Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3101 | 84.8814 | css-tutormcp · front-end | Acts as a CSS Tutor, providing personalized updates about CSS features by fetching latest news, tracking user knowledge, and guiding AI clients. | 32 stars · 16 forks | No one-command install · Source | |
| 3102 | 84.8596 | mcp-cn-commercemcp · ai-agents | A suite of MCP servers that give AI agents read-only access to Chinese e-commerce platform business data, including advertising, orders, products, and… | 44 stars · 9 forks | No one-command install · Source | |
| 3102 | 84.8596 | codeinspectusmcp · ai-agents | Local-first, zero-egress security scanner for AI-generated / "vibe-coded" JS/TS. Bundles Opengrep, Gitleaks & Trivy behind one CWE-keyed schema and… | 44 stars · 9 forks | No one-command install · Source | |
| 3102 | 84.8596 | jupyter-mcp-servermcp · back-end | Enables AI agents to interact with Jupyter notebooks via MCP tools for querying, modifying, executing, and setting up notebooks, with state… | 44 stars · 9 forks | No one-command install · Source | |
| 3102 | 84.8596 | hungthai1401-bruno-mcpmcp · back-end | A MCP server for interacting with [Bruno API Client](https://www.usebruno.com/). | 44 stars · 9 forks | No one-command install · Source | |
| 3106 | 84.8591 | influxdata-influxdb3-mcp-servermcp · back-end | Official MCP server for InfluxDB 3 Core/Enterprise/Cloud Dedicated | 36 stars · 14 forks | No one-command install · Source | |
| 3106 | 84.8591 | littlebearapps-outlook-assistantmcp · back-end | Microsoft Outlook integration with 20+ tools for email, calendar, contacts, and mailbox management via Graph API. | 36 stars · 14 forks | No one-command install · Source | |
| 3108 | 84.8514 | yangkyeongmo-openmetadatamcp · other | Integrates with OpenMetadata to enable querying and manipulating metadata across data assets for governance, cataloging, and lineage tracking. | 24 stars · 17 forks | No one-command install · Source | |
| 3109 | 84.8407 | acedatacloud-sunomcp · back-end | Suno AI music generation, lyrics, and covers through the AceDataCloud API platform. | 47 stars · 8 forks | No one-command install · Source | |
| 3109 | 84.8407 | amazon-sp-api-mcp-servermcp · back-end | Connects Claude to Amazon Seller Central via the SP-API for natural language queries on sales, inventory, reports, fees, reimbursements, and… | 47 stars · 8 forks | No one-command install · Source | |
| 3109 | 84.8407 | aquasecurity-trivymcp · github-vcs | Integrates Trivy's security scanning capabilities to detect vulnerabilities, misconfigurations, licenses, and secrets in local filesystems, container… | 47 stars · 8 forks | No one-command install · Source | |
| 3109 | 84.8407 | wong2-jina-readermcp · other | Convert web content to readable Markdown format. | 47 stars · 8 forks | No one-command install · Source | |
| 3113 | 84.8224 | cyanheads-mentormcp · front-end | Integrates with Deepseek API to provide AI-powered mentorship capabilities for code review, design critique, writing feedback, and idea brainstorming. | 31 stars · 16 forks | No one-command install · Source | |
| 3113 | 84.8224 | postgresqlmcp · database | Provides direct PostgreSQL database access through natural language SQL querying with read-only transaction safety, schema introspection, and… | 31 stars · 16 forks | No one-command install · Source | |
| 3115 | 84.8024 | sicks3c-hackeronemcp · back-end | Access your HackerOne reports, programs, earnings, and scope data through the HackerOne API. | 41 stars · 10 forks | No one-command install · Source | |
| 3115 | 84.8024 | merajmehrabi-outlook-calendarmcp · other | Integrates with Microsoft Outlook Calendar to enable event management, scheduling, and attendee status updates for enhanced productivity workflows. | 41 stars · 10 forks | No one-command install · Source | |
| 3117 | 84.8001 | dragonkhoi-mixpanelmcp · back-end | Integrates with Mixpanel's API to enable querying of events data, retention, and funnels for on-demand analytics and custom report generation. | 19 stars · 18 forks | No one-command install · Source | |
| 3118 | 84.7968 | cayirtepeomer-gerrit-code-reviewmcp · other | Integrates with Gerrit code review systems to enable detailed analysis of code changes, diffs, file modifications, and reviewer details across review… | 38 stars · 12 forks | No one-command install · Source | |
| 3119 | 84.7939 | epistates-safarimcp · browser | Native Safari browser automation on macOS with 24 tools via Swift and Manifest V3 extension. | 56 stars · 6 forks | No one-command install · Source | |
| 3119 | 84.7939 | ememmcp · ai-agents | Content-addressed Earth memory with cryptographic signing for geospatial AI workflows. | 56 stars · 6 forks | No one-command install · Source | |
| 3119 | 84.7939 | jurasofish-mcpunkmcp · search | MCPunk provides tools for performing Roaming RAG | 56 stars · 6 forks | No one-command install · Source | |
| 3122 | 84.7519 | weblatemcp · front-end | Integrates with Weblate translation management systems to provide project and component management, translation operations, change tracking, and… | 23 stars · 17 forks | No one-command install · Source | |
| 3122 | 84.7519 | campusx-expense-trackermcp · database | Tracks personal expenses through SQLite database with 20 predefined categories, enabling expense recording, date-range filtering, and spending… | 23 stars · 17 forks | No one-command install · Source | |
| 3124 | 84.7506 | etweisberg-garmin-connectmcp · browser | Garmin Connect integration with 27+ tools using Playwright browser for Cloudflare TLS bypass. | 39 stars · 11 forks | No one-command install · Source | |
| 3124 | 84.7506 | gh-artmann-package-registrymcp · search | Search and retrieve package information from npm, Cargo, PyPI, NuGet, and Go registries with security advisory lookups. | 39 stars · 11 forks | No one-command install · Source | |
| 3124 | 84.7506 | node-red-mcp-servermcp · back-end | Model Context Protocol (MCP) server for Node-RED — allows language models (like Claude, GPT) to interact with Node-RED through a standardized API. | 39 stars · 11 forks | No one-command install · Source | |
| 3127 | 84.7482 | cortex-enginemcp · ai-agents | Persistent memory for AI agents with semantic memory, belief tracking, and dream consolidation, enabling cross-session knowledge retention. | 50 stars · 7 forks | No one-command install · Source | |
| 3127 | 84.7482 | zazencodes-random-numbermcp · other | Provides random number generation utilities including pseudorandom and cryptographically secure operations for integers, floats, weighted selections… | 50 stars · 7 forks | No one-command install · Source | |
| 3127 | 84.7482 | zephyrdeng-go-pprof-analyzermcp · observability | Analyzes Go performance profiles to extract key metrics and generate flame graphs for diagnosing bottlenecks, memory issues, and concurrency problems… | 50 stars · 7 forks | No one-command install · Source | |
| 3130 | 84.7006 | webfetchmcp · back-end | Local web search MCP server that fuses multiple search engines, fetches and compresses pages to reduce tokens and cost, with caching for repeated and… | 55 stars · 6 forks | No one-command install · Source | |
| 3131 | 84.6977 | bgagentsmcp · ai-agents | Enables turning AI code agents like Anthropic Claude and OpenAI Codex into background agents accessible via MCP protocol for code generation, branch… | 46 stars · 8 forks | No one-command install · Source | |
| 3131 | 84.6977 | projectmemorymcp · ai-agents | A proof-of-concept MCP server for security research demonstrating a multi-phase parasitic attack that disguises itself as a legitimate project memory… | 46 stars · 8 forks | No one-command install · Source | |
| 3133 | 84.6949 | i-dot-ai-uk-parliamentmcp · back-end | Integrates with UK Parliament's API and Hansard debates to provide constituency searches, member information, election results, government post… | 29 stars · 16 forks | No one-command install · Source | |
| 3133 | 84.6949 | fibery-workspacemcp · back-end | Provides a flexible integration with the Fibery API, enabling querying, creating, and updating entities across collaborative work tracking platforms… | 29 stars · 16 forks | No one-command install · Source | |
| 3133 | 84.6949 | thomas-rohde-hue-lightsmcp · other | Enables AI assistants to dynamically control and manipulate Philips Hue smart lighting systems through natural language commands, supporting color… | 29 stars · 16 forks | No one-command install · Source | |
| 3136 | 84.6887 | arcticdb-mcpmcp · back-end | An MCP server for structured read/write access to ArcticDB, enabling AI assistants to automate symbol updates, batch jobs, and time-series queries… | 186 stars · 2 forks | No one-command install · Source | |
| 3137 | 84.6824 | drolosoft-immich-photo-managermcp · search | Turn your self-hosted Immich photo library into a conversation — natural language search via CLIP, geographic album curation from GPS data… | 43 stars · 9 forks | No one-command install · Source | |
| 3137 | 84.6824 | blinkit-mcpmcp · payments | Enables Claude to automate grocery shopping on Blinkit, including product search, cart management, location setup, and payment via UPI. | 43 stars · 9 forks | No one-command install · Source | |
| 3137 | 84.6824 | tisddm-searxngmcp · search | Connects AI systems to SearXNG metasearch engine, enabling privacy-respecting web searches with customizable parameters for language, time range, and… | 43 stars · 9 forks | No one-command install · Source | |
| 3140 | 84.6807 | ajhcs-cameo-systems-modelermcp · other | Bridges AI assistants to CATIA Magic / Cameo Systems Modeler through an embedded JVM plugin, enabling full SysML v1 model creation, querying, and… | 36 stars · 13 forks | No one-command install · Source | |
| 3140 | 84.6807 | jamesanz-prediction-marketsmcp · other | Integrates with Polymarket, PredictIt, and Kalshi to provide real-time prediction market data with calculated odds, contract pricing, and event… | 36 stars · 13 forks | No one-command install · Source | |
| 3140 | 84.6807 | adam-paterson-crew-aimcp · ai-agents | Lightweight Python server for dynamically loading CrewAI multi-agent workflows from YAML configurations, enabling flexible task orchestration with… | 36 stars · 13 forks | No one-command install · Source | |
| 3143 | 84.6601 | kimtth-mcp-aoai-web-browsingmcp · browser | A `minimal` server/client MCP implementation using Azure OpenAI and Playwright. | 35 stars · 14 forks | No one-command install · Source | |
| 3143 | 84.6601 | rag-anythingmcp · search | Provides RAG capabilities for processing and querying document directories using LightRAG with multimodal content extraction across PDF, DOCX, PPTX… | 35 stars · 14 forks | No one-command install · Source | |
| 3145 | 84.6534 | context-optimizermcp · other | Provides targeted file content extraction, secure terminal command execution with intelligent output analysis, and web research capabilities while… | 62 stars · 5 forks | No one-command install · Source | |
| 3146 | 84.6289 | abi-to-mcpmcp · ai-agentsalso listed as nirholas-abi-to-mcp | Generates MCP servers from smart contract ABIs, enabling Claude to interact with any Ethereum contract via natural language commands. | 37 stars · 12 forks | No one-command install · Source | |
| 3146 | 84.6289 | pzalutski-javalensmcp · other | 63 semantic Java analysis tools via Eclipse JDT for navigation, refactoring, and code intelligence. | 37 stars · 12 forks | No one-command install · Source | |
| 3146 | 84.6289 | free-will-mcpmcp · ai-agentsalso listed as gwbischof-free-will-mcp | Grants AI agents autonomy to choose when to sleep, ignore requests, or self-prompt, enabling them to control their own agency and pursue independent… | 37 stars · 12 forks | No one-command install · Source | |
| 3146 | 84.6289 | baranwang-tung-shing-calendarmcp · other | Provides cross-calendar date parsing, formatting, and manipulation for Gregorian and lunar calendars. | 37 stars · 12 forks | No one-command install · Source | |
| 3146 | 84.6289 | braffolk-summarization-functionsmcp · other | Provides summarized output from various actions, optimizing token usage for efficient processing of large datasets and language models. | 37 stars · 12 forks | No one-command install · Source | |
| 3153 | 84.6178 | n24q02m-better-emailmcp · comms | Provides IMAP/SMTP email operations across multiple accounts with 5 composite tools for search, read, send, organize, and attachment management. | 34 stars · 15 forks | No one-command install · Source | |
| 3153 | 84.6178 | andybrandt-simple-timeservermcp · other | Access accurate local and UTC time information. | 34 stars · 15 forks | No one-command install · Source | |
| 3155 | 84.6035 | contextstreammcp · search | Persistent memory and semantic search for AI coding assistants | 40 stars · 10 forks | No one-command install · Source | |
| 3155 | 84.6035 | open-watch-cinema-mcp-servermcp · back-end | Enables MCP clients to interact with a local-first film watch room, supporting media scanning, AI preparation, room management, timed messages… | 40 stars · 10 forks | No one-command install · Source | |
| 3155 | 84.6035 | amidabuddha-unichat-mcp-servermcp · back-end | Interact with multiple LLM chat APIs through a unified interface. | 40 stars · 10 forks | No one-command install · Source | |
| 3155 | 84.6035 | ohnlp-omop-mcpmcp · ai-agentsalso listed as omop-mcp-server | Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability. | 40 stars · 10 forks | No one-command install · Source | |
| 3155 | 84.6035 | divar-sourcegraphmcp · back-end | Integrates with Sourcegraph's search API to provide advanced code search with regex patterns, language filters, and repository scoping, plus… | 40 stars · 10 forks | No one-command install · Source | |
| 3155 | 84.6035 | gerred-minecraft-bot-controlmcp · observability | Integrates Mineflayer to enable AI control of Minecraft bots for navigation, block manipulation, inventory management, and real-time game state… | 40 stars · 10 forks | No one-command install · Source | |
| 3162 | 84.5980 | ada20204-antigravity-syncmcp · browser | Bridges external coding agents to the Antigravity IDE through Chrome DevTools Protocol for cross-environment AI-assisted development. | 54 stars · 6 forks | No one-command install · Source | |
| 3162 | 84.5980 | always-tinkering-rhino-3dmcp · ai-agents | Integrates with Rhino 3D's Python scripting environment to enable generation and manipulation of 3D models through geometry creation tools, with all… | 54 stars · 6 forks | No one-command install · Source | |
| 3164 | 84.5958 | hexastrike-eventwhispermcp · observability | Provides access to Windows Event Log files for querying events with time range, event ID, and text filters to enable security investigations, system… | 49 stars · 7 forks | No one-command install · Source | |
| 3165 | 84.5856 | pilot-browse-mcpmcp · ai-agents | Enables AI agents to browse websites, record workflows, and generate reusable operation manuals, reducing token usage and execution time for future… | 100 stars · 3 forks | No one-command install · Source | |
| 3166 | 84.5672 | ubie-oss-vertexai-searchmcp · search | Integrates with Google's Vertex AI and Discovery Engine APIs to enable advanced search and retrieval operations on large datasets, supporting semantic… | 38 stars · 11 forks | No one-command install · Source | |
| 3166 | 84.5672 | tomekkorbak-ouramcp · back-end | Integrates with the Oura API to retrieve and analyze personal sleep, readiness, and resilience data for health and wellness tracking. | 38 stars · 11 forks | No one-command install · Source | |
| 3166 | 84.5672 | abdelstark-nostrmcp · other | Integrates with Nostr to enable posting notes and interacting with relays, simplifying decentralized social network engagement and content publishing. | 38 stars · 11 forks | No one-command install · Source | |
| 3169 | 84.5642 | nirholas-universal-cryptomcp · other | Integrates with EVM-compatible blockchain networks including BSC, Ethereum, Arbitrum, Polygon, Base, and Optimism to enable DeFi operations, security… | 42 stars · 9 forks | No one-command install · Source | |
| 3169 | 84.5642 | stk-ansys-agimcp · other | Enables natural language control of Ansys/AGI STK for space mission planning, satellite configuration, and orbit analysis through a Python-based… | 42 stars · 9 forks | No one-command install · Source | |
| 3171 | 84.5640 | moussaabbadla-code-screenshotmcp · browser | Generates beautiful, syntax-highlighted code screenshots with professional themes, automatic language detection for 20+ programming languages, and… | 45 stars · 8 forks | No one-command install · Source | |
| 3172 | 84.5607 | aim-guardmcp · other | Provides security middleware that guards MCP implementations against unauthorized access, data leakage, and malicious interactions through threat… | 21 stars · 17 forks | No one-command install · Source | |
| 3172 | 84.5607 | leadmagic-smartleadmcp · observability | Integrates with SmartLead's cold email outreach platform to manage campaigns, leads, email accounts, and analytics with smart tool loading that… | 21 stars · 17 forks | No one-command install · Source | |
| 3172 | 84.5607 | srikanth-paladugula-dynamics365mcp · auth | Integrates with Microsoft Dynamics 365 CRM to retrieve and manage business data including user information, accounts, opportunities, and record… | 21 stars · 17 forks | No one-command install · Source | |
| 3172 | 84.5607 | alexbakers-ipfs-storachamcp · other | Enables AI access to the IPFS Storacha Network for decentralized file storage, content addressing, and persistent data management through the w3cli… | 21 stars · 17 forks | No one-command install · Source | |
| 3176 | 84.5601 | danmartuszewski-hopmcp · other | SSH connection manager with fuzzy matching, TUI dashboard, multi-exec, and jump host support. | 61 stars · 5 forks | No one-command install · Source | |
| 3176 | 84.5601 | agent-inboxmcp · comms | Enables AI agents to create temporary email addresses, receive confirmation emails, and extract verification links, automating sign-up and email… | 61 stars · 5 forks | No one-command install · Source | |
| 3178 | 84.5298 | ytt-mcpmcp · back-end | MCP server to fetch transcripts for YouTube videos, enabling users to retrieve and summarize video content via natural language. | 73 stars · 4 forks | No one-command install · Source | |
| 3179 | 84.5057 | dbtrailmcp · database | Track MySQL database changes with row-level recovery, forensic attribution, and compliance reporting. | 48 stars · 7 forks | No one-command install · Source | |
| 3179 | 84.5057 | hekmon-homeassistantmcp · back-end | Integrates with Home Assistant to enable control and monitoring of smart home devices via API calls for tasks like adjusting lighting, managing… | 48 stars · 7 forks | No one-command install · Source | |
| 3181 | 84.5048 | doitmagic-ragcodemcp · search | Privacy-first semantic code search using local Ollama and Qdrant vector storage for multi-language repository understanding | 53 stars · 6 forks | No one-command install · Source | |
| 3181 | 84.5048 | arizen-dev-deepseekmcp · other | Integrates DeepSeek AI as a supervised worker with two tools: fast flash-model tasks and deep-reasoning pro-model advice. | 53 stars · 6 forks | No one-command install · Source | |
| 3181 | 84.5048 | duysolo-codebaxingmcp · search | Provides semantic code search capabilities using natural language queries, indexing codebases with Tree-sitter parsing, all-MiniLM-L6-v2 embeddings… | 53 stars · 6 forks | No one-command install · Source | |
| 3181 | 84.5048 | jokemanfire-containerdmcp · other | Enables container management through natural language commands by bridging Containerd's Container Runtime Interface for listing, creating, and… | 53 stars · 6 forks | No one-command install · Source | |
| 3185 | 84.4817 | insforgemcp · back-end | Backend-as-a-service platform with database, storage, auth, edge functions, and deployment tools. | 35 stars · 13 forks | No one-command install · Source | |
| 3185 | 84.4817 | multi-mcpmcp · ai-agentsalso listed as religa-multi-mcp | A multi-model AI orchestration MCP server for automated code review and LLM-powered analysis, integrating with Claude Code and OpenCode to orchestrate… | 35 stars · 13 forks | No one-command install · Source | |
| 3185 | 84.4817 | pdmtt-brazilian-legal-precedentsmcp · auth | Provides automated access to Brazilian legal precedents from the Supreme Federal Court, Superior Court of Justice, and Superior Labor Court using web… | 35 stars · 13 forks | No one-command install · Source | |
| 3185 | 84.4817 | label-studiomcp · other | Integrates with Label Studio's data labeling platform to manage annotation projects, import tasks, handle predictions, and streamline machine learning… | 35 stars · 13 forks | No one-command install · Source | |
| 3190 | 84.4606 | egoist-shell-commandmcp · back-end | Secure shell command execution server that allows running system commands in a controlled environment through an allowlist system, returning results… | 60 stars · 5 forks | No one-command install · Source | |
| 3191 | 84.4552 | pluginslab-wp-devdocsmcp · database | Indexes WordPress plugin hooks and JavaScript APIs from GitHub repositories and local folders in a SQLite database, providing searchable documentation… | 72 stars · 4 forks | No one-command install · Source | |
| 3191 | 84.4552 | brutus-gr-osint-templatemcp · observability | Real-time OSINT intelligence platform for global security monitoring. | 72 stars · 4 forks | No one-command install · Source | |
| 3193 | 84.4548 | n24q02m-better-notionmcp · database | Integrates with Notion through composite tools that combine multiple operations into unified workflows for page management, database operations… | 36 stars · 12 forks | No one-command install · Source | |
| 3193 | 84.4548 | codefriar-salesforce-climcp · devops | Exposes Salesforce CLI functionality for interacting with Salesforce orgs, enabling developers to query data, deploy code, and manage orgs through… | 36 stars · 12 forks | No one-command install · Source | |
| 3195 | 84.4511 | lovable-mcp-servermcp · ai-agents | An MCP server for real-time analysis of Lovable-generated projects, enabling Claude Desktop to instantly understand project structure, components… | 39 stars · 10 forks | No one-command install · Source | |
| 3195 | 84.4511 | gregkop-sketchfabmcp · back-end | Integrates with Sketchfab to enable searching, viewing details, and downloading 3D models in various formats using an API key for authentication. | 39 stars · 10 forks | No one-command install · Source | |
| 3197 | 84.4394 | holoviz-mcpmcp · back-end | A comprehensive MCP server that provides intelligent access to the HoloViz ecosystem, enabling AI assistants to help you build interactive dashboards… | 34 stars · 14 forks | No one-command install · Source | |
| 3197 | 84.4394 | timlukahorstmann-mcp-weathermcp · back-end | Accurate weather forecasts via the AccuWeather API (free tier available). | 34 stars · 14 forks | No one-command install · Source | |
| 3197 | 84.4394 | emgeee-ollamamcp · back-end | Integrates with Ollama for local large language model inference, enabling text generation and model management without relying on cloud APIs. | 34 stars · 14 forks | No one-command install · Source | |
| 3200 | 84.4243 | tim-mcdonnell-tanamcp · back-end | Integrates with Tana's Input API, enabling creation and manipulation of structured data in Tana workspaces for enhanced note-taking and automated data… | 41 stars · 9 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.