Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 98.783 | trulenseval · back-end | Evaluation and tracking for LLM and RAG applications with a feedback-function API and experiment dashboard. | 3,530 stars · 335 forks · 1 mention | No one-command install · Source | |
| 2 | 98.548 | yctimlin-excalidrawmcp · back-end | Enables LLMs to create and manipulate Excalidraw diagrams through a Node.js API that provides tools for element creation, modification, querying, and… | 2,476 stars · 277 forks | No one-command install · Source | |
| 3 | 98.544 | butterbasemcp · back-end | AI-native open-source backend-as-a-service. Manage Postgres with RLS, auth, file storage, serverless TypeScript functions, durable objects, realtime… | 3,353 stars · 163 forks | armory install butterbase --cli claude | |
| 4 | 98.062 | modular-rag-mcp-servermcp · back-end | A pluggable, observable modular RAG framework exposing tools via MCP protocol for AI assistants like Copilot/Claude to query knowledge bases, list… | 1,162 stars · 266 forks | No one-command install · Source | |
| 5 | 98.005 | langsmithobservability · back-end | LangChain's platform for tracing, evaluating, and monitoring LLM applications — deep integration with LangChain/LangGraph plus a REST API for any… | 1,043 stars · 288 forks | No one-command install · Source | |
| 6 | 96.190 | evalstate-mcp-hfspacemcp · back-end | MCP server that seamlessly integrates Hugging Face Spaces with AI assistants, enabling easy access to diverse AI models and tools without manual… | 387 stars · 57 forks | No one-command install · Source | |
| 7 | 96.177 | hugging-face-mcp-servermcp · back-end | Connects LLMs to the Hugging Face Hub and thousands of Gradio AI applications, enabling model interaction and search. | 299 stars · 104 forks | No one-command install · Source | |
| 8 | 95.820 | mcp-server-for-revit-pythonmcp · back-end | Enables Large Language Models to access and manipulate Autodesk Revit models through a pyRevit-based bridge and the Model Context Protocol. | 175 stars · 102 forks | No one-command install · Source | |
| 9 | 95.443 | veritasgraphmcp · back-end | Zero-trust, air-gapped Enterprise GraphRAG MCP server. Build knowledge graphs from local documents and run multi-hop, citation-grounded queries… | 313 stars · 37 forks | No one-command install · Source | |
| 10 | 94.839 | maxmsp-mcp-servermcp · back-end | Enables LLMs to directly understand and generate Max patches via the Model Context Protocol. | 266 stars · 30 forks | No one-command install · Source | |
| 11 | 94.003 | stippi-code-assistantmcp · back-end | Rust-based code exploration server that enables reading, writing, and understanding codebases through autonomous navigation, file summarization, and… | 180 stars · 32 forks | No one-command install · Source | |
| 12 | 93.949 | aisix-ai-gatewaymcp · back-end | Self-hosted MCP gateway that registers upstream MCP servers and fronts them behind one governed Streamable HTTP endpoint: per-tool access control by… | 168 stars · 36 forks | No one-command install · Source | |
| 13 | 93.531 | mlit-geospatial-mcp-servermcp · back-end | Enables LLMs to search and retrieve Japanese real estate data through unified access to the MLIT Real Estate Information Library API, supporting over… | 185 stars · 23 forks | No one-command install · Source | |
| 14 | 93.074 | noapi-google-search-mcpmcp · back-end | An MCP server that gives local LLMs access to Google search, live feeds, YouTube transcriptions, OCR, and more — all without API keys, using headless… | 128 stars · 35 forks | No one-command install · Source | |
| 15 | 92.428 | google-ai-mode-mcp-servermcp · back-end | Enables any MCP-compatible LLM to perform AI-powered web research using Google's AI Mode, returning synthesized and cited answers instead of raw… | 150 stars · 18 forks | No one-command install · Source | |
| 16 | 92.419 | nkapila6-mcp-local-ragmcp · back-end | "primitive" RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed. | 133 stars · 21 forks | No one-command install · Source | |
| 17 | 91.683 | danilop-aws-lambdamcp · back-end | Enables LLMs to interact with AWS Lambda functions, providing access to private resources, AWS services, and Lambda's capabilities for data processing… | 109 stars · 20 forks | No one-command install · Source | |
| 18 | 91.271 | velociraptor-mcpmcp · back-end | A proof-of-concept MCP bridge that exposes Velociraptor's forensic triage tools to LLMs, enabling natural language querying of Windows endpoints for… | 94 stars · 22 forks | No one-command install · Source | |
| 19 | 90.484 | directus-content-mcp-servermcp · back-end | Enables Directus users to interact with their data in LLMs, allowing content editors and data analysts to manage content, query collections, and… | 83 stars · 19 forks | No one-command install · Source | |
| 20 | 90.449 | reapi-com-mcp-openapimcp · back-end | MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data | 90 stars · 16 forks | No one-command install · Source | |
| 21 | 90.326 | turbularmcp · back-end | Provides a unified API to connect LLMs to various databases, with schema normalization and query transformation for seamless interaction. | 99 stars · 13 forks | No one-command install · Source | |
| 22 | 90.099 | vinayak-mehta-browser-usemcp · back-end | Enables web browsing capabilities for any MCP client through a simple command that leverages your existing LLM configuration without additional API… | 80 stars · 17 forks | No one-command install · Source | |
| 23 | 89.518 | nameetp-pdfmuxmcp · back-end | PDF extraction router with built-in MCP server. Classifies each page (digital, scanned, tables) and routes to the best backend (PyMuPDF, Docling, OCR… | 81 stars · 13 forks | No one-command install · Source | |
| 24 | 89.492 | epicure-mcp-servermcp · back-end | Public, anonymous, read-only MCP server for the Epicure ingredient-embedding model, offering tools for ingredient pairings, flavor profiling, and… | 75 stars · 15 forks | No one-command install · Source | |
| 25 | 87.892 | csfd-api-mcp-servermcp · back-end | Enables LLMs to query movie details, search, creator info, user ratings, and reviews from the Czech-Slovak Film Database (CSFD.CZ) via the Model… | 60 stars · 13 forks | No one-command install · Source | |
| 26 | 87.400 | garoth-wolframalpha-llmmcp · back-end | Integrates with WolframAlpha's LLM API to enable complex mathematical and scientific queries, offering tools for asking questions and getting… | 55 stars · 13 forks | No one-command install · Source | |
| 27 | 87.250 | triliumnext-mcpmcp · back-end | A Model Context Protocol (MCP) server for interacting with TriliumNext via its ETAPI. Enables LLMs to create, read, update, and organize notes… | 65 stars · 9 forks | No one-command install · Source | |
| 28 | 87.240 | gus-narea-daipendencymcp · back-end | Extracts public API documentation from a library and outputs it in an LLM-friendly format. | 58 stars · 11 forks | No one-command install · Source | |
| 29 | 86.817 | candidate-mcp-servermcp · back-end | Enables LLMs to access candidate information including resume, LinkedIn, GitHub, and contact via email. | 81 stars · 6 forks | No one-command install · Source | |
| 30 | 86.501 | aula-mcpmcp · back-end | This server enables MCP clients (LLMs) to access data from the Danish school platform Aula, such as messages, schedules, and child profiles, by… | 44 stars · 16 forks | No one-command install · Source | |
| 31 | 86.171 | wwiens-traktmcp · back-end | Bridge to the Trakt.tv API, allowing LLMs to access real-time entertainment data and personal Trakt viewing history. | 44 stars · 14 forks | No one-command install · Source | |
| 32 | 85.826 | cobalt-strike-mcp-servermcp · back-end | Bridges large language models with the Cobalt Strike C2 framework, enabling AI assistants to control adversary simulation workflows through natural… | 51 stars · 9 forks | No one-command install · Source | |
| 33 | 85.766 | cyberchef-api-mcp-servermcp · back-end | Enables LLM clients to encode, decode, and transform data using CyberChef operations via an MCP server that interfaces with the CyberChef API. | 44 stars · 12 forks | No one-command install · Source | |
| 34 | 85.531 | api7-apisixmcp · back-end | Bridge LLMs with the APISIX Admin API to manage and analyze API gateway information. | 38 stars · 16 forks | No one-command install · Source | |
| 35 | 85.383 | pandas-mcp-servermcp · back-end | Enables LLMs to safely execute pandas code for data analysis and generate interactive visualizations through the Model Context Protocol. | 45 stars · 10 forks | No one-command install · Source | |
| 36 | 85.363 | desimpkins-lightragmcp · back-end | Connects to local LightRAG instances via HTTP API for document management, knowledge graph operations, hybrid querying, and pipeline monitoring… | 37 stars · 16 forks | No one-command install · Source | |
| 37 | 85.060 | locallama-mcp-servermcp · back-end | Routes coding tasks to local and remote LLMs with intelligent cost-quality optimization, supports benchmarking and code search. | 43 stars · 10 forks | No one-command install · Source | |
| 38 | 84.694 | i-dot-ai-uk-parliamentmcp · back-end | Integrates with UK Parliament's API and Hansard debates to provide constituency searches, member information, election results, government post… | 29 stars · 16 forks | No one-command install · Source | |
| 39 | 84.603 | amidabuddha-unichat-mcp-servermcp · back-end | Interact with multiple LLM chat APIs through a unified interface. | 40 stars · 10 forks | No one-command install · Source | |
| 40 | 84.439 | emgeee-ollamamcp · back-end | Integrates with Ollama for local large language model inference, enabling text generation and model management without relying on cloud APIs. | 34 stars · 14 forks | No one-command install · Source | |
| 41 | 84.344 | readwise-readermcp · back-end | Integrates with Readwise Reader API for saving URLs and HTML content, organizing documents across locations, performing topic-based searches, and… | 47 stars · 7 forks | No one-command install · Source | |
| 42 | 84.225 | velociraptor-mcp-servermcp · back-end | Enables natural language interaction with Velociraptor DFIR through MCP, allowing LLMs to query artifacts, clients, flows, and collect forensic data. | 40 stars · 9 forks | No one-command install · Source | |
| 43 | 84.156 | pokemon-mcp-servermcp · back-end | Enables LLMs to fetch Pokémon data, list popular Pokémon, and build tournament squads via the PokéAPI. | 30 stars · 15 forks | No one-command install · Source | |
| 44 | 83.876 | conversational-analysis-enginemcp · back-end | Enables users to optimize LLM responses using Monte Carlo Tree Search (MCTS) through a Model Context Protocol server, enhancing conversation quality… | 48 stars · 6 forks | No one-command install · Source | |
| 45 | 83.783 | sionic-ai-serverless-ragmcp · back-end | Serverless RAG implementation using FastAPI that provides flexible file upload, processing, and tool integration capabilities with a modular server… | 40 stars · 8 forks | No one-command install · Source | |
| 46 | 83.726 | xuanwo-opendalmcp · back-end | Integrates with OpenDAL to provide unified access to diverse storage backends, enabling LLMs to read from and write to various storage systems for… | 35 stars · 10 forks | No one-command install · Source | |
| 47 | 83.348 | mcp-netmiko-servermcp · back-end | Enables LLMs to interact with network devices via SSH (netmiko), allowing command execution and configuration changes on routers and switches. | 35 stars · 9 forks | No one-command install · Source | |
| 48 | 83.105 | webfetch-mcpmcp · back-end | Enables local LLMs to search the web and fetch clean content from URLs without API keys, using SearxNG and Mozilla Readability. | 36 stars · 8 forks | No one-command install · Source | |
| 49 | 82.902 | cisco-radkit-mcp-servermcp · back-end | Enables LLMs to interact with network devices via Cisco RADKit, supporting inventory discovery, device attribute inspection, CLI command execution… | 11 stars · 17 forks | No one-command install · Source | |
| 50 | 82.834 | privetin-dataset-viewermcp · back-end | Integrates with the Hugging Face Dataset Viewer API to enable exploration, analysis, and content retrieval of datasets hosted on the Hugging Face Hub. | 31 stars · 10 forks | No one-command install · Source | |
| 51 | 81.215 | hotels-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that allows LLMs to search for hotels and destinations using the Booking.com API. | 28 stars · 8 forks | No one-command install · Source | |
| 52 | 81.165 | gh-janghyuckyun-youtube-intelligencemcp · back-end | Extracts YouTube video metadata, transcripts, and comments via yt-dlp with server-side LLM summarization, entity extraction, topic segmentation, and… | 51 stars · 3 forks | No one-command install · Source | |
| 53 | 80.854 | kamel-irzouni-qwen-maxmcp · back-end | Integrates with Qwen Max large language model via Dashscope API for text generation and analysis tasks in applications. | 24 stars · 10 forks | No one-command install · Source | |
| 54 | 80.478 | qiaomu-llm-mcpmcp · back-end | A local MCP gateway that unifies multiple LLM providers, API keys, routing, and multi-model discussions into a single tool surface. | 46 stars · 3 forks | No one-command install · Source | |
| 55 | 80.000 | math-mcpmcp · back-end | Enable your LLMs to perform accurate numerical calculations with a simple API. Leverage basic arithmetic and statistical functions to enhance your… | 2,058,825 installs | No commit datelisted | No one-command install · Source |
| 56 | 79.359 | hijaz-postmancermcp · back-end | A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections. | 28 stars · 5 forks | No one-command install · Source | |
| 57 | 78.358 | archimate-mcp-servermcp · back-end | Enables LLMs to create, modify, and analyze ArchiMate architecture models using the ArchiMate 3.2 specification, supporting coArchi2 repositories and… | 20 stars · 8 forks | No one-command install · Source | |
| 58 | 77.958 | discord-mcp-server-2mcp · back-end | Enables LLMs to read messages, discover channels, send messages, and monitor Discord communities using web scraping without requiring bot permissions… | 14 stars · 10 forks | No one-command install · Source | |
| 59 | 77.754 | typedb-mcp-servermcp · back-end | Enables AI assistants to interact with TypeDB databases, allowing LLMs to execute TypeQL queries, manage databases, and manage users through natural… | 13 stars · 10 forks | No one-command install · Source | |
| 60 | 77.567 | uyuni-mcp-servermcp · back-end | Bridges LLMs with Uyuni infrastructure management, enabling natural language system administration such as inspecting systems, managing updates, and… | 12 stars · 10 forks | No one-command install · Source | |
| 61 | 77.489 | wpfleger96-pagerdutymcp · back-end | Exposes PagerDuty API functionality to LLMs. | 8 stars · 11 forks | No one-command install · Source | |
| 62 | 77.436 | cloudwerx-diffugenmcp · back-end | CloudWerx's DiffuGen provides a flexible image generation server that supports multiple stable diffusion models with advanced configuration options… | 19 stars · 7 forks | No one-command install · Source | |
| 63 | 77.366 | zellij-mcp-servermcp · back-end | Enables comprehensive management of Zellij terminal workspace sessions, including session, pane, tab, plugin, layout operations, and LLM completion… | 22 stars · 5 forks | No one-command install · Source | |
| 64 | 76.819 | ai-testcase-generator-mcpmcp · back-end | Generates comprehensive API test plans (positive, negative, and boundary/edge cases) from endpoint metadata using LLMs, and exports them as Excel… | 16 stars · 9 forks | No one-command install · Source | |
| 65 | 76.502 | browseai-hq-browserai-devmcp · back-end | Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode (raw LLM vs evidence-backed). MCP… | 20 stars · 5 forks | No one-command install · Source | |
| 66 | 76.400 | tiger-linear-mcp-servermcp · back-end | Provides focused tools for interacting with Linear via the Model Context Protocol, enabling LLMs to manage Linear issues, projects, and teams. | 33 stars · 2 forks | No one-command install · Source | |
| 67 | 76.331 | topologicpy-mcp-servermcp · back-end | Enables LLMs to perform architectural spatial modeling through natural language, including creating, manipulating, and analyzing 3D building models… | 22 stars · 4 forks | No one-command install · Source | |
| 68 | 76.278 | gerred-replicatemcp · back-end | Integrates with Replicate API to provide seamless access to diverse machine learning models for inference and result retrieval across various domains. | 16 stars · 8 forks | No one-command install · Source | |
| 69 | 75.737 | yashshingvi-databricks-genie-mcpmcp · back-end | A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks… | 17 stars · 6 forks | No one-command install · Source | |
| 70 | 75.467 | cromwellian-hippycampusmcp · back-end | Converts OpenAPI specifications into LangChain tools, enabling AI assistants to interact with existing REST APIs without custom implementation | 20 stars · 4 forks | No one-command install · Source | |
| 71 | 75.190 | runware-mcp-servermcp · back-end | Enables lightning fast image and video generation using the Runware API, with tools for inference, upscaling, background removal, and more. | 9 stars · 9 forks | No one-command install · Source | |
| 72 | 75.006 | fetch-mcp-servermcp · back-end | Enables LLMs to fetch and extract web content using browser automation, OCR, and multiple extraction methods, handling JavaScript rendering and… | 17 stars · 5 forks | No one-command install · Source | |
| 73 | 74.652 | opendata-cat-mcp-servermcp · back-end | Connects LLMs to over 2,850 datasets from 13 Catalan and Spanish open data portals, enabling natural language search and real-time queries of public… | 21 stars · 3 forks | No one-command install · Source | |
| 74 | 74.510 | exasol-mcp-servermcp · back-end | Provides an LLM access to the Exasol database via MCP tools, enabling reading of database metadata and execution of data reading queries. | 18 stars · 4 forks | No one-command install · Source | |
| 75 | 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 | |
| 76 | 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 | |
| 77 | 73.472 | rizamcp · back-end | Provides 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 forks | No one-command install · Source | |
| 78 | 73.387 | smigolsmigol-llmkitmcp · back-end | Track AI API costs across 11 LLM providers with budget enforcement, per-session breakdowns, and multi-provider routing. | 16 stars · 4 forks | No one-command install · Source | |
| 78 | 73.387 | wd041216-bit-free-web-search-ultimatemcp · back-end | Zero-cost, privacy-first universal web search MCP server. Enforces a **Search-First** paradigm — instructs LLMs to retrieve real-time information… | 16 stars · 4 forks | No one-command install · Source | |
| 80 | 72.722 | claude-sidekickmcp · back-end | A Model Context Protocol (MCP) server that connects Claude to local Ollama models, enabling offloading of simpler tasks to save Claude tokens. | 15 stars · 4 forks | No one-command install · Source | |
| 80 | 72.722 | mirror-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides a reflect tool, enabling LLMs to engage in self-reflection and introspection through recursive… | 15 stars · 4 forks | No one-command install · Source | |
| 82 | 72.060 | phantom-secrets-mcp-servermcp · back-end | Enables AI coding tools to securely manage secrets via MCP tools for vault operations, diagnostics, and cloud sync, ensuring real keys never enter the… | 16 stars · 3 forks | No one-command install · Source | |
| 82 | 72.060 | sonaiengine-graph-tool-callmcp · back-end | When tool count exceeds LLM context limits, accuracy collapses (248 tools → 12%). graph-tool-call builds a tool graph from OpenAPI/MCP specs and… | 16 stars · 3 forks | No one-command install · Source | |
| 84 | 71.577 | amdbmcp · back-end | Turn your codebase into AI context — entirely on your machine. Single-binary MCP server with AST parsing, call graph, and local embeddings. | 26 stars · 1 fork | No one-command install · Source | |
| 85 | 71.394 | rlm-mcp-server-2mcp · back-end | Enables any LLM to process arbitrarily long contexts through recursive decomposition, without requiring external LLM APIs. | 15 stars · 3 forks | No one-command install · Source | |
| 85 | 71.394 | opencode-personal-knowledgemcp · back-end | A personal knowledge MCP server with vector database for the Opencode ecosystem. It enables semantic search, tag organization, and session memory… | 15 stars · 3 forks | No one-command install · Source | |
| 87 | 71.363 | tosin2013-codebase-insightmcp · back-end | Provides deep code analysis capabilities for software repositories, enabling pattern detection, architecture understanding, and knowledge management… | 12 stars · 5 forks | No one-command install · Source | |
| 87 | 71.363 | mcp-brasil-apimcp · back-end | Enables LLMs to query Brazilian public data such as CEP, CNPJ, DDD, exchange rates, banks, and holidays via the Model Context Protocol. | 12 stars · 5 forks | No one-command install · Source | |
| 89 | 71.333 | iamwavecut-thinkmcp · back-end | Go-based server that provides LLMs with tools to record, retrieve, and analyze their reasoning processes during complex problem-solving tasks… | 18 stars · 2 forks | No one-command install · Source | |
| 90 | 71.115 | gcore-mcp-servermcp · back-end | Enables interaction with Gcore Cloud API via LLM assistants, providing tools for managing instances, networking, storage, AI/ML, and more. | 11 stars · 6 forks | No one-command install · Source | |
| 91 | 70.897 | runapi-mcp-servermcp · back-end | Connects MCP-compatible coding tools to RunAPI for AI image, video, music, text-to-speech, and LLM generation using 130+ models from leading… | 55 stars | No one-command install · Source | |
| 92 | 70.564 | bible-mcp-servermcp · back-end | Exposes Bible content from bible-api.com for LLMs, enabling retrieval of verses, chapters, random verses, and Bible study prompts with support for… | 14 stars · 3 forks | No one-command install · Source | |
| 93 | 70.551 | ollama-mcp-example-servermcp · back-end | A simple MCP server that exposes stock price lookup tools, demonstrating how to set up MCP from scratch with Ollama. | 23 stars · 1 fork | No one-command install · Source | |
| 94 | 70.455 | mcp-aftereffectsmcp · back-end | MCP server that lets LLMs drive Adobe After Effects, enabling project inspection, comp/layer mutations with undo support, JSON checkpoint/restore, and… | 51 stars | No one-command install · Source | |
| 95 | 69.750 | doit-mcp-servermcp · back-end | Provides LLMs with access to the DoiT API for managing cloud resources, analyzing costs, and handling support tickets via natural language. | 13 stars · 3 forks | No one-command install · Source | |
| 96 | 69.545 | mcp-raganythingmcp · back-end | Multi-modal RAG service exposing a REST API and MCP server for document indexing and knowledge-base querying, powered by RAGAnything and LightRAG. | 15 stars · 2 forks | No one-command install · Source | |
| 97 | 69.349 | orcarouter-mcpmcp · back-end | OrcaRouter MCP — browse 160+ LLM models with live pricing (no API key needed for catalog) and route chat completions through the OrcaRouter gateway… | 11 stars · 4 forks | No one-command install · Source | |
| 98 | 69.255 | freedanfan-multi-llm-api-gatewaymcp · back-end | Provides a unified FastAPI server for interacting with multiple language model APIs, enabling seamless switching between OpenAI and Anthropic models… | 10 stars · 5 forks | No one-command install · Source | |
| 99 | 68.715 | raindrop-io-mcp-servermcp · back-end | Enables to manage Raindrop.io bookmarks programmatically—add, search, and organize bookmarks from LLM apps. | 14 stars · 2 forks | No one-command install · Source | |
| 100 | 68.547 | forwardnetworks-network-analysismcp · back-end | Integrates with Forward Networks API for network topology analysis, path tracing, device management, and configuration auditing with semantic search… | 4 stars · 7 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.