Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 68.509 | cloudera-ai-workbench-mcp-servermcp · back-end | Enables LLMs to interact with Cloudera AI Workbench APIs for managing files, jobs, models, experiments, projects, and applications. | 8 stars · 6 forks | No one-command install · Source | |
| 102 | 68.220 | aigroup-econ-mcpmcp · back-end | Econometrics MCP server for regression, causal inference, time series, panel data, machine learning, and broader statistical analysis workflows. | 10 stars · 4 forks | No one-command install · Source | |
| 103 | 68.021 | doom-mcpmcp · back-end | MCP server that lets AI coding assistants play DOOM in compatible clients by embedding the real DOOM engine, providing game state, enemy intel, and… | 11 stars · 3 forks | No one-command install · Source | |
| 104 | 67.151 | codegraphmcpservermcp · back-end | A lightweight, zero-configuration MCP server for source code analysis with GraphRAG capabilities, enabling structural understanding and efficient code… | 12 stars · 2 forks | No one-command install · Source | |
| 105 | 66.172 | free-ai-gateway-mcp-servermcp · back-end | Exposes free-tier AI APIs as MCP tools for AI agents, enabling text generation, web search, embeddings, and vision analysis with automatic failover… | 11 stars · 2 forks | No one-command install · Source | |
| 105 | 66.172 | kaspa-mcp-servermcp · back-end | Model Context Protocol server for Kaspa operations using WASM SDK. Enables LLMs to interact with the Kaspa network through standardized MCP tools. | 11 stars · 2 forks | No one-command install · Source | |
| 107 | 65.698 | octenmcp · back-end | Converts URLs into clean, LLM-ready markdown using Octen's Extract API with batch processing and query-focused highlights. | 14 stars · 1 fork | No one-command install · Source | |
| 108 | 65.543 | llmian-space-devdocsmcp · back-end | Integrates with software documentation sources to process, index, and retrieve technical content for enhanced code assistance and API exploration. | 9 stars · 3 forks | No one-command install · Source | |
| 109 | 65.223 | vibealive-mcp-servermcp · back-end | Provides code analysis for Next.js projects through the Model Context Protocol, enabling IDE and LLM integration to identify unused files, dead code… | 8 stars · 4 forks | No one-command install · Source | |
| 110 | 65.043 | openapi-analyzer-mcpmcp · back-end | A Model Context Protocol (MCP) server for analyzing OpenAPI specifications with LLM clients, enabling natural language queries about API structures… | 10 stars · 2 forks | No one-command install · Source | |
| 110 | 65.043 | kimcpmcp · back-end | Integrates Korean APIs (Naver, Kakao, TMAP) into LLM applications for search, maps, and directions. | 10 stars · 2 forks | No one-command install · Source | |
| 112 | 64.134 | mathlasmcp · back-end | Airtight math tools an AI uses over MCP — 3.7M-theorem search, PSLQ constant ID, OEIS, real Lean kernel checks, applicability checklists. No LLM… | 12 stars · 1 fork | No one-command install · Source | |
| 112 | 64.134 | robot-mcp-servermcp · back-end | A robot-control MCP server enabling LLMs to control Unitree robots and DJI Tello drones with mock and hardware backends, built-in routines, and… | 12 stars · 1 fork | No one-command install · Source | |
| 114 | 64.127 | 12306-ticket-search-servermcp · back-end | Provide a simple API interface to search and filter 12306 train tickets, including direct, transfer, and stopover queries. Enable large language… | 3,769 installs | No commit datelisted | No one-command install · Source |
| 115 | 63.694 | surisoft-capi-gatewaymcp · back-end | Apache Camel API gateway with REST-to-MCP bridging for LLM agent integration. | 9 stars · 2 forks | No one-command install · Source | |
| 115 | 63.694 | google-maps-mcpmcp · back-end | A TypeScript MCP server that exposes Google Maps Platform APIs as tools for LLMs, providing real map data like directions, transit routes, place… | 9 stars · 2 forks | No one-command install · Source | |
| 115 | 63.694 | paper-scout-mcp-servermcp · back-end | Enables reviewing and managing AI research paper candidates from arXiv, Semantic Scholar, and Hugging Face Daily Papers, scored against personal… | 9 stars · 2 forks | No one-command install · Source | |
| 118 | 62.046 | firebird-mcp-servermcp · back-end | A Model Context Protocol server that provides read-only access to Firebird databases, enabling LLMs to inspect database schemas and execute read-only… | 8 stars · 2 forks | No one-command install · Source | |
| 119 | 62.026 | coreshub-mcp-servermcp · back-end | Enables interaction with the CoreHub cloud platform to manage containers, EPFS filesystems, distributed training, and inference services through MCP… | 10 stars · 1 fork | No one-command install · Source | |
| 120 | 60.677 | vision-primitives-mcpmcp · back-end | MCP server providing 26 visual tools for text-only LLMs, enabling description, coordinate location, OCR, annotation, cropping/zooming, anomaly… | 9 stars · 1 fork | No one-command install · Source | |
| 120 | 60.677 | swagger-mcp-adaptermcp · back-end | A TypeScript-based MCP server that integrates with Swagger/OpenAPI specifications to expose API endpoints as tools for Large Language Models (LLMs)… | 9 stars · 1 fork | No one-command install · Source | |
| 120 | 60.677 | emsesp-mcp-servermcp · back-end | Enables LLM applications to query and visualize data from Bosch/Buderus heat pumps via ems-ESP, including temperatures, statistics, and heat curves… | 9 stars · 1 fork | No one-command install · Source | |
| 123 | 60.344 | myanimelist-mcp-servermcp · back-end | MCP Server for interacting with the MyAnimeList API, allowing LLM clients to access and interact with anime, manga and more. | 2 stars · 5 forks | No one-command install · Source | |
| 124 | 60.262 | sisense-mcp-servermcp · back-end | Enables LLMs to interact with Sisense data models and create charts programmatically via natural language, supporting tools for data sources, fields… | 7 stars · 2 forks | No one-command install · Source | |
| 124 | 60.262 | brewmytech-grokmcp · back-end | Provides access to Grok API for chat completions, text completions, embeddings, and model operations with robust request validation and error… | 7 stars · 2 forks | No one-command install · Source | |
| 126 | 60.035 | cogni-docsmcp · back-end | Enables AI assistants to search and query documentation with flexible backend configurations (ChromaDB, Xenova embeddings) and supports multiple… | 6 stars · 3 forks | No one-command install · Source | |
| 126 | 60.035 | aviation-weather-mcp-servermcp · back-end | Provides access to aviation weather data from aviationweather.gov, enabling LLMs to fetch and analyze METAR, TAF, PIREPs, AIRMETs, and other aviation… | 6 stars · 3 forks | No one-command install · Source | |
| 128 | 59.814 | tongxiao-iqs-searchmcp · back-end | Integrates with TongXiao's IQS APIs to provide enhanced real-time web search capabilities that deliver clean, accurate, and diverse results through… | 5 stars · 4 forks | No one-command install · Source | |
| 128 | 59.814 | datanoisetv-translator-aimcp · back-end | Translates JSON internationalization files using multiple translation providers (Google Gemini, OpenAI, Ollama/DeepSeek) with intelligent caching… | 5 stars · 4 forks | No one-command install · Source | |
| 130 | 58.290 | levelfield-mcp-servermcp · back-end | Enables agents to assess structural information-asymmetry risk in prediction-market event contracts from contract text alone, with deterministic… | 12 stars | No one-command install · Source | |
| 130 | 58.290 | mcp-retrievalmcp · back-end | An MCP server providing web search, image search, and page scraping tools to LLMs without requiring API keys. | 12 stars | No one-command install · Source | |
| 132 | 58.185 | fast-diff-mcp-servermcp · back-end | A high-performance Model Context Protocol server that provides text diffing capabilities, enabling LLMs to compare two blocks of text and receive… | 6 stars · 2 forks | No one-command install · Source | |
| 132 | 58.185 | rag-anything-mcp-servermcp · back-end | Enables advanced RAG with knowledge graphs, supporting document ingestion, multimodal extraction, and multiple query modes (naive, local, global… | 6 stars · 2 forks | No one-command install · Source | |
| 132 | 58.185 | mcp-imap-servermcp · back-end | Enables LLMs to read, search, and manage emails via IMAP with secure, read-only access to email accounts. | 6 stars · 2 forks | No one-command install · Source | |
| 132 | 58.185 | rahgadda-openapimcp · back-end | Enables LLMs to interact with REST APIs by dynamically generating tools from OpenAPI specifications, allowing models to execute HTTP requests against… | 6 stars · 2 forks | No one-command install · Source | |
| 136 | 57.754 | karellen-jdb-mcpmcp · back-end | Enables LLMs to debug Java applications using JDB, supporting breakpoints, stepping, expression evaluation, thread analysis, and more. | 3 stars · 4 forks | No one-command install · Source | |
| 137 | 57.364 | appdynamics-mcp-servermcp · back-end | A Model Context Protocol server that gives LLM clients full access to your AppDynamics monitoring data — plus the ability to create and manage… | 5 stars · 3 forks | No one-command install · Source | |
| 137 | 57.364 | jenkins-mcp-servermcp · back-end | Enables LLMs to access Jenkins job data, trigger builds, and manage Jenkins tasks through a standardized interface. | 5 stars · 3 forks | No one-command install · Source | |
| 139 | 56.183 | nan-mcp-servermcp · back-end | MCP server exposing NaN API media tools (image generation/editing, text-to-speech, speech-to-text, embeddings, reranking) for any MCP-compatible… | 10 stars | No one-command install · Source | |
| 140 | 55.515 | mcp-ollama-pythonmcp · back-end | A Python MCP server that exposes local Ollama models as tools for AI assistants, enabling chat, generation, embeddings, and model management without… | 5 stars · 2 forks | No one-command install · Source | |
| 140 | 55.515 | mcp-email-servermcp · back-end | Enables LLMs to read, send, and manage emails via POP3 and SMTP with TLS support. | 5 stars · 2 forks | No one-command install · Source | |
| 140 | 55.515 | mistmind-mcp-servermcp · back-end | Enables LLMs to interact with the Juniper Mist API via a dynamic index and sandboxed code execution, allowing search and execution of all 1,011… | 5 stars · 2 forks | No one-command install · Source | |
| 143 | 55.168 | zero-abd-llmmcpmcp · back-end | Real-time LLM API documentation to prevent hallucinated API calls. | 6 stars · 1 fork | No one-command install · Source | |
| 143 | 55.168 | doc-ingestor-mcpmcp · back-end | An MCP server that uses Docling to convert PDFs, Office documents, images, audio, and more into clean Markdown for AI processing and RAG pipelines. | 6 stars · 1 fork | No one-command install · Source | |
| 143 | 55.168 | rest-to-mcpmcp · back-end | A bridge that enables any LLM to access and interact with documented REST APIs through the Model Context Protocol (MCP). | 6 stars · 1 fork | No one-command install · Source | |
| 146 | 52.698 | vetted-consumermcp · back-end | A free, hosted MCP server for local-LLM hardware decisions. Ask whether a model fits your GPU, Mac, or mini-PC, which GGUF quant to download, the… | 2,408 installs | No commit datelisted | No one-command install · Source |
| 147 | 52.498 | 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 | |
| 147 | 52.498 | 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 | |
| 149 | 52.443 | rancher-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that exposes the Rancher Manager v2.x API to LLM clients. | 3 stars · 3 forks | No one-command install · Source | |
| 150 | 52.135 | 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 | |
| 151 | 50.895 | allora-mcp-servermcp · back-end | Enables AI systems to fetch machine learning inferences and prediction market data from the Allora Network through the Model Context Protocol. | 2 stars · 3 forks | No one-command install · Source | |
| 152 | 49.325 | ros2-medkit-mcpmcp · back-end | A thin MCP adapter that connects an LLM to the ros2_medkit SOVD HTTP API, enabling discovery, data retrieval, operation execution, and configuration… | 6 stars | No one-command install · Source | |
| 152 | 49.325 | litellm-mcp-server-bridgemcp · back-end | Connects Antigravity to a LiteLLM instance, enabling chat completions, model listing, health checks, and more via the Model Context Protocol. | 6 stars | No one-command install · Source | |
| 154 | 49.118 | parkour-mcpmcp · back-end | A content exploration MCP server that helps LLMs surface high-signal, unsummarized web content through clean APIs and Markdown conversion, with… | 4 stars · 1 fork | No one-command install · Source | |
| 154 | 49.118 | opencode-llm-wiki-mcp-servermcp · back-end | Enables AI agents to interact with a persistent knowledge graph backend using MCP tools for reading, searching, and analyzing wiki pages with vector… | 4 stars · 1 fork | No one-command install · Source | |
| 154 | 49.118 | cyanheads-survey-mcp-servermcp · back-end | Enables LLMs to conduct dynamic, conversational surveys with skip logic, session resume, and pluggable storage. | 4 stars · 1 fork | No one-command install · Source | |
| 154 | 49.118 | vmware-mcp-servermcp · back-end | Enables management of VMware vCenter and ESXi environments, including VM operations, resource management, and automation with Ollama AI and n8n… | 4 stars · 1 fork | No one-command install · Source | |
| 154 | 49.118 | bangla-news-mcpmcp · back-end | A Model Context Protocol server that retrieves Bangla news headlines and allows querying news by topic for integration with LLMs. | 4 stars · 1 fork | No one-command install · Source | |
| 159 | 48.479 | esp32-mcp-servermcp · back-end | Bridges the Model Context Protocol (MCP) with ESP32 devices running Tasmota firmware, enabling LLMs to send structured commands like toggling relays… | 1 star · 3 forks | No one-command install · Source | |
| 159 | 48.479 | kanboard-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that exposes Kanboard API functionality to Large Language Models (LLMs), enabling AI assistants to interact with… | 1 star · 3 forks | No one-command install · Source | |
| 159 | 48.479 | hedera-mcp-servermcp · back-end | Integrates with a Langchain wrapper to interact with the Hedera network via natural language commands. | 1 star · 3 forks | No one-command install · Source | |
| 162 | 47.273 | code-intel-mcp-servermcp · back-end | Provides LLMs with code intelligence tools like relationship explanation, PR impact analysis, and health reports via the Model Context Protocol. | 3 stars · 2 forks | No one-command install · Source | |
| 162 | 47.273 | dockhand-mcpmcp · back-end | Exposes the Dockhand Docker management API as tools for LLMs, enabling container, stack, image, volume, and network management via natural language. | 3 stars · 2 forks | No one-command install · Source | |
| 162 | 47.273 | translategemma-mcp-servermcp · back-end | Enables on-device text translation via a local TranslateGemma LLM API, supporting multiple language pairs with automatic retries and rate limiting for… | 3 stars · 2 forks | No one-command install · Source | |
| 162 | 47.273 | recruitee-mcp-servermcp · back-end | Enables extraction and analysis of candidate profiles from Recruitee recruitment pipelines, optimized for LLM evaluation with clean, bias-free data. | 3 stars · 2 forks | No one-command install · Source | |
| 162 | 47.273 | nps-explorer-mcp-servermcp · back-end | Provides LLM context on U.S. national parks by integrating National Park Service, Recreation.gov, and weather APIs, enabling queries about park info… | 3 stars · 2 forks | No one-command install · Source | |
| 162 | 47.273 | software-mcp-servermcp · back-end | Enables LLMs to list, open, and close installed software on Windows, macOS, and Linux through natural language. | 3 stars · 2 forks | No one-command install · Source | |
| 168 | 46.654 | figranium-mcp-servermcp · back-end | Enables LLM clients to discover, create, execute, inspect, and schedule Figranium automation tasks, with rich input validation for self-correction. | 5 stars | No one-command install · Source | |
| 168 | 46.654 | thebrain-mcpmcp · back-end | An MCP server for TheBrain 15 that enables semantic search, graph traversal, and structured writing to a personal knowledge base via its local API. It… | 5 stars | No one-command install · Source | |
| 168 | 46.654 | labgrid-mcpmcp · back-end | Local or self hosted LLM server for Labgrid hardware-in-the-loop device operations | 5 stars | No one-command install · Source | |
| 168 | 46.654 | faceton-mcp-servermcp · back-end | FaceTron is a high-performance face embedding server with ONNX Runtime, dynamic multi-model loading, and MCP-compatible OpenAPI metadata for offline… | 5 stars | No one-command install · Source | |
| 168 | 46.654 | drvbss-msty-adminmcp · back-end | Provides administration and automation capabilities for Msty Studio Desktop, enabling database queries, model management, conversation analysis, and… | 5 stars | No commit datelisted | No one-command install · Source |
| 173 | 44.256 | punt-quarrymcp · back-end | Enables local semantic search over documents (PDFs, code, etc.) using local embedding models, allowing AI agents and users to find information by… | 3 stars · 1 fork | No one-command install · Source | |
| 173 | 44.256 | wago-plc-mcp-servermcp · back-end | MCP server that connects WAGO PLCs to LLM agents via the WDx/WDA REST API, enabling AI assistants to read sensor values, change configuration, trigger… | 3 stars · 1 fork | No one-command install · Source | |
| 173 | 44.256 | epanet-mcp-servermcp · back-end | Enables LLMs to load, simulate, modify, and generate what-if scenarios for EPANET water-distribution network models through natural language… | 3 stars · 1 fork | No one-command install · Source | |
| 173 | 44.256 | rawtherapee-mcp-servermcp · back-end | Enables AI-assisted RAW photo development via RawTherapee CLI, with a visual feedback loop that allows the LLM to see and iteratively edit images. | 3 stars · 1 fork | No one-command install · Source | |
| 173 | 44.256 | fitnotes-mcp-servermcp · back-end | Enables analysis of FitNotes workout data through an LLM, providing insights on progress, muscle groups, and personalized recommendations. | 3 stars · 1 fork | No one-command install · Source | |
| 178 | 43.498 | red-hat-api-mcp-servermcp · back-end | Integrates with Red Hat APIs to enable searching Knowledge Centered Support (KCS) solutions, retrieving solution details, searching support cases, and… | 2 stars · 2 forks | No one-command install · Source | |
| 178 | 43.498 | material-project-mcp-servermcp · back-end | Enables LLMs to verify invented battery materials against a database, ensuring they are novel and valid. | 2 stars · 2 forks | No one-command install · Source | |
| 180 | 43.275 | zigbee2mqtt-mcpmcp · back-end | An MCP server that enables LLMs to list, inspect, and control Zigbee devices via the Zigbee2MQTT frontend websocket API, eliminating the need for… | 4 stars | No one-command install · Source | |
| 180 | 43.275 | euclid-mcpmcp · back-end | MCP server for logical reasoning that turns facts into formal proofs using a deterministic inference engine with Prolog. | 4 stars | No one-command install · Source | |
| 180 | 43.275 | token-optimized-mcp-servermcp · back-end | Minimizes LLM token consumption via YAML serialization, HTML-to-Markdown distillation, and pre-flight token counting, with tools for web content… | 4 stars | No one-command install · Source | |
| 180 | 43.275 | yandex-search-mcpmcp · back-end | Enables Yandex search with advanced content extraction, analysis, and LLM-context formatting through a Model Context Protocol server. | 4 stars | No one-command install · Source | |
| 180 | 43.275 | pygdbmi-mcp-servermcp · back-end | Enables dynamic debugging with GDB via the MCP protocol, allowing LLMs to execute GDB commands, manage breakpoints, control execution, and inspect… | 4 stars | No one-command install · Source | |
| 180 | 43.275 | llamator-mcp-servermcp · back-end | Enables automated LLM red teaming by submitting asynchronous test runs, retrieving aggregated metrics, and accessing artifacts. | 4 stars | No one-command install · Source | |
| 180 | 43.275 | falai-mcp-servermcp · back-end | A FastMCP server that exposes core fal.ai model API operations, enabling model catalogue browsing, search, schema retrieval, inference, queue… | 4 stars | No one-command install · Source | |
| 180 | 43.275 | fgclip-mcpmcp · back-end | MCP server for FG-CLIP embedding services enabling multi-modal similarity computation for text and images. | 4 stars | No one-command install · Source | |
| 180 | 43.275 | ai-content-moderation-mcp-servermcp · back-end | Enables content moderation by checking user input against OpenAI's moderation API via Google ADK, with dual SSE/STDIO transport support and… | 4 stars | No one-command install · Source | |
| 189 | 42.840 | nefino-mcp-servermcp · back-end | Provides LLMs with access to news and information about renewable energy projects and planning in Germany via the Nefino API, enabling location-based… | 3 forks | No one-command install · Source | |
| 190 | 41.082 | martinschlott-bettermcpfileservermcp · back-end | Reimagined server for filesystem access with privacy-preserving path aliases and an optimized LLM-friendly API. | 1 star · 2 forks | No one-command install · Source | |
| 190 | 41.082 | open-meteo-mcp-servermcp · back-end | Provides comprehensive access to Open-Meteo weather APIs, including forecasts, historical data, air quality, marine weather, and geocoding, enabling… | 1 star · 2 forks | No one-command install · Source | |
| 190 | 41.082 | meraki-mcp-servermcp · back-end | Enables interaction with the Meraki Dashboard API for LLMs, allowing seamless integration of Meraki network management capabilities within an AI… | 1 star · 2 forks | No one-command install · Source | |
| 193 | 38.412 | mcp-standards-servermcp · back-end | A Model Context Protocol (MCP) server that provides intelligent, context-aware access to development standards, enabling LLMs to automatically select… | 3 stars | No one-command install · Source | |
| 193 | 38.412 | forkmindmcp · back-end | Local-first MCP server that lets AI agents query their own LLM call history as a branchable DAG and offload conversation context into immutable… | 3 stars | No one-command install · Source | |
| 193 | 38.412 | good-comfyui-mcpmcp · back-end | MCP server for generating AI images with local ComfyUI, featuring a reference-image-to-replication toolchain including Danbooru tag lookup, local… | 3 stars | No one-command install · Source | |
| 193 | 38.412 | adbutler007-pdf-parsermcp · back-end | MCP server for PDF text extraction optimized for LLMs, with figure detection using spatial heuristics and page screenshot rendering without GPU or API… | 3 stars | No one-command install · Source | |
| 193 | 38.412 | fluree-mcp-servermcp · back-end | A Node.js gateway that exposes FlureeDB functionality through MCP, enabling LLM clients to query, mutate, and manage Fluree ledgers interactively. | 3 stars | No one-command install · Source | |
| 193 | 38.412 | comparedge-pricing-api-mcp-servermcp · back-end | Provides verified pricing data for SaaS, AI tools, and LLMs across 490+ tools. No API key required, returns sourced records with attribution links. | 3 stars | No one-command install · Source | |
| 193 | 38.412 | tangentstorm-jmcp · back-end | MCP server embedding the J programming language interpreter for executing J code from AI assistants. | 3 stars | No one-command install · Source | |
| 193 | 38.412 | mcpcraftmcp · back-end | A lightweight SDK for building Model Context Protocol (MCP) servers with zero-config setup, automatic TypeScript type inference, and Zod runtime… | 3 stars | 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.