Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1101 | 95.1037 | ori-mnemosmcp · ai-agents | Open-source persistent memory infrastructure for AI agents. | 322 stars · 28 forks | No one-command install · Source | |
| 1102 | 95.0927 | scriptedalchemy-devtools-debuggermcp · back-end | Provides full Chrome DevTools Protocol debugging capabilities for Node.js applications with breakpoint management, stepping controls, call stack… | 348 stars · 26 forks | No one-command install · Source | |
| 1103 | 95.0924 | mux-video-datamcp · observability | Integrates with Mux's Video and Data platform to enable video upload, live stream management, analytics querying, and performance metrics tracking… | 181 stars · 71 forks | No one-command install · Source | |
| 1104 | 95.0722 | reminia-zendeskmcp · search | Integrates with Zendesk to enable ticket management, comment handling, and Help Center article retrieval for streamlined customer support operations. | 116 stars · 82 forks | No one-command install · Source | |
| 1104 | 95.0722 | gh-heizaheiza-charles-proxymcp · other | Integrates Charles Proxy with MCP clients for real-time network traffic inspection, structured analysis, and historical recording review. | 303 stars · 29 forks | No one-command install · Source | |
| 1106 | 95.0694 | hao-phone-controlmcp · browser | Enables remote control of Android phones through ADB commands for making calls, sending texts, taking screenshots, managing contacts, launching apps… | 244 stars · 41 forks | No one-command install · Source | |
| 1107 | 95.0670 | akshare-one-mcp-servermcp · back-end | Provide access to Chinese stock market data including historical prices, real-time data, news, and financial statements. Retrieve comprehensive… | 226 stars · 51 forks | No one-command install · Source | |
| 1108 | 95.0643 | azure-api-management-gateway-with-entra-id-authenticationmcp · back-end | Secures remote AI servers using Azure API Management as a gateway with Microsoft Entra ID authentication, enabling enterprise-grade access control for… | 128 stars · 79 forks | No one-command install · Source | |
| 1109 | 95.0516 | network-sketchermcp · front-end | AI-native MCP server for designing and managing Cisco network diagrams — L1/L2/L3, PPT and SVG output. | 387 stars · 23 forks | No one-command install · Source | |
| 1110 | 95.0476 | stape-io-google-tag-manager-mcp-servermcp · back-end | This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API. | 209 stars · 61 forks | No one-command install · Source | |
| 1111 | 95.0427 | drissionpagemcpmcp · browser | Provides browser automation via DrissionPage and FastMCP, enabling AI to control Chrome browsers for tasks like page navigation, element interaction… | 241 stars · 42 forks | No one-command install · Source | |
| 1112 | 95.0418 | figma-ui-mcpmcp · front-end | Bidirectional MCP bridge enabling AI assistants to draw UI on Figma canvas and read designs back as structured data or code tokens via localhost… | 234 stars · 46 forks | No one-command install · Source | |
| 1113 | 95.0385 | harimxchoi-google-surfmcp · browser | Search Google and extract article content using Playwright with a persistent Chrome profile, no API key required. | 287 stars · 32 forks | No one-command install · Source | |
| 1114 | 95.0374 | mcp-feedback-collectormcp · back-end | A MCP server that enables AI assistants to collect interactive user feedback with text and image support via a modern GUI. | 235 stars · 45 forks | No one-command install · Source | |
| 1115 | 95.0368 | mumcp · ai-agents | Mu is an MCP server and web app that provides agents and humans access to real-world services like news, web search, mail, markets, weather, video… | 425 stars · 21 forks | No one-command install · Source | |
| 1116 | 95.0337 | erickwendel-contributionsmcp · other | Provides access to Erick Wendel's technical content contributions across platforms through specialized tools for filtering and querying talks, posts… | 339 stars · 26 forks | No one-command install · Source | |
| 1117 | 95.0326 | winor30-datadogmcp · observability | Integrates with Datadog's API to enable incident management, including listing and retrieving incident information for system monitoring and… | 143 stars · 75 forks | No one-command install · Source | |
| 1118 | 95.0293 | dryeab-telegrammcp · comms | Enables AI interaction with Telegram messaging platform through Python-based tools for sending/editing messages, downloading media, searching… | 250 stars · 38 forks | No one-command install · Source | |
| 1119 | 95.0196 | apache-spark-history-server-mcpmcp · back-end | Exposes Spark History Server data as tools for AI agents, enabling natural language querying of Spark applications, jobs, stages, and performance… | 193 stars · 68 forks | No one-command install · Source | |
| 1120 | 95.0057 | loopwork-openapi-transformermcp · back-end | Transforms OpenAPI specifications into ready-to-use tools that enable seamless interaction with REST APIs through automatic endpoint mapping… | 331 stars · 26 forks | No one-command install · Source | |
| 1121 | 95.0041 | jordanburke-redditmcp · auth | Integrates with Reddit's API to provide read and write access for fetching posts, comments, user profiles, subreddit information, searching content… | 239 stars · 41 forks | No one-command install · Source | |
| 1122 | 94.9987 | nailuogg-ankimcp · search | Integrates with Anki flashcard software through AnkiConnect to enable deck management, note creation/modification, and search functionality for spaced… | 251 stars · 37 forks | No one-command install · Source | |
| 1123 | 94.9959 | laurievoss-llamaindex-documentationmcp · search | Provides an interface to LlamaCloud, a managed platform for data parsing, ingestion, retrieval, structured data extraction, and more | 225 stars · 47 forks | No one-command install · Source | |
| 1124 | 94.9929 | burthecoder-maigretmcp · other | OSINT Maigret integration to gather user info across social networks. | 260 stars · 35 forks | No one-command install · Source | |
| 1125 | 94.9888 | jacck-mcp-reasonermcp · search | Implements beam search and thought evaluation for structured problem-solving, enabling exploration of multiple solution paths in complex reasoning… | 277 stars · 32 forks | No one-command install · Source | |
| 1126 | 94.9847 | open-street-mapmcp · ai-agents | Enhances LLM capabilities with location-based services and geospatial data from OpenStreetMap. | 222 stars · 48 forks | No one-command install · Source | |
| 1127 | 94.9814 | dmontgomery40-3d-printermcp · other | Integrates with multiple 3D printer management systems to enable remote control, file handling, and advanced STL manipulation for automated print job… | 230 stars · 45 forks | No one-command install · Source | |
| 1128 | 94.9780 | foundry-toolkitmcp · devops | Integrates with Foundry blockchain development toolkit to enable smart contract deployment, testing, bytecode analysis, and transaction inspection… | 253 stars · 36 forks | No one-command install · Source | |
| 1129 | 94.9715 | bigcodegen-neovim-integrationmcp · ai-agents | Integrates Claude Desktop with Neovim, enabling AI-enhanced coding assistance within the familiar Vim environment through direct interaction with… | 322 stars · 26 forks | No one-command install · Source | |
| 1130 | 94.9672 | portainer-container-managementmcp · devops | Provides a bridge between AI and Portainer container management platform, enabling environment monitoring, access control management, and stack… | 225 stars · 46 forks | No one-command install · Source | |
| 1131 | 94.9652 | constantineb6-comfy-pilotmcp · ai-agents | MCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal. | 231 stars · 44 forks | No one-command install · Source | |
| 1132 | 94.9618 | sepinetam-statamcp · other | Perform regression anlayses with Stata. | 255 stars · 35 forks | No one-command install · Source | |
| 1133 | 94.9555 | solidworks-mcp-servermcp · back-end | A Node.js MCP server that connects AI assistants to SolidWorks for CAD automation via COM interop, with a smart routing layer to handle parameter… | 221 stars · 47 forks | No one-command install · Source | |
| 1134 | 94.9454 | trpc-a2a-gomcp · ai-agents | Go implementation for A2A (Agent2Agent) protocol | 242 stars · 38 forks | No one-command install · Source | |
| 1135 | 94.9349 | disler-nano-agentmcp · ai-agents | Bridges OpenAI's Agent SDK with natural language task execution, enabling autonomous agent workflows with file system operations, multi-provider LLM… | 205 stars · 57 forks | No one-command install · Source | |
| 1136 | 94.9346 | alpha-vantage-mcp-servermcp · ai-agents | Enables LLMs and agentic workflows to access real-time and historical stock market data through the Model Context Protocol. | 210 stars · 53 forks | No one-command install · Source | |
| 1137 | 94.9337 | remarkable-mcp-servermcp · back-end | Enables AI assistants to read, search, and traverse your entire reMarkable library, including handwritten notes via OCR. | 217 stars · 47 forks | No one-command install · Source | |
| 1138 | 94.9336 | overleafmcp · search | Integrates with Overleaf LaTeX projects through Git access to read, analyze, and navigate academic papers and documents with file listing, content… | 261 stars · 33 forks | No one-command install · Source | |
| 1139 | 94.9325 | openchromemcp · browser | Controls a real Chrome browser for AI agents, enabling authenticated automation with parallel lanes, token-efficient page reads, and robust recovery… | 236 stars · 40 forks | No one-command install · Source | |
| 1140 | 94.9273 | typescript-refactoringmcp · other | Provides TypeScript/JavaScript code analysis and refactoring capabilities using ts-morph, enabling intelligent code transformations with symbol… | 453 stars · 19 forks | No one-command install · Source | |
| 1141 | 94.9138 | adhikasp-mcp-twikitmcp · other | Integrate with X (Twitter) for social media data analysis. | 235 stars · 40 forks | No one-command install · Source | |
| 1142 | 94.9092 | zhizhuodemao-android-proxymcp · other | Captures and analyzes Android device network traffic through mitmproxy integration for HTTP/HTTPS interception and mobile app debugging. | 224 stars · 44 forks | No one-command install · Source | |
| 1143 | 94.9057 | kazuph-taskmanagermcp · other | Implements a structured task management system resulting in step-by-step workflows requiring explicit user approval. | 215 stars · 47 forks | No one-command install · Source | |
| 1144 | 94.8985 | mcp-server-dbmcp · database | A universal MCP server enabling AI assistants to query and manage six database engines (Postgres, Redis, Elasticsearch, MySQL, MongoDB, LDAP) through… | 82 stars · 91 forks | No one-command install · Source | |
| 1145 | 94.8978 | awesome-copilotmcp · github-vcs | Stores Copilot customizations from the Awesome Copilot repository. | 196 stars · 63 forks | No one-command install · Source | |
| 1146 | 94.8959 | fradser-mcp-server-apple-remindersmcp · back-end | An MCP server for interacting with Apple Reminders on macOS | 211 stars · 50 forks | No one-command install · Source | |
| 1147 | 94.8956 | ericzakariasson-uber-eatsmcp · back-end | Integrates with Uber Eats using browser automation to enable restaurant searches, menu exploration, and food order placement for applications… | 238 stars · 38 forks | No one-command install · Source | |
| 1148 | 94.8953 | roychri-asanamcp · back-end | Integrates with Asana to enable task automation, project tracking, and team collaboration through the Asana API. | 147 stars · 70 forks | No one-command install · Source | |
| 1149 | 94.8937 | ravinahp-find-flightsmcp · back-end | Integrates with the Duffel API to provide streamlined flight search capabilities for tasks like travel planning, fare comparison, and building… | 222 stars · 44 forks | No one-command install · Source | |
| 1150 | 94.8930 | narumiruna-yahoo-financemcp · other | Provides real-time financial data from Yahoo Finance through specialized tools for retrieving stock information, market trends, and news for… | 188 stars · 66 forks | No one-command install · Source | |
| 1151 | 94.8850 | sap-docsmcp · search | Provides offline access to SAP documentation and community content with searchable indexes across SAPUI5, CAP, OpenUI5 API documentation, and… | 217 stars · 45 forks | No one-command install · Source | |
| 1151 | 94.8850 | rlabs-inc-geminimcp · other | Integrates Google Gemini 3 models for image generation, video creation, text-to-speech, code execution, and deep research. | 217 stars · 45 forks | No one-command install · Source | |
| 1153 | 94.8782 | mario-andreschak-abap-development-toolsmcp · back-end | Integrates ABAP Development Tools API to enable automated code reviews, intelligent transport management, and AI-assisted ABAP development. | 183 stars · 66 forks | No one-command install · Source | |
| 1154 | 94.8733 | jamsusmaximus-trainingpeaksmcp · auth | Integrates with TrainingPeaks through cookie-based authentication to access workout data, personal records, and fitness metrics for endurance sports… | 150 stars · 69 forks | No one-command install · Source | |
| 1155 | 94.8716 | danhilse-notion-mcpmcp · back-end | MCP server that enables AI assistants to manage a minimalist Notion todo list through a simple API interface. | 209 stars · 49 forks | No one-command install · Source | |
| 1156 | 94.8697 | mario-andreschak-abap-adtmcp · other | Integrates with SAP ABAP systems via ADT, enabling AI models to perform ABAP development tasks like code generation and system analysis. | 180 stars · 66 forks | No one-command install · Source | |
| 1157 | 94.8637 | omni-mcp-isaac-sim-mcpmcp · back-end | A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc. | 192 stars · 64 forks | No one-command install · Source | |
| 1158 | 94.8592 | greirson-todoistmcp · back-end | Integrates with Todoist API to manage tasks, projects, sections, and comments with support for bulk operations, natural language search, and… | 243 stars · 35 forks | No one-command install · Source | |
| 1159 | 94.8562 | healthchainmcp · ai-agents | Typed, validated FHIR tools for healthcare AI agents — build, read, validate, and code FHIR resources from a patient bundle, with terminology lookup… | 222 stars · 42 forks | No one-command install · Source | |
| 1160 | 94.8548 | acryldata-datahubmcp · back-end | Integrates with DataHub's API to enable metadata management, discovery, and governance across diverse data assets in complex ecosystems. | 80 stars · 89 forks | No one-command install · Source | |
| 1161 | 94.8399 | maxmsp-mcp-servermcp · back-end | Enables LLMs to directly understand and generate Max patches via the Model Context Protocol. | 266 stars · 30 forks | No one-command install · Source | |
| 1162 | 94.8369 | mcp-autopilot-jobhuntmcp · ai-agents | Scans 130+ company careers pages and scores every role against your resume with an LLM (0–100), surfacing top matches. Drafts tailored cover letters… | 206 stars · 50 forks | No one-command install · Source | |
| 1163 | 94.8321 | deepseek-implementationworkflow · ai-agents | DeepSeek application development course companion code | 160 stars · 67 forks | No one-command install · Source | |
| 1164 | 94.8185 | arcrift-mcp-servermcp · ai-agents | Persistent memory for AI coding tools that captures conversations, builds a searchable knowledge graph, and automatically injects relevant context… | 245 stars · 33 forks | No one-command install · Source | |
| 1165 | 94.7994 | arra-oraclemcp · ai-agents | MCP server for semantic search over Oracle philosophy using hybrid search (FTS5 + LanceDB). Integrates with Claude Code for querying wisdom and… | 87 stars · 82 forks | No one-command install · Source | |
| 1166 | 94.7992 | premiere-pro-mcp-servermcp · back-end | Enables AI assistants to fully control Adobe Premiere Pro through 269 tools across 28 modules for video editing tasks like importing media, editing… | 230 stars · 38 forks | No one-command install · Source | |
| 1167 | 94.7903 | patrickfreyer-apple-mailmcp · observability | Integrates with Apple Mail through AppleScript automation to provide complete email management including unified search, batch operations… | 201 stars · 52 forks | No one-command install · Source | |
| 1168 | 94.7820 | inditextech-simulator-ios-idbmcp · front-end | Enables iOS simulator automation via Facebook's IDB tool, allowing control of simulators, app launching, screenshot capture, and UI interactions… | 309 stars · 24 forks | No one-command install · Source | |
| 1169 | 94.7817 | bazinga012-code-executormcp · other | Executes Python code within isolated Conda environments, enabling secure and flexible code generation and execution for tasks like data analysis and… | 212 stars · 44 forks | No one-command install · Source | |
| 1170 | 94.7798 | starrocksmcp · database | Integrates with StarRocks databases to enable efficient data querying and manipulation through customizable connection settings and support for both… | 186 stars · 64 forks | No one-command install · Source | |
| 1171 | 94.7774 | formulahendry-code-runnermcp · other | Executes code snippets in over 30 programming languages by creating temporary files and running them with appropriate interpreters, enabling direct… | 245 stars · 32 forks | No one-command install · Source | |
| 1172 | 94.7696 | saurabhsharma2u-search-consolemcp · observability | Integrates with Google Search Console to provide search analytics, SEO opportunity detection, keyword cannibalization analysis, URL inspection, and… | 285 stars · 27 forks | No one-command install · Source | |
| 1173 | 94.7649 | bx33661-wiresharkmcp · other | TShark network packet analysis with capture, protocol stats, field extraction, and security analysis. | 272 stars · 28 forks | No one-command install · Source | |
| 1174 | 94.7631 | jarvis-assistant-vocal-mcp-servermcp · back-end | Exposes home automation and PC control tools from the Jarvis vocal assistant to any MCP client, such as Claude Desktop or Hermes. | 209 stars · 44 forks | No one-command install · Source | |
| 1175 | 94.7609 | jgravelle-jdocmunchmcp · back-end | Section-level documentation search supporting Markdown, RST, AsciiDoc, Jupyter, HTML, YAML, JSON, and OpenAPI specs. | 203 stars · 48 forks | No one-command install · Source | |
| 1176 | 94.7593 | razorpaymcp · back-end | Provides a bridge between natural language commands and Razorpay's payment processing APIs, enabling seamless integration for payment operations… | 230 stars · 37 forks | No one-command install · Source | |
| 1177 | 94.7507 | sudocodeworkflow · ai-agents | A lightweight agent orchestration tool that lives in your repository and works with several specification frameworks. | 291 stars · 26 forks | No one-command install · Source | |
| 1178 | 94.7503 | aptro-supersetmcp · back-end | Integrates with Apache Superset to enable data visualization, SQL query execution, dashboard management, and analytics workflows through authenticated… | 190 stars · 59 forks | No one-command install · Source | |
| 1179 | 94.7495 | flox-mcpmcp · ai-agents | MCP server for the FLOX trading framework. About 30 tools to run backtests, scaffold strategies, validate for lookahead bias, compute indicators… | 223 stars · 38 forks | No one-command install · Source | |
| 1180 | 94.7479 | dittomcp · ai-agents | An MCP server that loads your Ditto profile, mined from your local Claude Code, Codex, and OpenCode session logs, so your agent works like you… | 282 stars · 27 forks | No one-command install · Source | |
| 1181 | 94.7465 | soft-ue-climcp · ai-agents | MCP server for controlling Unreal Engine 5 from AI agents, providing 120+ commands for spawning actors, editing Blueprints, managing assets, and more… | 205 stars · 46 forks | No one-command install · Source | |
| 1182 | 94.7399 | swissknifemcp · ai-agents | Chat application with multi-agents system supporting multiple models and MCP | 213 stars · 41 forks | No one-command install · Source | |
| 1183 | 94.7331 | forgetfulmcp · search | A storage and retrieval MCP server for AI agents using FastMCP, enabling persistent knowledge base with semantic search and automatic linking. | 296 stars · 25 forks | No one-command install · Source | |
| 1184 | 94.7061 | harness-mcp-servermcp · ai-agents | An MCP server that gives AI agents full access to the Harness.io platform through 11 consolidated tools and 207 resource types. | 93 stars · 77 forks | No one-command install · Source | |
| 1185 | 94.7011 | context-hub-generatormcp · github-vcs | PHP-based tool for generating structured documentation from files, repositories, diffs, and URLs through a modular architecture with powerful… | 341 stars · 21 forks | No one-command install · Source | |
| 1186 | 94.6996 | telagod-code-abyssidentity · ai-agents | Use when you want a coding agent to have a consistent, composable personality and voice across Claude Code, Codex, Gemini CLI and OpenClaw. | 239 stars · 32 forks | No one-command install · Source | |
| 1187 | 94.6979 | vibe-logcli · ai-agents | Analyses your Claude Code prompts locally, gives session analysis and guidance in the status line, and produces HTML reports. Installs and uninstalls… | 340 stars · 21 forks | No one-command install · Source | |
| 1188 | 94.6898 | l33tdawg-sagemcp · ai-agents | Persistent, consensus-validated institutional memory infrastructure for AI agents with BFT validation and confidence scoring. | 252 stars · 29 forks | No one-command install · Source | |
| 1189 | 94.6860 | social-media-scraper-custom-mcp-servermcp · back-end | Enables scraping of LinkedIn, Facebook, Instagram profiles and Google search via a Model Context Protocol server, allowing AI assistants to fetch… | 95 stars · 75 forks | No one-command install · Source | |
| 1190 | 94.6821 | onshape-mcp-servermcp · back-end | Enables programmatic CAD modeling with Onshape's REST API, offering 45 tools for parametric sketches, feature management, assemblies, analysis… | 131 stars · 67 forks | No one-command install · Source | |
| 1190 | 94.6821 | oracle-db-context-mcp-servermcp · back-end | Provides contextual database schema information for large Oracle databases, enabling AI assistants to understand and work with databases containing… | 131 stars · 67 forks | No one-command install · Source | |
| 1192 | 94.6762 | alexei-led-k8s-mcp-servermcp · devops | A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (`kubectl`, `helm`, `istioctl`, and `argocd`)… | 213 stars · 39 forks | No one-command install · Source | |
| 1193 | 94.6698 | adamwattis-routermcp · back-end | Aggregates multiple MCP resource servers into a unified proxy, enabling centralized access, request routing, and response aggregation. | 203 stars · 44 forks | No one-command install · Source | |
| 1194 | 94.6686 | osint-tools-mcp-servermcp · ai-agents | A comprehensive MCP server that exposes multiple OSINT tools to AI assistants like Claude, enabling sophisticated reconnaissance and information… | 237 stars · 32 forks | No one-command install · Source | |
| 1195 | 94.6641 | kooshi-sharptoolsmcp · github-vcs | Provides Roslyn-powered C# codebase analysis and modification with surgical member additions, fuzzy FQN matching, source resolution from multiple… | 222 stars · 36 forks | No one-command install · Source | |
| 1196 | 94.6577 | smart-treemcp · other | Rust-based directory visualization and analysis tool that provides quantum compression, semantic analysis, and streaming modes with over 20… | 265 stars · 27 forks | No one-command install · Source | |
| 1197 | 94.6560 | a2a-samplesworkflow · ai-agents | Samples for A2A implementation | 107 stars · 70 forks | No one-command install · Source | |
| 1198 | 94.6507 | g0t4-system-commandsmcp · other | Execute system commands and scripts on the host machine. | 233 stars · 33 forks | No one-command install · Source | |
| 1199 | 94.6443 | athina-aiobservability · observability | Athina AI provides developer-focused LLM monitoring and eval framework: real-time inference logging, automated evals, and regression detection in CI. | 301 stars · 23 forks | No one-command install · Source | |
| 1200 | 94.6370 | monkeymcpmcp · back-end | This MCP server provides tools to retrieve monkey data and generate unique simulated journeys with species-specific activities and health statistics… | 123 stars · 67 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.