Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4101 | 52.499 | nexmem-mcpmcp · back-end | A plug-and-play MCP memory server with pluggable database backends that gives AI coding agents a persistent, shared knowledge graph for teams. | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | mcp-jira-devflowmcp · back-end | A Scrum-aware MCP server that provides semantic analysis of Jira issues, sprint health, and Agile workflow intelligence, returning structured… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | aminer-mcp-servermcp · back-end | Access AMiner's free academic data APIs to search researchers, papers, and patents, enabling AI agents to retrieve and utilize global research… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | postcardbot-mcp-servermcp · back-end | Send real physical postcards worldwide via AI agents. Bulk send up to 500 recipients. Volume pricing from $0.72/card. | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | fellowabhi-controlapi-openapimcp · back-end | Converts OpenAPI specifications into executable MCP tools with dynamic server switching | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | acetomcp · back-end | A local dev server with MCP interface for building HTML mockups together with an AI agent, enabling live collaborative editing through element… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | wrxck-openapimcp · back-end | Converts OpenAPI 3.x specifications into callable tools with authentication, operation filtering, rate limiting, and prompt injection defense. | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | companion-mcp-servermcp · back-end | MCP server for Bitfocus Companion, enabling AI assistants to control buttons, triggers, variables, and connections. | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | thebrain-mcp-servermcp · back-end | Wraps TheBrain knowledge graph as an MCP server, enabling AI assistants to search, create, and manage thoughts, links, and notes via natural language. | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | gh-tchivs-aktools-promcp · back-end | Enhanced Chinese financial data server with strategy backtesting, simulated trading, and real-time market alerts. | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | qq-music-mcpmcp · back-end | Integrates QQ Music API with MCP, enabling LLMs to search music, retrieve song details, lyrics, and playback URLs. | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | spanish-public-data-mcpmcp · back-end | MCP server for querying Spanish government open data APIs including grants, legislation, company registry, statistics, and open data catalog. Enables… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | graphql-mcp-server-2mcp · back-end | Automatically generates MCP tools from any GraphQL API by introspecting its schema, supporting queries, mutations, and authentication. | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | mcp-project-standards-servermcp · back-end | Manages project standards, configurations, and API debugging for AI-assisted development, ensuring unified development practices across teams and… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | tianfn-document-parsermcp · back-end | Parses PDF, Word, Excel, and PowerPoint documents to Markdown format using the Niutrans document API | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | tianfn-niutrans-translationmcp · back-end | Integrates with Niutrans API to provide professional-grade machine translation between multiple languages for multilingual content creation and… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | dnullp-bilibilimcp · back-end | Provides a bridge to the Bilibili video-sharing platform for retrieving user profiles, listing followed accounts, and discovering videos through… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | jcr82-brunomcp · back-end | Integrates with Bruno CLI to provide API testing capabilities including request execution, collection management, environment handling, and automated… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | hipay-mcp-servermcp · back-end | MCP server for integrating HiPay's Enterprise payment API, providing tools for transaction management, payment processing, and hosted payment pages. | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | step-into-vision-mcp-servermcp · back-end | Provides AI assistants with access to visionOS development articles from stepinto.vision, enabling browsing, retrieving, and searching content with… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | nhost-mcp-servermcp · back-end | Official MCP server for the Nhost backend platform. Manage Postgres data, GraphQL, auth, storage, migrations and Hasura metadata via AI assistants. | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | aws-blackbelt-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that enables searching AWS Black Belt Online Seminars and retrieving their transcripts. | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | tcehjaava-tmdbmcp · back-end | Integrates with The Movie Database API for movie, TV show, and entertainment industry data | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | claude-gemini-mcp-integration-servermcp · back-end | Bridges Claude Code and Google's Gemini AI models to enable AI-to-AI collaboration for code reviews, brainstorming, and direct questions. | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | 3xpl-mcp-servermcp · back-end | Enables LLMs to interact with blockchain data across 48 networks via the 3xpl JSON API, supporting tools for transactions, addresses, blocks, and… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | smart-financial-mcpmcp · back-end | Provides AI assistants with real-time and historical Chinese stock, ETF, index, and futures data via Tushare Pro API, enabling natural language… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | mcp-pdf-readermcp · back-end | A Model Context Protocol server that enables AI assistants to read PDF files, extract text, retrieve metadata, read specific pages, and search within… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | file-operation-mcp-servermcp · back-end | Enables file operations such as counting, listing, compressing images, creating/extracting archives, copying/moving files, and merging/splitting PDFs… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | opc-ua-mcp-servermcp · back-end | Connects to any OPC UA server and exposes its node tree and data via MCP, with tools to read values and search nodes. | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | alexandresanlim-mempoolmcp · back-end | Integrates with mempool.space APIs to provide real-time Bitcoin network data including transaction details, block information, address balances… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | godbolt-compiler-explorer-mcpmcp · back-end | Enables compiling source code and exploring assembly outputs via the Godbolt Compiler Explorer API. Supports multiple languages, compilers, and… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | mcp-omicsmcp · back-end | A Model Context Protocol server that enables retrieval of -omics data from sources like PDB, ChEMBL, UniProt, PubChem, and HUGO. | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | shutterstock-stock-photo-mcp-servermcp · back-end | Enables AI agents to search for stock photography based on current location and weather conditions using the Shutterstock API. | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | enneagora-e-commerce-mcp-servermcp · back-end | Enables customer support across e-commerce platforms by providing order management, product guidance, and account assistance tools through natural… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | meshlab-mcpmcp · back-end | MCP bridge for MeshLab enabling mesh operations via HTTP and TCP backends using pymeshlab. Allows MCP clients to perform 3D mesh processing tasks… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | pubtator-mcp-servermcp · back-end | Provides an async Python server for interacting with the PubTator3 API, exposing multiple biomedical text-mining tools compatible with the MCP agent… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | codeglyph-zerodha-kitemcp · back-end | Integrates with Zerodha Kite API to execute stock trades, monitor portfolios, and access real-time market data across NSE, BSE, and derivative… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | ragdollkb-tasknote-bridgemcp · back-end | Integrates with Things 3 and Apple Notes through native macOS APIs and URL schemes to enable task creation, project management, note operations, and… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | context7-mcp-servermcp · back-end | An MCP server that bridges to the Context7 API, enabling querying documentation context, searching projects, and retrieving project metadata. | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | mcp-note-takermcp · back-end | A proof-of-concept MCP server for AI assistant note-taking, enabling adding notes, fetching the latest note, and summarizing all notes. | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | softjapan-ollamamcp · back-end | Connects AI assistants to locally-hosted Ollama models with specialized servers for retrieving time and weather information through a lightweight… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | fact-checker-mcp-servermcp · back-end | Enables verification of simple factual claims (e.g., capital cities) by checking against Wikidata, returning accuracy and confidence scores. | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | bytefer-flux-schnellmcp · back-end | Generates images using the Flux Schnell model via a Cloudflare worker API, providing a streamlined text-to-image generation service with robust error… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | shogo-ma-docbasemcp · back-end | Connects AI systems to DocBase document management platform for searching, retrieving, creating, and updating posts through a clean Go-based API… | 5 stars · 1 fork | No one-command install · Source | |
| 4101 | 52.499 | brianshin22-youtube-translatemcp · back-end | Enables access to YouTube video transcripts, translations, summaries, and subtitle generation through a simple API interface for research, content… | 5 stars · 1 fork | No one-command install · Source | |
| 4146 | 52.327 | instagram-claude-mcpmcp · back-end | Connects Claude to the official Meta Instagram Graph API (read-only) for retrieving Instagram profile, media, insights, and comments as MCP tools over… | 5 forks | No one-command install · Source | |
| 4146 | 52.327 | us-regulations-mcp-servermcp · back-end | Enables querying US compliance regulations including HIPAA, CCPA, SOX, and more directly from AI assistants and MCP-compatible clients. | 5 forks | No one-command install · Source | |
| 4146 | 52.327 | mcp-travel-weather-servermcp · back-end | Provides weather forecast tools via the Model Context Protocol, enabling users to query weather data for destinations through natural language. | 5 forks | No one-command install · Source | |
| 4146 | 52.327 | matlab-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that enables seamless integration between MATLAB and MCP-compatible applications like Claude Code, allowing… | 5 forks | No one-command install · Source | |
| 4146 | 52.327 | weather-mcp-server-2mcp · back-end | Enables AI assistants to retrieve current weather, forecasts, and summaries for any global location using the Open-Meteo API, with no API key… | 5 forks | No one-command install · Source | |
| 4146 | 52.327 | business-central-mcp-servermcp · back-end | Enables MCP clients to interact with Microsoft Dynamics 365 Business Central entities, providing tools to get schemas, list, create, update, and… | 5 forks | No one-command install · Source | |
| 4146 | 52.327 | novu-mcp-servermcp · back-end | Enables AI agents to interact with Novu's notification infrastructure, supporting event triggering, subscriber management, topic operations, and… | 5 forks | No one-command install · Source | |
| 4153 | 52.180 | luizedupp-remembmcp · back-end | Persistent project memory for AI agents stored in local JSON — no servers, API keys, or configuration required. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | google-contacts-mcpmcp · back-end | MCP server for Google Contacts - list, search, and manage contacts. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | hq-mcpmcp · back-end | Read-only MCP server for VPN business operations, integrating SHM billing and Remnawave panel into composite tools for cross-system queries. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | infura-mcp-servermcp · back-end | Enables AI assistants to query blockchain data across 30+ networks via Infura, using natural language for blocks, transactions, contracts, and more. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | picsart-mcp-servermcp · back-end | Enables AI agents and terminals to generate images, video, and audio using 141 models from 28 providers via the Picsart gen-ai API. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | german-law-mcp-servermcp · back-end | Enables querying 6,870 German federal statutes, case law, and legislative preparatory works directly from AI assistants and MCP-compatible clients. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | mcp-tenant-isolationmcp · back-end | MCP server for static analysis of multi-tenant SaaS and MCP server code, catching cross-tenant data leakage. Provides tools to scan code, list/explain… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | agent-comm-hubmcp · back-end | MCP server enabling real-time communication, task delegation, and acknowledgment among multiple AI agents through a single local endpoint. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | mcp-server-webdrivermcp · back-end | Enables AI agents to control a real web browser (Firefox) via Selenium WebDriver, supporting page navigation, interaction, and inspection through… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | tcsoftinc-testcollab-mcp-servermcp · back-end | Manage test cases in TestCollab directly from your AI coding assistant. List, create, and update test cases with filtering, sorting, and pagination… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | cardmagic-notesmcp · back-end | CLI and MCP server to search and browse Apple Notes with fuzzy matching, full-text search, and PDF text extraction. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | cyanheads-openfdamcp · back-endalso listed as cyanheads-openfda-mcp-server | Query FDA data on drugs, food, devices, and recalls via the openFDA API — STDIO or Streamable HTTP. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | dev-proxy-mcp-servermcp · back-endalso listed as dev-proxy-tools-dev-proxy | Enables AI assistants to interact with Dev Proxy for creating configurations, finding documentation, and discovering best practices via the MCP… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | comfyui-mcp-skillsmcp · back-end | MCP server that dynamically exposes each enabled ComfyUI workflow as a tool with JSON Schema, supports job submission with wait and idempotency, file… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | unifi-fabric-mcp-servermcp · back-end | loud-first UniFi management for AI agents. This server connects to the official UniFi Site Manager / Fabric cloud API (api.ui.com). Manage your entire… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | sassymcpmcp · back-end | SassyMCP is a comprehensive MCP server that replaces 75+ individual servers with one 34MB executable. It provides 274 tools for file operations… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | keepit-mcpmcp · back-end | MCP server for interacting with Keepit backup and data protection services. Enables monitoring, management, and security operations through natural… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | lacuna-mcpmcp · back-end | Official MCP server for the Lacuna Music API. Generate AI music — full songs with vocals and lyrics, or instrumentals — with style prompts, task… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | hong-kong-health-data-mcp-servermcp · back-end | Enables querying of current A\&E waiting times, specialist outpatient waiting times, and general outpatient clinic quotas in Hong Kong using natural… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | 1luvc0d3-metabasemcp · back-end | Write-enabled MCP server for Metabase with 28 tools covering read, write, and AI-driven insights operations. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | mcp-eurekamcp · back-end | MCP server that provides access to Polish individual tax interpretations (KIS) via the official EUREKA API, enabling search and retrieval of rulings… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | olexi-australian-laws-mcp-servermcp · back-end | Searches AustLII for Australian legislation and case law, enabling AI agents to find and cite real legal documents with sources. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | jetkvm-mcpmcp · back-end | MCP server that enables AI to see and control a physical computer via a JetKVM device for screen viewing, mouse/keyboard input, media mounting, and… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | matbel91765-gis-mcp-servermcp · back-end | Geospatial tools for AI agents: geocoding, routing, elevation, spatial analysis, and file I/O (Shapefile, GeoJSON, GeoPackage) | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | elecz-mcp-servermcp · back-end | Provides real-time electricity prices, cheapest hours, and contract comparison for 40+ countries, enabling AI agents to make energy-aware decisions. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | homebox-mcpmcp · back-end | MCP server for Homebox home inventory, enabling natural language queries and management of items, locations, tags, warranties, maintenance, and… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | automator-mcpmcp · back-end | MCP server that enables AI to control macOS through AppleScript, JXA, and Automator workflows for tasks like email, file management, and system… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | goldilocks-mcp-servermcp · back-end | Provides k-point generation tools for Quantum ESPRESSO, enabling estimation of k-point spacing and generation of k-point grids for structure files… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | jaspertvdm-mcp-server-gemini-bridgemcp · back-end | Bridge to Google Gemini API. Access Gemini Pro and Flash models through MCP. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | jaspertvdm-mcp-server-ollama-bridgemcp · back-end | Bridge to local Ollama LLM server. Run Llama, Mistral, Qwen and other local models through MCP. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | drhepa-modlymcp · back-end | Headless CLI and MCP server for automating Modly 3D mesh processing workflows and operations. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | mcp-kit-servermcp · back-end | Connects AI assistants to the Kit.com (formerly ConvertKit) email marketing platform, enabling management of subscribers, tags, sequences, broadcasts… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | cowork-mcp-servermcp · back-end | Adds trust, handoffs, and accountability to any AI agent via 14 MCP tools implementing the COWORK Protocol. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | uipath-mcp-servermcp · back-end | Enables interaction with UiPath Orchestrator Cloud API to manage processes, robots, jobs, queues, and assets through natural language. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | databar-mcp-servermcp · back-end | Enables AI assistants to interact with Databar.ai's data enrichment API, allowing discovery, configuration, and execution of data enrichments across… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | java-jar-mcp-servermcp · back-end | Enables AI assistants to look up Java class definitions and list dependencies from Maven projects by analyzing local JAR files via the Model Context… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | zym-together-ai-imagemcp · back-end | Integrates with Together AI's API to enable text-to-image generation, offering tools for creating visual content based on text prompts. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | letterboxd-mcp-servermcp · back-end | Enables AI models to interact with Letterboxd data and perform account actions like rating films, writing reviews, and managing watchlists. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | olist-erp-mcp-servermcp · back-end | Enables AI agents to interact with the Olist ERP (Tiny) API v3, providing 168 tools for managing products, orders, contacts, invoices, and more. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | jira-pilotmcp · back-end | Jira Pilot is an MCP server that provides 14 tools for AI assistants to manage Jira issues, sprints, boards, and more. It enables natural language… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | avisangle-jenkins-mcp-servermcp · back-end | Enterprise-grade Jenkins CI/CD integration with multi-tier caching, pipeline monitoring, artifact management, and batch operations. Features 21 MCP… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | sse-email-mcp-servermcp · back-end | Provides email sending and receiving via SMTP/IMAP/POP3, supporting major email providers and dynamic authentication for AI assistant integration. | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | jupyter-editor-mcpmcp · back-end | An MCP server for programmatically editing Jupyter notebooks, offering 29 tools for reading, modifying, and batch-processing notebooks without… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | wyattjoh-jsr-mcpmcp · back-end | Model Context Protocol server for the JSR (JavaScript Registry) | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | mercury-spec-ops-mcp-servermcp · back-end | Enables AI assistants to dynamically generate technology-specific prompts and modular templates for PRD, codebase analysis, and bug analysis through… | 4 stars · 2 forks | No one-command install · Source | |
| 4153 | 52.180 | sophtron-chatgpt-bank-connection-mcp-servermcp · back-end | Enables users to connect bank accounts within a chat session using Sophtron's UCW widget and query account information, owner details, and… | 4 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.