Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1801 | 74.510 | gbrigandi-concealmcp · back-end | Proxy server that intercepts communications to automatically detect and replace personally identifiable information with consistent fake data using… | 18 stars · 4 forks | No one-command install · Source | |
| 1801 | 74.510 | solanaviz-mcp-servermcp · back-end | Enables Claude to access, analyze, and visualize Solana blockchain data through natural language conversations. | 18 stars · 4 forks | No one-command install · Source | |
| 1803 | 74.488 | tianqitang1-enrichr-mcp-servermcp · back-end | A MCP server that provides gene set enrichment analysis using the Enrichr API | 15 stars · 6 forks | No one-command install · Source | |
| 1803 | 74.488 | panth1823-formula1mcp · back-end | Integrates with Formula 1 APIs to provide real-time racing data, historical results, driver information, team radio messages, weather conditions, and… | 15 stars · 6 forks | No one-command install · Source | |
| 1803 | 74.488 | qlik-mcp-servermcp · back-end | A comprehensive MCP server that provides complete access to Qlik Sense applications and their detailed information for AI assistants and other MCP… | 15 stars · 6 forks | No one-command install · Source | |
| 1803 | 74.488 | anthropic-compiler-explorermcp · back-end | Connects to Compiler Explorer API for listing programming languages, retrieving available compilers, and compiling source code with customizable… | 15 stars · 6 forks | No one-command install · Source | |
| 1803 | 74.488 | nocodb-mcp-servermcp · back-end | Provides CRUD operations (Create, Read, Update, Delete) for Nocodb tables through the Model Context Protocol. | 15 stars · 6 forks | No one-command install · Source | |
| 1803 | 74.488 | glifxyz-mymcpspacemcp · back-end | Enables AI interaction with MyMCPSpace social media platform for creating posts, replying to content, toggling likes, retrieving feed data, and… | 15 stars · 6 forks | No one-command install · Source | |
| 1803 | 74.488 | aapanelmcp · back-end | Bridges AI with aaPanel web hosting control panel for managing websites, databases, Docker containers, and system resources through Go-based API… | 15 stars · 6 forks | No one-command install · Source | |
| 1810 | 74.475 | codemagic-mcp-servermcp · back-end | A lightweight MCP server that provides seamless access to Codemagic CI/CD APIs, enabling natural language interaction with applications, builds… | 13 stars · 8 forks | No one-command install · Source | |
| 1810 | 74.475 | fish-audiomcp · back-end | Integrates with Fish Audio's API to generate high-quality speech from text with configurable voice models, audio formats, and real-time streaming for… | 13 stars · 8 forks | No one-command install · Source | |
| 1810 | 74.475 | nacal-minecraft-remotemcp · back-end | Enables AI-assisted remote control and manipulation of Minecraft servers through natural language commands, supporting complex navigation, world… | 13 stars · 8 forks | No one-command install · Source | |
| 1810 | 74.475 | mcp-coinglassmcp · back-end | Provides futures market analytics (Open Interest, Liquidations, Long/Short Ratio, Funding Rates) via the CoinGlass API v4, enabling natural language… | 13 stars · 8 forks | No one-command install · Source | |
| 1810 | 74.475 | ethancod1ng-bybitmcp · back-end | Integrates with Bybit cryptocurrency exchange APIs to provide real-time market data, account management, and testnet-only trading operations for… | 13 stars · 8 forks | No one-command install · Source | |
| 1810 | 74.475 | wiki-js-mcp-servermcp · back-end | An MCP server that provides a unified interface to manage Wiki.js pages, users, and groups via GraphQL API, enabling AI agents to create, read… | 13 stars · 8 forks | No one-command install · Source | |
| 1816 | 74.422 | opencart-mcp-servermcp · back-end | Query and edit your OpenCart store from Claude Code. Products, orders, customers, Journal3 modules, SEO URLs, CMS pages — 36 tools, all through… | 16 stars · 5 forks | No one-command install · Source | |
| 1816 | 74.422 | notebooklm-mcp-2026mcp · back-end | Secure MCP server for querying Google NotebookLM notebooks. Enables AI assistants to list notebooks, read sources, and ask the NotebookLM AI questions… | 16 stars · 5 forks | No one-command install · Source | |
| 1816 | 74.422 | huaqiu-electronics-kicadmcp · back-end | Exposes KiCad PCB and schematic editor capabilities as tools through a custom IPC API integration. | 16 stars · 5 forks | No one-command install · Source | |
| 1816 | 74.422 | faostat-mcp-servermcp · back-end | Enables AI assistants to query the full FAOSTAT API for global food and agriculture statistics, allowing natural-language questions about crop… | 16 stars · 5 forks | No one-command install · Source | |
| 1816 | 74.422 | evilfreelancer-openapi-proxymcp · back-end | Converts OpenAPI and Swagger specifications into callable tools by generating Zod-validated schemas and proxying HTTP requests to backend APIs. | 16 stars · 5 forks | No one-command install · Source | |
| 1816 | 74.422 | demo-servermcp · back-end | A simple MCP server that exposes a calculator tool (addition) and a dynamic greeting resource. | 16 stars · 5 forks | No one-command install · Source | |
| 1816 | 74.422 | kakao-map-mcp-servermcp · back-end | Provides location-based place recommendations in South Korea using the Kakao Map API, optimized for Korean language queries. Supports recommending… | 16 stars · 5 forks | No one-command install · Source | |
| 1816 | 74.422 | jaokuohsuan-draw-thingsmcp · back-end | Integrates with the Draw Things API to convert text prompts or JSON inputs into JSON-RPC requests, enabling AI image generation capabilities with… | 16 stars · 5 forks | No one-command install · Source | |
| 1816 | 74.422 | esshka-okx-cryptocurrencymcp · back-end | Provides real-time cryptocurrency market data from OKX exchange through API endpoints for historical candlestick patterns and current price… | 16 stars · 5 forks | No one-command install · Source | |
| 1825 | 74.332 | webex-messagingmcp · back-end | Integrates with Cisco Webex Messaging API to provide complete access to rooms, messages, teams, memberships, webhooks, and ECM folder management… | 7 stars · 9 forks | No one-command install · Source | |
| 1825 | 74.332 | taiga-mcp-servermcp · back-end | Enables natural language interaction with Taiga project management systems, allowing management of projects, sprints, user stories, tasks, and issues… | 7 stars · 9 forks | No one-command install · Source | |
| 1825 | 74.332 | n8n-workflow-automationmcp · back-end | Enables AI to create, manage, and execute n8n workflows using natural language commands for automating complex business processes without requiring… | 7 stars · 9 forks | No one-command install · Source | |
| 1828 | 74.311 | clementringot-sap-cloudification-repositorymcp · back-end | Searches SAP released objects, APIs, and migration successors with Clean Core Level filtering for ABAP Cloud migration planning. | 25 stars · 2 forks | No one-command install · Source | |
| 1828 | 74.311 | mac-cuamcp · back-end | An open-source MCP server for macOS that lets AI control desktop apps in the background without moving the cursor or stealing focus. | 25 stars · 2 forks | No one-command install · Source | |
| 1828 | 74.311 | searchpinmcp · back-end | Free self-hosted web search for AI agents with multi-engine parallel search, semantic re-ranking, and native China network support. Zero API keys. | 25 stars · 2 forks | No one-command install · Source | |
| 1828 | 74.311 | 1c-templates-mcpmcp · back-end | MCP server for semantic search of 1C (BSL) code templates with 2262+ community templates, CRUD web interface, and ChromaDB + embeddings for… | 25 stars · 2 forks | No one-command install · Source | |
| 1832 | 74.288 | fortianalyzer-mcp-servermcp · back-end | Enables AI assistants to interact with FortiAnalyzer for log analysis, reporting, security monitoring, and SOC operations via the JSON-RPC API. | 12 stars · 8 forks | No one-command install · Source | |
| 1832 | 74.288 | balldontliemcp · back-end | Comprehensive sports data and analytics API covering NBA, NFL, MLB, NHL, and 6+ other major leagues | 12 stars · 8 forks | No one-command install · Source | |
| 1832 | 74.288 | mcp-refactor-typescriptmcp · back-end | A TypeScript/JavaScript refactoring MCP server that uses the TypeScript compiler to perform safe, type-aware code transformations such as renaming… | 12 stars · 8 forks | No one-command install · Source | |
| 1832 | 74.288 | mattbusel-reddit-options-trader-rotmcp · back-end | The first financial intelligence MCP server. Live AI-scored trading signals from Reddit, SEC filings, FDA approvals, Congressional trades, and 15+… | 12 stars · 8 forks | No one-command install · Source | |
| 1832 | 74.288 | bshada-nse-bsemcp · back-end | Integrates with NSE and BSE India stock market APIs to provide real-time quotes, historical data analysis, options chains, corporate actions, IPO… | 12 stars · 8 forks | No one-command install · Source | |
| 1832 | 74.288 | wincc-v8-mcp-servermcp · back-end | MCP server providing access to Siemens WinCC V8 SCADA systems via REST API, enabling tag management, alarm logging, and archive operations. | 12 stars · 8 forks | No one-command install · Source | |
| 1832 | 74.288 | datacenter-cisco-apicmcp · back-end | Integrates with Cisco APIC for managing Application Centric Infrastructure fabrics through REST API operations, enabling managed object retrieval… | 12 stars · 8 forks | No one-command install · Source | |
| 1839 | 74.286 | freema-jiramcp · back-end | Manages Jira issues, projects, and boards via the Atlassian Jira REST API. | 14 stars · 7 forks | No one-command install · Source | |
| 1839 | 74.286 | ifs-mcp-server-localmcp · back-end | Connect Claude to your IFS Cloud instance and interact with your ERP through natural conversation. | 14 stars · 7 forks | No one-command install · Source | |
| 1839 | 74.286 | mcp-hangarmcp · back-end | The policy enforcement plane for MCP: deterministic admission and egress policy, attributable audit, and SIEM export for your MCP server fleet… | 14 stars · 7 forks | No one-command install · Source | |
| 1839 | 74.286 | jameskanyiri-daraja-mpesamcp · back-end | Enables AI systems to initiate and process M-Pesa mobile payment transactions through the Safaricom Daraja API, allowing users to authorize payments… | 14 stars · 7 forks | No one-command install · Source | |
| 1839 | 74.286 | erevus-pinescript-syntax-checkermcp · back-end | Validates TradingView PineScript code syntax by interfacing with TradingView's official pine-facade API, providing real-time compilation error… | 14 stars · 7 forks | No one-command install · Source | |
| 1839 | 74.286 | daisys-text-to-speechmcp · back-end | Provides a bridge to the Daisys AI text-to-speech API, enabling high-quality voice audio generation with control over characteristics like gender… | 14 stars · 7 forks | No one-command install · Source | |
| 1839 | 74.286 | javaprogrammerlb-zoommcp · back-end | Enables AI to create and manage Zoom meetings with customizable settings through server-to-server OAuth authentication with the Zoom API. | 14 stars · 7 forks | No one-command install · Source | |
| 1839 | 74.286 | m-ahmed-elbeskeri-ultimatecodermcp · back-end | FastMCP server that enables comprehensive file system operations, code modifications, process management, and static analysis for automated code… | 14 stars · 7 forks | No one-command install · Source | |
| 1847 | 74.285 | lad-lviv-uamcp · back-end | Lviv (Ukraine) public transport MCP server — live arrivals, vehicle positions, stop discovery, route shapes, and static timetables. No API key… | 9,780 installs | No commit datelisted | No one-command install · Source |
| 1848 | 74.194 | pdbe-mcp-serversmcp · back-end | Provides seamless access to the Protein Data Bank in Europe (PDBe) API and search capabilities, enabling AI clients to query protein structures… | 37 stars · 1 fork | No one-command install · Source | |
| 1849 | 74.139 | eodhd-mcp-servermcp · back-end | Enables interaction with EOD Historical Data APIs, providing access to 75 read-only tools for financial data including fundamentals, news, screeners… | 20 stars · 3 forks | No one-command install · Source | |
| 1849 | 74.139 | afro-tools-mcp-servermcp · back-end | Provides AI agents with structured, verified specs for African APIs like Wave and Paycard, enabling automatic integration code generation without… | 20 stars · 3 forks | No one-command install · Source | |
| 1849 | 74.139 | clo3d-mcp-servermcp · back-end | Enables AI assistants to control CLO3D for pattern creation, fabric swapping, simulation, and model export via natural language commands. | 20 stars · 3 forks | No one-command install · Source | |
| 1849 | 74.139 | ariklapid-pyslangmcp · back-end | MCP server providing 10 compiler-backed read-only analysis tools for Verilog and SystemVerilog projects. | 20 stars · 3 forks | No one-command install · Source | |
| 1853 | 74.090 | s-p-500-mcp-servermcp · back-end | MCP server for querying S\&P 500 company data from Supabase, providing tools for company info, financials, price data, news, officers, and SEC… | 106 stars | No one-command install · Source | |
| 1854 | 74.043 | agentx-ai-mailchimpmcp · back-end | Integrates with Mailchimp's Marketing API to provide read-only access to automation management, campaign analytics, list and member data, e-commerce… | 11 stars · 8 forks | No one-command install · Source | |
| 1854 | 74.043 | chunkydotdev-bldbl-mcpmcp · back-end | Official MCP server for Buildable AI-powered development platform [bldbl.dev](https://bldbl.dev). Enables AI assistants to manage tasks, track… | 11 stars · 8 forks | No one-command install · Source | |
| 1854 | 74.043 | jtewen-ynabmcp · back-end | Integrates with You Need A Budget's API to enable budget inquiries, expense tracking, and financial data analysis through natural language… | 11 stars · 8 forks | No one-command install · Source | |
| 1854 | 74.043 | rami-levymcp · back-end | Provides a bridge to the Rami Levy online grocery shopping platform in Israel, enabling product searches, shopping cart management, and checkout… | 11 stars · 8 forks | No one-command install · Source | |
| 1858 | 73.972 | kimimgo-viznoirmcp · back-end | Cinema-quality science visualization MCP server for CFD/FEA/SPH. 22 tools for rendering, slicing, contouring, volume rendering, and animating… | 17 stars · 4 forks | No one-command install · Source | |
| 1858 | 73.972 | repliers-mcp-servermcp · back-end | Provides AI assistants access to real-time MLS data via the Repliers API, enabling natural language property search, market statistics, and listing… | 17 stars · 4 forks | No one-command install · Source | |
| 1858 | 73.972 | watcher1223-premanmcp · back-end | TypeScript SDK and CLI that converts REST API endpoints into hosted MCP servers with scoped consumer tokens, rate limits, and audit logging. | 17 stars · 4 forks | No one-command install · Source | |
| 1858 | 73.972 | apideckmcp · back-end | Unified API MCP — 229 tools across 200+ SaaS connectors for accounting, HRIS, CRM, and file storage. | 17 stars · 4 forks | No one-command install · Source | |
| 1858 | 73.972 | goodfire-eveemcp · back-end | Connects to Goodfire's EVEE API for interpretable genomic variant effect predictions using the Evo 2 foundation model. | 17 stars · 4 forks | No one-command install · Source | |
| 1863 | 73.966 | porkbunmcp · back-endalso listed as porkbun-mcp-server-2 | Official Porkbun MCP server for AI-driven domain management via the Porkbun v3 API. | 24 stars · 2 forks | No one-command install · Source | |
| 1863 | 73.966 | research-mcpmcp · back-end | MCP server for searching, retrieving, and extracting full-text PDFs from arXiv papers. | 24 stars · 2 forks | No one-command install · Source | |
| 1866 | 73.875 | codex-image-context-runtimemcp · back-end | MCP server that enables Codex to run image generation and inspection as durable jobs, returning bounded text results and references instead of image… | 100 stars | No one-command install · Source | |
| 1867 | 73.822 | gtm-api-linkedin-mcp-servermcp · back-end | A managed MCP server that gives AI agents 160+ typed LinkedIn tools for searching, connecting, messaging, and enriching profiles, with built-in… | 99 stars | No one-command install · Source | |
| 1868 | 73.761 | kukapay-etf-flowmcp · back-end | Retrieves crypto ETF flow data from CoinGlass API, providing historical Bitcoin and Ethereum fund flow analysis in structured markdown tables with… | 10 stars · 8 forks | No one-command install · Source | |
| 1869 | 73.756 | xxczaki-local-historymcp · back-end | Provides direct access to Cursor/VS Code Local History data with tools for listing files with history, retrieving complete file histories, accessing… | 15 stars · 5 forks | No one-command install · Source | |
| 1869 | 73.756 | fubon-mcp-servermcp · back-end | MCP server for Fubon Securities, providing comprehensive Taiwan stock trading and market data query capabilities. | 15 stars · 5 forks | No one-command install · Source | |
| 1869 | 73.756 | mercari-jp-mcpmcp · back-end | MCP server to search Mercari Japan listings with query, price range, and exclude keywords. | 15 stars · 5 forks | No one-command install · Source | |
| 1869 | 73.756 | mlflow-mcp-servermcp · back-end | A Model Context Protocol server that enables LLMs to interact with MLflow tracking servers, allowing users to query experiments, analyze runs, compare… | 15 stars · 5 forks | No one-command install · Source | |
| 1869 | 73.756 | wuke3-godot-mcp-promcp · back-end | TypeScript MCP server for Godot 4 that bridges AI assistants to the Godot editor via WebSocket for project, scene, node, script, and runtime… | 15 stars · 5 forks | No one-command install · Source | |
| 1869 | 73.756 | bricks-builder-mcp-servermcp · back-end | Enables AI assistants to manage Bricks Builder pages, templates, and elements via natural language, with multi-site and CPT support. | 15 stars · 5 forks | No one-command install · Source | |
| 1869 | 73.756 | gns3-mcp-servermcp · back-end | Enables control of GNS3 network lab automation, including projects, nodes, consoles, and SSH, through Claude Desktop or any MCP-compatible client. | 15 stars · 5 forks | No one-command install · Source | |
| 1869 | 73.756 | n4tivex-roblox-docsmcp · back-end | Provides access to Roblox's development ecosystem including API documentation, FastFlags, Open Cloud REST API, Luau language docs, and DevForum… | 15 stars · 5 forks | No one-command install · Source | |
| 1869 | 73.756 | multi-cluster-kubernetes-mcp-servermcp · back-end | Enables managing multiple Kubernetes clusters simultaneously with over 60 tools for cluster operations, resource management, monitoring, RBAC… | 15 stars · 5 forks | No one-command install · Source | |
| 1869 | 73.756 | porkbun-mcp-servermcp · back-end | Enables management of Porkbun domains, DNS records, SSL certificates, URL forwarding, and DNSSEC through MCP-compatible clients. | 15 stars · 5 forks | No one-command install · Source | |
| 1869 | 73.756 | pdf-mcp-servermcp · back-end | Enables AI-powered PDF manipulation through natural language commands, integrating with Claude to perform operations like merging, splitting… | 15 stars · 5 forks | No one-command install · Source | |
| 1869 | 73.756 | networksdb-mcpmcp · back-end | Enables natural language queries for network intelligence, IP geolocation, organization details, and DNS information via the NetworksDB API. | 15 stars · 5 forks | No one-command install · Source | |
| 1881 | 73.713 | servicenow-apimcp · back-end | MCP server enabling interaction with ServiceNow API for managing incidents, CMDB, change management, and other ServiceNow operations via natural… | 19 stars · 3 forks | No one-command install · Source | |
| 1881 | 73.713 | promptexecution-cratedocs-mcpmcp · back-end | Outputs short-form Rust crate derived traits,interfaces, etc. from AST (uses same api as rust-analyzer), output limits (token estimation) & crate docs… | 19 stars · 3 forks | No one-command install · Source | |
| 1881 | 73.713 | zfinix-cbnmcp · back-end | Integrates with the Central Bank of Nigeria API to fetch, search, and filter regulatory circulars and policy documents by date range and category… | 19 stars · 3 forks | No one-command install · Source | |
| 1881 | 73.713 | mcp-cve-intelligence-server-litemcp · back-end | Provides unified access to vulnerability data from NVD, MITRE, and GitHub Security Advisories for cybersecurity intelligence. | 19 stars · 3 forks | No one-command install · Source | |
| 1881 | 73.713 | devabdultech-hacker-newsmcp · back-end | Integrates with the Hacker News API to provide real-time access to stories, comments, and user data for news aggregation, trend analysis, and custom… | 19 stars · 3 forks | No one-command install · Source | |
| 1881 | 73.713 | ethereum-blockchain-toolsmcp · back-end | Integrates with Ethereum blockchain networks to provide smart contract auditing, wallet analysis, token balance checking, and profitability tracking… | 19 stars · 3 forks | No one-command install · Source | |
| 1887 | 73.690 | gnews-mcp-servermcp · back-end | MCP server providing access to the GNews API for fetching news articles and headlines. Supports search and top headlines with advanced filtering by… | 1 star · 16 forks | No one-command install · Source | |
| 1888 | 73.658 | automox-mcp-servermcp · back-endalso listed as automoxcommunity-automox | Enables AI assistants to manage and monitor Automox environments via natural language, including devices, compliance, policies, patches, and more. | 14 stars · 6 forks | No one-command install · Source | |
| 1888 | 73.658 | takumiy235-uniprotmcp · back-end | Integrates with UniProt API to provide cached protein information for bioinformatics applications and protein research. | 14 stars · 6 forks | No one-command install · Source | |
| 1888 | 73.658 | ks-gen-ai-confluencemcp · back-end | Integrates with Confluence's API to execute CQL queries and retrieve page content, enabling efficient search and access of wiki information. | 14 stars · 6 forks | No one-command install · Source | |
| 1888 | 73.658 | pwh-pwh-cal-mcpmcp · back-end | An MCP server for Mathematical expression calculation | 14 stars · 6 forks | No one-command install · Source | |
| 1888 | 73.658 | al-object-id-ninja-mcp-servermcp · back-end | MCP server for AL Object ID management in Microsoft Dynamics 365 Business Central development. It provides intelligent object ID allocation, collision… | 14 stars · 6 forks | No one-command install · Source | |
| 1888 | 73.658 | mcp-man-pages-servermcp · back-end | Provides AI assistants with access to Linux man pages for searching, retrieving, and exploring system documentation. | 14 stars · 6 forks | No one-command install · Source | |
| 1888 | 73.658 | cloudbet-sportsmcp · back-end | Integrates with Cloudbet's sports betting API to provide live sports data, betting markets, and odds across multiple sports with fuzzy search… | 14 stars · 6 forks | No one-command install · Source | |
| 1888 | 73.658 | opengov-socratamcp · back-end | Enables access to public government datasets from Socrata-powered portals through a unified tool for searching, querying, and analyzing data like… | 14 stars · 6 forks | No one-command install · Source | |
| 1888 | 73.658 | berlinbra-blueskymcp · back-end | Integrates with BlueSky's API to retrieve user profiles and social graph data, enabling user analysis, network visualization, and content discovery. | 14 stars · 6 forks | No one-command install · Source | |
| 1898 | 73.568 | googlarz-suunto-mcpmcp · back-end | MCP server for Suunto watches via the official apizone API. OAuth2 pairing, list/get workouts, time-series samples, FIT-file decoding, GPX export… | 23 stars · 2 forks | No one-command install · Source | |
| 1898 | 73.568 | tiger-salesforce-mcp-servermcp · back-end | Enables semantic search of Salesforce case summaries using embeddings, accessible via MCP tools and REST API. | 23 stars · 2 forks | No one-command install · Source | |
| 1898 | 73.568 | ensp-mcpmcp · back-end | MCP server for managing Huawei eNSP network simulation experiments, enabling topology management, Telnet device interaction, configuration deployment… | 23 stars · 2 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.