1050 | 94.0134 | automattic-wordpress-remotemcp · back-end | Bridges WordPress websites and WooCommerce data with local clients through REST API calls, enabling content access without direct streaming… | 178 stars · 33 forks | No one-command install · Source | |
| 1051 | 94.0117 | wso2-fhirmcp · back-end | Access FHIR-compliant healthcare APIs from AI tools and agent workflows. | 137 stars · 55 forks | No one-command install · Source | |
| 1052 | 94.0087 | estruyf-demo-timemcp · other | Interact with Demo Time documentation and automate presentation demos | 245 stars · 20 forks | No one-command install · Source | |
| 1053 | 94.0033 | stippi-code-assistantmcp · back-end | Rust-based code exploration server that enables reading, writing, and understanding codebases through autonomous navigation, file summarization, and… | 180 stars · 32 forks | No one-command install · Source | |
| 1054 | 94.0028 | alibaizhanov-mengrammcp · ai-agents | Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile)… | 191 stars · 29 forks | No one-command install · Source | |
| 1054 | 94.0028 | polymarket-toolkitmcp · back-end | Read-only Polymarket data tools for AI agents: wallet profiles, fee-inclusive PnL cross-checks, Brier-score calibration, leaderboards, market scans… | 191 stars · 29 forks | No one-command install · Source | |
| 1056 | 93.9963 | mobai-mcp-servermcp · back-end | Enables AI assistants to automate mobile devices (Android and iOS) through a single DSL interface, supporting actions like tap, type, swipe, and… | 244 stars · 20 forks | No one-command install · Source | |
| 1057 | 93.9949 | langfuse-prompt-managementmcp · comms | Manages prompts in Langfuse with version control, label management, and support for both text and chat prompt formats. | 173 stars · 35 forks | No one-command install · Source | |
| 1058 | 93.9944 | sxhxliang-mcp-access-pointmcp · back-end | Turn a web service into an MCP server in one click without making any code changes. | 184 stars · 31 forks | No one-command install · Source | |
| 1059 | 93.9939 | floriscornel-teamsmcp · back-end | Integrates with Microsoft Teams through Graph API to search messages, manage chats and channels, send messages, create group chats, and handle… | 133 stars · 55 forks | No one-command install · Source | |
| 1060 | 93.9852 | f4ww4z-mcp-mysql-servermcp · database | Interact with MySQL databases to execute queries and manage connections. | 168 stars · 37 forks | No one-command install · Source | |
| 1061 | 93.9841 | fxhoudinimcpmcp · back-end | Comprehensive MCP server for SideFX Houdini, offering 168 tools across 19 categories to enable natural-language control of scene building, simulation… | 190 stars · 29 forks | No one-command install · Source | |
| 1062 | 93.9815 | kapeli-dashmcp · browser | Integrates with Dash documentation browser on macOS to provide searchable access to locally installed docsets, code snippets, and technical… | 179 stars · 32 forks | No one-command install · Source | |
| 1063 | 93.9808 | doriandarko-soramcp · back-end | Integrates with OpenAI's Sora 2 video generation API to create, remix, monitor, and manage videos with customizable parameters, automatic downloading… | 208 stars · 25 forks | No one-command install · Source | |
| 1064 | 93.9722 | zhihu-collections-mcpmcp · ai-agents | This MCP server enables AI agents to list, export, and search Zhihu collections, converting them to Markdown files with images. | 178 stars · 32 forks | No one-command install · Source | |
| 1065 | 93.9690 | 34892002-bilibili-mcp-jsmcp · search | A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts. | 192 stars · 28 forks | No one-command install · Source | |
| 1066 | 93.9675 | hmbown-alephmcp · devops | Enables models to process unlimited document sizes by providing recursive self-querying capabilities through sandboxed Python execution with tools for… | 213 stars · 24 forks | No one-command install · Source | |
| 1067 | 93.9654 | codefuturist-emailmcp · comms | Full-featured IMAP/SMTP email client with multi-account support, scheduling, IMAP IDLE real-time watching, and AI-powered triage. | 117 stars · 56 forks | No one-command install · Source | |
| 1068 | 93.9644 | vast-ai-tripo-3dmcp · back-end | Bridges AI systems with the Tripo 3D generation API, enabling text-to-3D model creation and manipulation through Blender addon integration for… | 197 stars · 27 forks | No one-command install · Source | |
| 1069 | 93.9621 | mrphrazer-binary-ninja-headlessmcp · other | Exposes Binary Ninja's disassembly, decompilation, and analysis capabilities through 181 tools for headless reverse engineering workflows. | 242 stars · 20 forks | No one-command install · Source | |
| 1070 | 93.9547 | gongrzhe-quickchartmcp · other | Integrates with QuickChart to enable dynamic generation of charts and graphs for data visualization tasks. | 159 stars · 43 forks | No one-command install · Source | |
| 1071 | 93.9490 | aisix-ai-gatewaymcp · back-end | Self-hosted MCP gateway that registers upstream MCP servers and fronts them behind one governed Streamable HTTP endpoint: per-tool access control by… | 168 stars · 36 forks | No one-command install · Source | |
| 1071 | 93.9490 | notionmcp · back-end | Enables AI systems to create, update, and manage Notion pages and blocks through a Node.js bridge to the Notion API, supporting efficient batch… | 168 stars · 36 forks | armory install notion --cli claude | |
| 1073 | 93.9262 | anton10xr-gibbermcp · back-end | Provides cryptographic tools for secure communication, including key generation, shared secret derivation, and message encryption/decryption using… | 215 stars · 23 forks | No one-command install · Source | |
| 1074 | 93.9255 | jmap-emailmcp · search | Integrates with JMAP-compliant email servers to provide comprehensive email management including search, retrieval, mailbox operations, message… | 176 stars · 32 forks | No one-command install · Source | |
| 1075 | 93.9241 | ab498-computer-controlmcp · browser | Enables desktop automation through mouse control, keyboard input, screenshots, OCR, and window management for direct interaction with graphical user… | 167 stars · 36 forks | No one-command install · Source | |
| 1076 | 93.9229 | llmtrimmcp · ai-agents | MCP server and local proxy that compresses LLM prompts, tool output, and replies to cut token cost, with a quality gate that reverts any step that… | 222 stars · 22 forks | No one-command install · Source | |
| 1077 | 93.9199 | gh-shashankswe2020-ux-whoopmcp · front-end | Accesses WHOOP fitness device data including recovery scores, sleep analysis, and workout history. | 149 stars · 52 forks | No one-command install · Source | |
| 1078 | 93.9178 | seym0n-tiktokmcp · back-end | Integrates with TikTok through TikNeuron's API to retrieve video subtitles, content details, and engagement metrics for analyzing virality factors and… | 193 stars · 27 forks | No one-command install · Source | |
| 1079 | 93.9134 | perplexity-web-mcpmcp · ai-agents | Enables AI agents and users to query Perplexity AI's premium models (GPT-5.4, Claude 4.6 Opus, Gemini 3.1 Pro, etc.) via MCP tools, CLI, or API, with… | 180 stars · 30 forks | No one-command install · Source | |
| 1079 | 93.9134 | rawveg-ollamamcp · devops | Integrates Ollama's local LLM models with MCP-compatible applications, enabling on-premise AI processing and custom model deployment while maintaining… | 170 stars · 34 forks | No one-command install · Source | |
| 1079 | 93.9134 | mcp-server-wereadmcp · ai-agents | An MCP server enabling LLMs to access WeChat Reading bookshelf, notes, highlights, and reviews via tools like get_bookshelf, search_books, and… | 170 stars · 34 forks | No one-command install · Source | |
| 1082 | 93.9099 | blackwhite084-playwright-plusmcp · browser | Integrates Playwright with MCP to enable web browser automation for tasks like scraping, testing, and content generation/submission. | 189 stars · 28 forks | No one-command install · Source | |
| 1083 | 93.9084 | funplay-cocosmcp · back-end | An embedded MCP server for Cocos Creator editor that enables AI assistants to inspect and automate Cocos projects. | 208 stars · 24 forks | No one-command install · Source | |
| 1084 | 93.9073 | pgedge-postgres-mcp-servermcp · database | Enables SQL queries against PostgreSQL databases through MCP-compatible clients and includes a natural language agent for forming SQL queries from… | 221 stars · 22 forks | No one-command install · Source | |
| 1085 | 93.9066 | davidfnck-xtquant-aimcp · back-end | Lightweight Python server for quantitative trading using XTQuant API, enabling real-time stock market interactions and AI-driven financial analysis… | 160 stars · 40 forks | No one-command install · Source | |
| 1086 | 93.9062 | utcp-bridgemcp · back-end | UTCP-MCP Bridge is a universal, all-in-one MCP server that brings the full power of the Universal Tool Calling Protocol (UTCP) to the MCP ecosystem. | 203 stars · 25 forks | No one-command install · Source | |
| 1087 | 93.9058 | vortiago-outlinemcp · back-end | Enables AI systems to search, read, edit, and manage documents within Outline's knowledge management platform through direct API integration with both… | 155 stars · 45 forks | No one-command install · Source | |
| 1088 | 93.9018 | aliyun-alibabacloud-tablestore-mcp-servermcp · database | MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and… | 157 stars · 42 forks | No one-command install · Source | |
| 1089 | 93.8917 | armorwallet-cryptomcp · auth | Enables direct blockchain operations, crypto trading, and wallet management through the Armor Wallet API with JWT authentication and detailed logging… | 179 stars · 30 forks | No one-command install · Source | |
| 1090 | 93.8773 | rectalogic-langchainmcp · other | Use MCP tools within LangChain-powered applications. | 206 stars · 24 forks | No one-command install · Source | |
| 1091 | 93.8678 | run-pythonmcp · devops | Provides secure Python code execution in a sandboxed Pyodide environment with automatic dependency installation, stdout/stderr capture, and complete… | 194 stars · 26 forks | No one-command install · Source | |
| 1092 | 93.8579 | infinitimeless-lmstudiomcp · ai-agents | Bridges Claude with locally running LLM models via LM Studio, enabling users to leverage private models through Claude's interface while maintaining… | 169 stars · 33 forks | No one-command install · Source | |
| 1093 | 93.8571 | scorzeth-ankimcp · search | Integrates with Anki to enable AI-driven flashcard creation, retrieval, and review processes for enhanced spaced repetition learning. | 184 stars · 28 forks | No one-command install · Source | |
| 1094 | 93.8564 | peng-shawn-mermaid-diagram-generatormcp · browser | Converts Mermaid diagrams to PNG images using Puppeteer for high-quality headless browser rendering, supporting multiple themes and customizable… | 234 stars · 20 forks | No one-command install · Source | |
| 1095 | 93.8540 | andybrandt-simple-pubmedmcp · back-end | Access PubMed's medical research database via the Entrez API for biomedical literature search and analysis. | 171 stars · 32 forks | No one-command install · Source | |
| 1096 | 93.8471 | andybrandt-mcp-simple-arxivmcp · search | Search and analyze scientific papers from arXiv. | 199 stars · 25 forks | No one-command install · Source | |
| 1097 | 93.8167 | skridlevsky-logseqmcp · back-end | Integrates with Logseq knowledge graphs through HTTP API for reading, writing, and analyzing personal knowledge bases with full-text search, graph… | 169 stars · 32 forks | No one-command install · Source | |
| 1098 | 93.8160 | human-in-the-loop-discordmcp · comms | Enables human-in-the-loop interactions by creating Discord threads where assistants can request information from users when they need data that isn't… | 230 stars · 20 forks | No one-command install · Source | |
| 1099 | 93.8093 | financial-modeling-prepmcp · back-end | Integrates with Financial Modeling Prep API to provide access to real-time and historical financial data across stocks, company profiles, financial… | 142 stars · 51 forks | No one-command install · Source | |
| 1100 | 93.7837 | altium-mcpmcp · ai-agents | Use Claude to control or ask questions about your Altium project. | 151 stars · 43 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.