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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
180174.422evilfreelancer-openapi-proxymcp · back-endConverts OpenAPI and Swagger specifications into callable tools by generating Zod-validated schemas and proxying HTTP requests to backend APIs.16 stars · 5 forksNo one-command install · Source
180174.422demo-servermcp · back-endA simple MCP server that exposes a calculator tool (addition) and a dynamic greeting resource.16 stars · 5 forksNo one-command install · Source
180174.422kakao-map-mcp-servermcp · back-endProvides location-based place recommendations in South Korea using the Kakao Map API, optimized for Korean language queries. Supports recommending…16 stars · 5 forksNo one-command install · Source
180174.422jaokuohsuan-draw-thingsmcp · back-endIntegrates 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 forksNo one-command install · Source
180174.422esshka-okx-cryptocurrencymcp · back-endProvides real-time cryptocurrency market data from OKX exchange through API endpoints for historical candlestick patterns and current price…16 stars · 5 forksNo one-command install · Source
180674.332webex-messagingmcp · back-endIntegrates with Cisco Webex Messaging API to provide complete access to rooms, messages, teams, memberships, webhooks, and ECM folder management…7 stars · 9 forksNo one-command install · Source
180674.332taiga-mcp-servermcp · back-endEnables natural language interaction with Taiga project management systems, allowing management of projects, sprints, user stories, tasks, and issues…7 stars · 9 forksNo one-command install · Source
180674.332n8n-workflow-automationmcp · back-endEnables AI to create, manage, and execute n8n workflows using natural language commands for automating complex business processes without requiring…7 stars · 9 forksNo one-command install · Source
180974.311clementringot-sap-cloudification-repositorymcp · back-endSearches SAP released objects, APIs, and migration successors with Clean Core Level filtering for ABAP Cloud migration planning.25 stars · 2 forksNo one-command install · Source
180974.311mac-cuamcp · back-endAn 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 forksNo one-command install · Source
180974.311searchpinmcp · back-endFree 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 forksNo one-command install · Source
180974.3111c-templates-mcpmcp · back-endMCP server for semantic search of 1C (BSL) code templates with 2262+ community templates, CRUD web interface, and ChromaDB + embeddings for…25 stars · 2 forksNo one-command install · Source
181374.288fortianalyzer-mcp-servermcp · back-endEnables AI assistants to interact with FortiAnalyzer for log analysis, reporting, security monitoring, and SOC operations via the JSON-RPC API.12 stars · 8 forksNo one-command install · Source
181374.288balldontliemcp · back-endComprehensive sports data and analytics API covering NBA, NFL, MLB, NHL, and 6+ other major leagues12 stars · 8 forksNo one-command install · Source
181374.288mcp-refactor-typescriptmcp · back-endA TypeScript/JavaScript refactoring MCP server that uses the TypeScript compiler to perform safe, type-aware code transformations such as renaming…12 stars · 8 forksNo one-command install · Source
181374.288mattbusel-reddit-options-trader-rotmcp · back-endThe first financial intelligence MCP server. Live AI-scored trading signals from Reddit, SEC filings, FDA approvals, Congressional trades, and 15+…12 stars · 8 forksNo one-command install · Source
181374.288bshada-nse-bsemcp · back-endIntegrates with NSE and BSE India stock market APIs to provide real-time quotes, historical data analysis, options chains, corporate actions, IPO…12 stars · 8 forksNo one-command install · Source
181374.288wincc-v8-mcp-servermcp · back-endMCP server providing access to Siemens WinCC V8 SCADA systems via REST API, enabling tag management, alarm logging, and archive operations.12 stars · 8 forksNo one-command install · Source
181374.288datacenter-cisco-apicmcp · back-endIntegrates with Cisco APIC for managing Application Centric Infrastructure fabrics through REST API operations, enabling managed object retrieval…12 stars · 8 forksNo one-command install · Source
182074.286freema-jiramcp · back-endManages Jira issues, projects, and boards via the Atlassian Jira REST API.14 stars · 7 forksNo one-command install · Source
182074.286ifs-mcp-server-localmcp · back-endConnect Claude to your IFS Cloud instance and interact with your ERP through natural conversation.14 stars · 7 forksNo one-command install · Source
182074.286mcp-hangarmcp · back-endThe policy enforcement plane for MCP: deterministic admission and egress policy, attributable audit, and SIEM export for your MCP server fleet…14 stars · 7 forksNo one-command install · Source
182074.286jameskanyiri-daraja-mpesamcp · back-endEnables AI systems to initiate and process M-Pesa mobile payment transactions through the Safaricom Daraja API, allowing users to authorize payments…14 stars · 7 forksNo one-command install · Source
182074.286erevus-pinescript-syntax-checkermcp · back-endValidates TradingView PineScript code syntax by interfacing with TradingView's official pine-facade API, providing real-time compilation error…14 stars · 7 forksNo one-command install · Source
182074.286daisys-text-to-speechmcp · back-endProvides 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 forksNo one-command install · Source
182074.286javaprogrammerlb-zoommcp · back-endEnables AI to create and manage Zoom meetings with customizable settings through server-to-server OAuth authentication with the Zoom API.14 stars · 7 forksNo one-command install · Source
182074.286m-ahmed-elbeskeri-ultimatecodermcp · back-endFastMCP server that enables comprehensive file system operations, code modifications, process management, and static analysis for automated code…14 stars · 7 forksNo one-command install · Source
182874.285lad-lviv-uamcp · back-endLviv (Ukraine) public transport MCP server — live arrivals, vehicle positions, stop discovery, route shapes, and static timetables. No API key…9,780 installsNo commit datelisted No one-command install · Source
182974.194pdbe-mcp-serversmcp · back-endProvides seamless access to the Protein Data Bank in Europe (PDBe) API and search capabilities, enabling AI clients to query protein structures…37 stars · 1 forkNo one-command install · Source
183074.139eodhd-mcp-servermcp · back-endEnables interaction with EOD Historical Data APIs, providing access to 75 read-only tools for financial data including fundamentals, news, screeners…20 stars · 3 forksNo one-command install · Source
183074.139afro-tools-mcp-servermcp · back-endProvides AI agents with structured, verified specs for African APIs like Wave and Paycard, enabling automatic integration code generation without…20 stars · 3 forksNo one-command install · Source
183074.139clo3d-mcp-servermcp · back-endEnables AI assistants to control CLO3D for pattern creation, fabric swapping, simulation, and model export via natural language commands.20 stars · 3 forksNo one-command install · Source
183074.139ariklapid-pyslangmcp · back-endMCP server providing 10 compiler-backed read-only analysis tools for Verilog and SystemVerilog projects.20 stars · 3 forksNo one-command install · Source
183474.090s-p-500-mcp-servermcp · back-endMCP server for querying S\&P 500 company data from Supabase, providing tools for company info, financials, price data, news, officers, and SEC…106 starsNo one-command install · Source
183574.043agentx-ai-mailchimpmcp · back-endIntegrates with Mailchimp's Marketing API to provide read-only access to automation management, campaign analytics, list and member data, e-commerce…11 stars · 8 forksNo one-command install · Source
183574.043chunkydotdev-bldbl-mcpmcp · back-endOfficial MCP server for Buildable AI-powered development platform [bldbl.dev](https://bldbl.dev). Enables AI assistants to manage tasks, track…11 stars · 8 forksNo one-command install · Source
183574.043jtewen-ynabmcp · back-endIntegrates with You Need A Budget's API to enable budget inquiries, expense tracking, and financial data analysis through natural language…11 stars · 8 forksNo one-command install · Source
183574.043rami-levymcp · back-endProvides a bridge to the Rami Levy online grocery shopping platform in Israel, enabling product searches, shopping cart management, and checkout…11 stars · 8 forksNo one-command install · Source
183973.972kimimgo-viznoirmcp · back-endCinema-quality science visualization MCP server for CFD/FEA/SPH. 22 tools for rendering, slicing, contouring, volume rendering, and animating…17 stars · 4 forksNo one-command install · Source
183973.972repliers-mcp-servermcp · back-endProvides AI assistants access to real-time MLS data via the Repliers API, enabling natural language property search, market statistics, and listing…17 stars · 4 forksNo one-command install · Source
183973.972watcher1223-premanmcp · back-endTypeScript SDK and CLI that converts REST API endpoints into hosted MCP servers with scoped consumer tokens, rate limits, and audit logging.17 stars · 4 forksNo one-command install · Source
183973.972apideckmcp · back-endUnified API MCP — 229 tools across 200+ SaaS connectors for accounting, HRIS, CRM, and file storage.17 stars · 4 forksNo one-command install · Source
183973.972goodfire-eveemcp · back-endConnects to Goodfire's EVEE API for interpretable genomic variant effect predictions using the Evo 2 foundation model.17 stars · 4 forksNo one-command install · Source
184473.966porkbunmcp · back-endalso listed as porkbun-mcp-server-2Official Porkbun MCP server for AI-driven domain management via the Porkbun v3 API.24 stars · 2 forksNo one-command install · Source
184473.966research-mcpmcp · back-endMCP server for searching, retrieving, and extracting full-text PDFs from arXiv papers.24 stars · 2 forksNo one-command install · Source
184773.875codex-image-context-runtimemcp · back-endMCP server that enables Codex to run image generation and inspection as durable jobs, returning bounded text results and references instead of image…100 starsNo one-command install · Source
184873.822gtm-api-linkedin-mcp-servermcp · back-endA managed MCP server that gives AI agents 160+ typed LinkedIn tools for searching, connecting, messaging, and enriching profiles, with built-in…99 starsNo one-command install · Source
184973.761kukapay-etf-flowmcp · back-endRetrieves crypto ETF flow data from CoinGlass API, providing historical Bitcoin and Ethereum fund flow analysis in structured markdown tables with…10 stars · 8 forksNo one-command install · Source
185073.756xxczaki-local-historymcp · back-endProvides direct access to Cursor/VS Code Local History data with tools for listing files with history, retrieving complete file histories, accessing…15 stars · 5 forksNo one-command install · Source
185073.756fubon-mcp-servermcp · back-endMCP server for Fubon Securities, providing comprehensive Taiwan stock trading and market data query capabilities.15 stars · 5 forksNo one-command install · Source
185073.756mercari-jp-mcpmcp · back-endMCP server to search Mercari Japan listings with query, price range, and exclude keywords.15 stars · 5 forksNo one-command install · Source
185073.756mlflow-mcp-servermcp · back-endA Model Context Protocol server that enables LLMs to interact with MLflow tracking servers, allowing users to query experiments, analyze runs, compare…15 stars · 5 forksNo one-command install · Source
185073.756wuke3-godot-mcp-promcp · back-endTypeScript 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 forksNo one-command install · Source
185073.756bricks-builder-mcp-servermcp · back-endEnables AI assistants to manage Bricks Builder pages, templates, and elements via natural language, with multi-site and CPT support.15 stars · 5 forksNo one-command install · Source
185073.756gns3-mcp-servermcp · back-endEnables control of GNS3 network lab automation, including projects, nodes, consoles, and SSH, through Claude Desktop or any MCP-compatible client.15 stars · 5 forksNo one-command install · Source
185073.756n4tivex-roblox-docsmcp · back-endProvides access to Roblox's development ecosystem including API documentation, FastFlags, Open Cloud REST API, Luau language docs, and DevForum…15 stars · 5 forksNo one-command install · Source
185073.756multi-cluster-kubernetes-mcp-servermcp · back-endEnables managing multiple Kubernetes clusters simultaneously with over 60 tools for cluster operations, resource management, monitoring, RBAC…15 stars · 5 forksNo one-command install · Source
185073.756porkbun-mcp-servermcp · back-endEnables management of Porkbun domains, DNS records, SSL certificates, URL forwarding, and DNSSEC through MCP-compatible clients.15 stars · 5 forksNo one-command install · Source
185073.756pdf-mcp-servermcp · back-endEnables AI-powered PDF manipulation through natural language commands, integrating with Claude to perform operations like merging, splitting…15 stars · 5 forksNo one-command install · Source
185073.756networksdb-mcpmcp · back-endEnables natural language queries for network intelligence, IP geolocation, organization details, and DNS information via the NetworksDB API.15 stars · 5 forksNo one-command install · Source
186273.713servicenow-apimcp · back-endMCP server enabling interaction with ServiceNow API for managing incidents, CMDB, change management, and other ServiceNow operations via natural…19 stars · 3 forksNo one-command install · Source
186273.713promptexecution-cratedocs-mcpmcp · back-endOutputs 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 forksNo one-command install · Source
186273.713zfinix-cbnmcp · back-endIntegrates 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 forksNo one-command install · Source
186273.713mcp-cve-intelligence-server-litemcp · back-endProvides unified access to vulnerability data from NVD, MITRE, and GitHub Security Advisories for cybersecurity intelligence.19 stars · 3 forksNo one-command install · Source
186273.713devabdultech-hacker-newsmcp · back-endIntegrates 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 forksNo one-command install · Source
186273.713ethereum-blockchain-toolsmcp · back-endIntegrates with Ethereum blockchain networks to provide smart contract auditing, wallet analysis, token balance checking, and profitability tracking…19 stars · 3 forksNo one-command install · Source
186873.690gnews-mcp-servermcp · back-endMCP 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 forksNo one-command install · Source
186973.658automox-mcp-servermcp · back-endalso listed as automoxcommunity-automoxEnables AI assistants to manage and monitor Automox environments via natural language, including devices, compliance, policies, patches, and more.14 stars · 6 forksNo one-command install · Source
186973.658takumiy235-uniprotmcp · back-endIntegrates with UniProt API to provide cached protein information for bioinformatics applications and protein research.14 stars · 6 forksNo one-command install · Source
186973.658ks-gen-ai-confluencemcp · back-endIntegrates with Confluence's API to execute CQL queries and retrieve page content, enabling efficient search and access of wiki information.14 stars · 6 forksNo one-command install · Source
186973.658pwh-pwh-cal-mcpmcp · back-endAn MCP server for Mathematical expression calculation14 stars · 6 forksNo one-command install · Source
186973.658al-object-id-ninja-mcp-servermcp · back-endMCP server for AL Object ID management in Microsoft Dynamics 365 Business Central development. It provides intelligent object ID allocation, collision…14 stars · 6 forksNo one-command install · Source
186973.658mcp-man-pages-servermcp · back-endProvides AI assistants with access to Linux man pages for searching, retrieving, and exploring system documentation.14 stars · 6 forksNo one-command install · Source
186973.658cloudbet-sportsmcp · back-endIntegrates with Cloudbet's sports betting API to provide live sports data, betting markets, and odds across multiple sports with fuzzy search…14 stars · 6 forksNo one-command install · Source
186973.658opengov-socratamcp · back-endEnables access to public government datasets from Socrata-powered portals through a unified tool for searching, querying, and analyzing data like…14 stars · 6 forksNo one-command install · Source
186973.658berlinbra-blueskymcp · back-endIntegrates with BlueSky's API to retrieve user profiles and social graph data, enabling user analysis, network visualization, and content discovery.14 stars · 6 forksNo one-command install · Source
187973.568googlarz-suunto-mcpmcp · back-endMCP 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 forksNo one-command install · Source
187973.568tiger-salesforce-mcp-servermcp · back-endEnables semantic search of Salesforce case summaries using embeddings, accessible via MCP tools and REST API.23 stars · 2 forksNo one-command install · Source
187973.568ensp-mcpmcp · back-endMCP server for managing Huawei eNSP network simulation experiments, enabling topology management, Telnet device interaction, configuration deployment…23 stars · 2 forksNo one-command install · Source
187973.568sinmb79-gongmun-doctormcp · back-endLocal MCP server for proofreading Korean official documents (.hwpx/.hwp) with 10 tools covering spelling, grammar, and style correction.23 stars · 2 forksNo one-command install · Source
187973.568supathings-mcpmcp · back-endThings 3 MCP server for macOS with 37 tools for reading, writing, and planning tasks.23 stars · 2 forksNo one-command install · Source
187973.568vaibhavgeek-twitter-rapidapimcp · back-endFetches tweets from multiple Twitter profiles using the Twitter API through RapidAPI, enabling direct access to timeline data for social media…23 stars · 2 forksNo one-command install · Source
188573.566abacatepay-mcpmcp · back-endMCP server for integrating with Abacate Pay API, enabling management of customers, billings, PIX QR codes, and discount coupons via AI assistants like…36 forksNo one-command install · Source
188673.472optimai-search-mcpmcp · back-endEnables Web3-focused web searches via the OptimAI External Search API, providing tools to start, retrieve, list, and cancel searches from any…13 stars · 7 forksNo one-command install · Source
188673.472specifai-mcp-servermcp · back-endA Model Context Protocol (MCP) server for Specifai project integration and automation with any MCP-compatible AI tool. This server currently exposes…13 stars · 7 forksNo one-command install · Source
188673.472jupiterbak-alteryxmcp · back-endIntegrates with Alteryx Server's REST API to enable workflow execution, collection management, user administration, schedule automation, job…13 stars · 7 forksNo one-command install · Source
188673.472x-twitter-v2-mcp-servermcp · back-endAn MCP server for interacting with the Twitter/X API v2, enabling AI assistants to retrieve tweets, post content, reply, quote, and more…13 stars · 7 forksNo one-command install · Source
188673.472scrapezymcp · back-endIntegrates with the Scrapezy API to extract structured data from websites based on user-specified prompts, enabling flexible web scraping for data…13 stars · 7 forksNo one-command install · Source
188673.472rizamcp · back-endProvides a secure bridge between LLMs and Riza's isolated code interpreter API, enabling writing, saving, editing, and executing code safely in a…13 stars · 7 forksNo one-command install · Source
189273.469census-mcp-server-2mcp · back-endQuery U.S. Census Bureau data, variables, and geography via MCP.9,002 installsNo commit datelisted No one-command install · Source
189373.424alosies-gitlabmcp · back-endIntegrates with GitLab's API to manage projects, issues, merge requests, pipelines, and CI/CD workflows with 22 specialized tools including pipeline…9 stars · 8 forksNo one-command install · Source
189373.424mcp-bpmn-servermcp · back-endEnables AI agents to create, manipulate, and manage BPMN 2.0 diagrams programmatically, with support for Mermaid conversion, auto-layout, and file…9 stars · 8 forksNo one-command install · Source
189373.424quentincody-shopify-storefront-mcp-servermcp · back-endalso listed as shopify-storefront-mcp-serverUnofficial MCP server that allows AI agents to discover Shopify storefronts and interact with them to fetch products, collections, and other store…9 stars · 8 forksNo one-command install · Source
189773.387smigolsmigol-llmkitmcp · back-endTrack AI API costs across 11 LLM providers with budget enforcement, per-session breakdowns, and multi-provider routing.16 stars · 4 forksNo one-command install · Source
189773.387noteplan-mcp-servermcp · back-endEnables AI assistants to manage NotePlan notes, tasks, calendar events, reminders, and plugins through natural language.16 stars · 4 forksNo one-command install · Source
189773.387django-admin-mcpmcp · back-endExpose Django admin models to MCP clients for CRUD, admin actions, model introspection, and more via HTTP with token authentication.16 stars · 4 forksNo one-command install · Source
189773.387gb-studio-mcp-servermcp · back-endEnables creation, validation, and manipulation of Game Boy Studio projects through the Model Context Protocol, allowing AI agents to generate game…16 stars · 4 forksNo 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.

Leaderboard · Armory