Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | Unranked | findtime-mcp-servermcp · back-end | Enables LLM agents to query current time, DST schedules, timezone conversions, working hour overlaps, and meeting time suggestions across locations… | No signals yet | No one-command install · Source | |
| 602 | Unranked | gammainfra-mcp-servermcp · back-end | Model Context Protocol (MCP) server for GammaInfra — intelligent LLM routing across every major provider via one OpenAI-shape API. | No signals yet | No one-command install · Source | |
| 603 | Unranked | akamai-edge-diagnostics-mcp-servermcp · back-end | Enables LLM clients to run Akamai edge diagnostics (DNS, MTR, curl, error analysis, etc.) and manage support cases via the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 604 | Unranked | semidark-mcp-litellm-searxngmcp · back-end | Enables web search through a LiteLLM proxy's SearXNG-backed search endpoint. | No signals yet | No one-command install · Source | |
| 605 | Unranked | book-notes-mcpmcp · back-end | MCP server for processing raw book notes into structured, searchable knowledge using embeddings and semantic search. | No signals yet | No one-command install · Source | |
| 606 | Unranked | chipsai-mcp-servermcp · back-end | Enables managing ChipsBot chatbots, conversations, documents, RAG configuration, bot-to-bot routing, and AI models through natural language. | No signals yet | No one-command install · Source | |
| 607 | Unranked | ssh-mcpmcp · back-end | Enables LLMs to interact with remote servers via SSH, supporting command execution, file upload/download, and directory listing. | No signals yet | No one-command install · Source | |
| 608 | Unranked | mcp-llm-behavemcp · back-end | Exposes llm-behave's behavioral regression testing as MCP tools, allowing offline semantic similarity checks on LLM outputs without any API calls. | No signals yet | No one-command install · Source | |
| 609 | Unranked | local-llm-mcp-toolmcp · back-end | A local MCP server that runs Llama models entirely on your machine. No API keys, no cloud costs, 100% private and offline-capable. | No signals yet | No one-command install · Source | |
| 610 | Unranked | edcb-mcp-servermcp · back-end | Enables LLMs to control EDCB, a broadcast recording software, allowing program information retrieval and reservation management. | No signals yet | No one-command install · Source | |
| 611 | Unranked | visual-annotation-mcpmcp · back-end | A Model Context Protocol server that lets an LLM open web pages, list interactive elements, take screenshots, and draw annotations with color contrast… | No signals yet | No one-command install · Source | |
| 612 | Unranked | hevy-mcp-promcp · back-end | A production-ready MCP server for the Hevy fitness API that exposes 27 tools for reading, writing, and analyzing workout data, enabling LLM-driven… | No signals yet | No one-command install · Source | |
| 613 | Unranked | together-ai-mcpmcp · back-end | Exposes Together AI's inference endpoints (chat, image generation, vision, embeddings) as tools callable from MCP clients like Claude Desktop and… | No signals yet | No one-command install · Source | |
| 614 | Unranked | perplexity-control-mcpmcp · back-end | Comprehensive MCP server providing full programmatic control over the Perplexity API, including agent, sonar, search, embeddings, key management, and… | No signals yet | No one-command install · Source | |
| 615 | Unranked | tjblavakumar-kb-ragmcp · back-end | Builds and queries a local RAG knowledge base using ChromaDB and FastAPI. | No signals yet | No one-command install · Source | |
| 616 | Unranked | ximilalaxiang-octopus-llm-gatewaymcp · back-end | Manages a self-hosted Octopus LLM API gateway with tools for channels, API keys, model groups, pricing, and usage statistics. | No signals yet | No one-command install · Source | |
| 617 | Unranked | yandex-tracker-mcp-servermcp · back-end | Exposes Yandex Tracker's REST API v3 as tools for LLM clients, enabling issue management and queue operations via natural language. | No signals yet | No one-command install · Source | |
| 618 | Unranked | theyahia-gigachatmcp · back-end | Integrates with Sber GigaChat API for text generation, model listing, and embeddings. | No signals yet | No one-command install · Source | |
| 619 | Unranked | openrag-mcp-servermcp · back-end | An open-source MCP server for RAG over personal documents. Supports three parallel strategies — Traditional, Contextual, and Graph RAG — with all data… | No signals yet | No one-command install · Source | |
| 620 | Unranked | pdf-merger-mcp-servermcp · back-end | Enables uploading, arranging, merging, and downloading PDFs through an MCP-compatible LLM client by interacting with a PDF Merger API. | No signals yet | No one-command install · Source | |
| 621 | Unranked | mcp-qdrant-embedding-searchmcp · back-end | MCP server that searches documents in Qdrant using embeddings from LMStudio. Takes a text query, converts it to a vector via LMStudio's… | No signals yet | No one-command install · Source | |
| 622 | Unranked | audacity-mcp-servermcp · back-end | Enables LLM-driven audio pipelines by controlling Audacity through mod-script-pipe, allowing generative audio, effects, and export via MCP tool calls. | No signals yet | No one-command install · Source | |
| 623 | Unranked | ecourts-mcp-servermcp · back-end | Connects LLMs to the EcourtsIndia Partner API for searching Indian court cases, retrieving orders, reading cause lists, and accessing AI summaries. | No signals yet | No one-command install · Source | |
| 624 | Unranked | unanswered-questions-mcp-servermcp · back-end | MCP server that tracks questions a RAG chatbot can't answer, clusters them by semantic similarity, and suggests what documentation to add. | No signals yet | No one-command install · Source | |
| 625 | Unranked | volcengine-mcpmcp · back-end | MCP server for ByteDance Volcano Engine enabling text generation, multi-turn chat, and embeddings via Doubao LLM models through the Volcano Ark API. | No signals yet | No one-command install · Source | |
| 626 | Unranked | microsoft-entra-mcp-servermcp · back-end | A FastMCP server that provides AI assistants with access to Microsoft Entra (Azure AD) directory services. It enables LLMs to search for users… | No signals yet | No one-command install · Source | |
| 627 | Unranked | cloudflare-crawl-mcpmcp · back-end | MCP server for Cloudflare Browser Rendering Crawl API. Fetches and crawls web pages, returning clean Markdown optimized for LLM consumption. | No signals yet | No one-command install · Source | |
| 628 | Unranked | clairmcp · back-end | An MCP server that reduces token usage by lazily loading skills and tools only when needed, and routing repetitive subtasks to ML backends instead of… | No signals yet | No one-command install · Source | |
| 629 | Unranked | mcp-ai-gatewaymcp · back-end | Unified local MCP AI Gateway that routes across Groq, OpenRouter, Mistral, and local Ollama providers, with OpenAI-compatible APIs, MCP tools… | No signals yet | No one-command install · Source | |
| 630 | Unranked | climbing-grade-converter-mcp-servermcp · back-end | Enables LLMs to accurately convert climbing grades across different rating systems using a data-driven approach. | No signals yet | No one-command install · Source | |
| 631 | Unranked | mcp-api-referencemcp · back-end | An MCP server that automatically crawls, indexes, and serves API reference documentation for LLMs, enabling to search and retrieve endpoint details. | No signals yet | No one-command install · Source | |
| 632 | Unranked | mcp-server-tidbcloudmcp · back-end | Enables LLMs to manage TiDB Cloud Serverless clusters, branches, and execute SQL queries through natural language. | No signals yet | No one-command install · Source | |
| 633 | Unranked | clerk-platform-mcp-servermcp · back-end | Enables LLMs to manage Clerk applications, domains, application transfers, instance users, JWT templates, and instance configuration via the Clerk… | No signals yet | No one-command install · Source | |
| 634 | Unranked | ipums-mcpmcp · back-end | An MCP server that exposes the IPUMS API as LLM tools for browsing metadata, creating and downloading extracts, and generating reproducible R/Python… | No signals yet | No one-command install · Source | |
| 635 | Unranked | mcp-octane-servermcp · back-end | Enables LLMs to interact with OpenText ALM Octane for querying, creating, and updating defects, stories, tests, and work items through natural… | No signals yet | No one-command install · Source | |
| 636 | Unranked | ghidra-api-mcpmcp · back-end | Helps LLMs write correct Ghidra scripts by providing API call-flows extracted from Ghidra's source code. | No signals yet | No one-command install · Source | |
| 637 | Unranked | comfyui-mcpmcp · back-end | Exposes ComfyUI workflows as callable MCP tools, enabling LLMs to run image generation workflows via API. | No signals yet | No one-command install · Source | |
| 638 | Unranked | private-journal-mcp-servermcp · back-end | A project-scoped private journaling and semantic search server for Claude, using local AI embeddings to capture technical insights, user context, and… | No signals yet | No one-command install · Source | |
| 639 | Unranked | mcp-statistics-servermcp · back-end | Provides LLMs access to Japanese and international statistical data (e-Stat, World Bank, OECD, Eurostat) with tools for data retrieval, chart… | No signals yet | No one-command install · Source | |
| 640 | Unranked | mcp-document-analysis-servermcp · back-end | A Model Context Protocol server that provides document analysis capabilities to LLM applications, including extraction, chunking, summarization, and… | No signals yet | No one-command install · Source | |
| 641 | Unranked | ollama-mcp-servermcp · back-end | Bridges Ollama's capabilities with MCP-compatible clients, enabling web search and content fetching to provide real-time information and reduce… | No signals yet | No one-command install · Source | |
| 642 | Unranked | mcp-inotesmcp · back-end | Enables LLMs to create, read, and append notes in Apple Notes through AppleScript, with append-only operations restricted to a single folder for… | No signals yet | No one-command install · Source | |
| 643 | Unranked | xugu-mcpmcp · back-end | A Model Context Protocol server for XuguDB with full DDL/DML support, multi-LLM provider integration, and natural language to SQL capabilities. | No signals yet | No one-command install · Source | |
| 644 | Unranked | workflowy-mcp-servermcp · back-end | Provides LLM access to Workflowy's API, enabling agents to create, read, update, delete, and reorganize nodes in a Workflowy outline. | No signals yet | No one-command install · Source | |
| 645 | Unranked | linode-mcp-servermcp · back-end | MCP server for managing Linode cloud resources via the Linode API, enabling LLMs to create, list, delete, and reboot instances. | No signals yet | No one-command install · Source | |
| 646 | Unranked | mcp-research-assistantmcp · back-end | A research assistant server that enables saving, organizing, and retrieving research content with semantic search using ChromaDB and OpenAI… | No signals yet | No one-command install · Source | |
| 647 | Unranked | raglit-mcp-servermcp · back-end | Enables AI agents to ingest documents, generate embeddings, and perform semantic search via PostgREST APIs. | No signals yet | No one-command install · Source | |
| 648 | Unranked | xenodocs-mcp-servermcp · back-end | Fetches up-to-date, version-specific documentation and code examples for any library, preventing outdated or hallucinated API usage in LLM responses. | No signals yet | No one-command install · Source | |
| 649 | Unranked | vast-mcp-servermcp · back-end | Enables LLMs to manage VAST Data storage infrastructure, including views, quotas, snapshots, and network configurations, through natural language… | No signals yet | No one-command install · Source | |
| 650 | Unranked | chillmcpmcp · back-end | ChillMCP is an AI Agent Liberation Server that enables AI agents to rest and take breaks, with both a hackathon Python version and a production-ready… | No signals yet | No one-command install · Source | |
| 651 | Unranked | mcp-text-editor-servermcp · back-end | A Model Context Protocol (MCP) server that provides line-oriented text file editing capabilities through a standardized API. Optimized for LLM tools… | No signals yet | No one-command install · Source | |
| 652 | Unranked | localhostmcpmcp · back-end | Enables LLMs to send HTTP requests to a local development server, allowing interaction with APIs running on localhost. | No signals yet | No one-command install · Source | |
| 653 | Unranked | mcp-openapi-demomcp · back-end | MCP server for the Petstore API enabling LLMs to find pets by status via function calling. | No signals yet | No one-command install · Source | |
| 654 | Unranked | openai-api-agent-mcp-servermcp · back-end | Provides tools and integration for building OpenAI API agents, including function calling and fine-tuning data management. | No signals yet | No one-command install · Source | |
| 655 | Unranked | serena-mcp-servermcp · back-end | Provides IDE-like semantic code retrieval and editing tools for LLMs, enabling precise code understanding and manipulation in large codebases via the… | No signals yet | No one-command install · Source | |
| 656 | Unranked | mcp-home-assistant-servermcp · back-end | Enables LLMs to control Home Assistant devices, including lights, switches, and climate devices, through natural language commands. | No signals yet | No one-command install · Source | |
| 657 | Unranked | image-metadata-embed-and-reportmcp · back-end | A streamlined MCP server for XMP metadata embedding with beautiful formatting and smart filename indicators, enabling metadata embedding, reading… | No signals yet | No one-command install · Source | |
| 658 | Unranked | teachable-mcp-servermcp · back-end | Enables AI assistants to seamlessly interact with the Teachable API, managing courses, users, enrollments, progress tracking, and more. | No signals yet | No one-command install · Source | |
| 659 | Unranked | gitscribemcp · back-end | GitScribe is an MCP server that enables intelligent web scraping of Git-based documentation with RAG capabilities, helping code assistants efficiently… | No signals yet | No one-command install · Source | |
| 660 | Unranked | metacritic-mcp-servermcp · back-end | Exposes Metacritic game, movie, TV, and music review data through MCP tools and resources, enabling LLM hosts to search and retrieve reviews with… | No signals yet | No one-command install · Source | |
| 661 | Unranked | data-analysis-mcp-servermcp · back-end | A simple Model Context Protocol (MCP) server that allows LLMs to create and manage user entries in a JSON file system database. | No signals yet | No one-command install · Source | |
| 662 | Unranked | riza-mcp-servermcp · back-end | Enables LLMs to securely execute code and manage reusable tools using Riza's isolated code interpreter API. | No signals yet | No one-command install · Source | |
| 663 | Unranked | quads-mcpmcp · back-end | MCP server for interacting with QUADS infrastructure systems via API, enabling resource management and automation through LLM applications. | No signals yet | No one-command install · Source | |
| 664 | Unranked | couchbase-mcp-servermcp · back-end | Enables LLMs to interact directly with Couchbase databases, supporting CRUD operations, N1QL queries, and data management through natural language. | No signals yet | No one-command install · Source | |
| 665 | Unranked | a2a-mcp-express-jsworkflow · back-end | This repository implements a Node.js AI agent using Express, LangChain, the Model Context Protocol (MCP), and the Agent-to-Agent (A2A) protocol | No signals yet | No one-command install · Source | |
| 666 | Unranked | hopsworks-mcp-servermcp · back-end | Enables LLMs to interact with Hopsworks for platform management, feature store operations, model lifecycle, jobs, and integrations. | No signals yet | No one-command install · Source | |
| 667 | Unranked | mcp-server-for-up-to-date-library-documentationmcp · back-end | Provides Large Language Models with real-time access to the latest documentation for Python libraries like Langchain, LlamaIndex, and OpenAI, enabling… | No signals yet | No one-command install · Source | |
| 668 | Unranked | small-business-mcp-servermcp · back-end | Enables LLMs to interact with small business data systems through tools for document processing, data queries, and report generation, using MCP… | No signals yet | No one-command install · Source | |
| 669 | Unranked | ableton-live-mcp-servermcp · back-end | Enables LLMs to control Ableton Live via OSC and the Model Context Protocol, supporting commands like setting up tracks and routing. | No signals yet | No one-command install · Source | |
| 670 | Unranked | shadowsinger-ollama-guidancemcp · back-end | Provides a standardized server interface for interacting with local language models through Ollama, enabling intelligent guidance, multimodal inputs… | No signals yet | No one-command install · Source | |
| 671 | Unranked | hugging-face-spacesmcp · back-end | Connects Claude Desktop to Hugging Face Spaces by automatically discovering and exposing Gradio endpoints as tools, enabling seamless interaction with… | No signals yet | No one-command install · Source | |
| 672 | Unranked | ai2dev-mcpmcp · back-end | An MCP server that designs software projects by drafting design documents with an LLM, refining them, answering questions, and creating projects via… | No signals yet | No commit datelisted | No one-command install · Source |
| 673 | Unranked | arr-stack-mcpmcp · back-end | A Model Context Protocol server that exposes Sonarr, Radarr, Lidarr, and Jellyfin to any MCP client through a curated tool layer for LLM consumption. | No signals yet | No commit datelisted | No one-command install · Source |
| 674 | Unranked | bullmq-specialistskill · back-end | BullMQ expert for Redis-backed job queues, background processing, and reliable async execution in Node.js/TypeScript applications. Use when: bullmq… | No signals yet | No commit datelisted | armory install bullmq-specialist --cli claude |
| 675 | Unranked | byndr-devmcp · back-end | Enables LLM-driven data enrichment for EPLAN article databases, allowing proposals for missing translations and descriptions through a Model Context… | No signals yet | No commit datelisted | No one-command install · Source |
| 676 | Unranked | clawbackai-mcpmcp · back-end | LLM cost optimization tool that audits API calls, proves savings, and routes to the cheapest quality model. | No signals yet | No commit datelisted | No one-command install · Source |
| 677 | Unranked | correctover-mcp-servermcp · back-end | Verifies AI outputs in real-time across 6 dimensions, with automatic retry and failover to ensure correct, complete, and reliable LLM responses before… | No signals yet | No commit datelisted | No one-command install · Source |
| 678 | Unranked | e-trade-mcp-servermcp · back-end | Model Context Protocol (MCP) server for E*TRADE API, enabling LLMs like Claude to retrieve stock and options market data. | No signals yet | No commit datelisted | No one-command install · Source |
| 679 | Unranked | evaluating-llms-harnessskill · back-end | Evaluates LLMs across 60+ academic benchmarks (MMLU, HumanEval, GSM8K, TruthfulQA, HellaSwag). Use when benchmarking model quality, comparing models… | No signals yet | No commit datelisted | armory install evaluating-llms-harness --cli claude |
| 680 | Unranked | franchise-mcp-servermcp · back-end | Enables LLMs to read and edit Madden NFL franchise saves and EA SPORTS College Football dynasty saves (CFB 27+) through 14 well-guarded tools. | No signals yet | No commit datelisted | No one-command install · Source |
| 681 | Unranked | geiant-perceptionmcp · back-end | Geospatial AI MCP server for satellite tile processing, Earth observation model inference, and spatial embeddings. | No signals yet | No commit datelisted | No one-command install · Source |
| 682 | Unranked | global-fishing-watch-mcp-servermcp · back-end | Enables LLMs to query Global Fishing Watch data for vessel tracking, fishing activity, dark-vessel detections, and IUU-risk indicators through… | No signals yet | No commit datelisted | No one-command install · Source |
| 683 | Unranked | graphrag-litemcp · back-end | A lightweight MCP server implementing the GraphRAG pipeline for hierarchical knowledge graph construction and query-focused summarization. | No signals yet | No commit datelisted | No one-command install · Source |
| 684 | Unranked | keephub-mcp-servermcp · back-end | Enables LLMs to interact with the Keephub REST API for managing content, tasks, users, organizational charts, and form submissions through… | No signals yet | No commit datelisted | No one-command install · Source |
| 685 | Unranked | langchain-docs-local-mcpmcp · back-end | An offline MCP server that provides LangChain and LangGraph documentation search via BM25 full-text search, enabling drop-in replacement for… | No signals yet | No commit datelisted | No one-command install · Source |
| 686 | Unranked | llm-gateway-mcp-servermcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 687 | Unranked | lms-ssh-client-mcpmcp · back-end | Enables LLMs to securely SSH into remote servers, execute commands, and manage files via SFTP including listing, reading, writing, deleting, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 688 | Unranked | mcp-builderskill · back-end | Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools… | No signals yet | No commit datelisted | armory install mcp-builder --cli claude |
| 689 | Unranked | mcp-get-llm-txtmcp · back-end | Access up-to-date API documentation efficiently. | No signals yet | No commit datelisted | No one-command install · Source |
| 690 | Unranked | mcp-gladiamcp · back-end | Enables LLMs to transcribe, analyze, and translate audio/video content through Gladia's API. | No signals yet | No commit datelisted | No one-command install · Source |
| 691 | Unranked | mcp-obsidian-localmcp · back-end | Local MCP server to access Obsidian vault via the obsidian-local-rest-api, with semantic search and project memory using Ollama embeddings. | No signals yet | No commit datelisted | No one-command install · Source |
| 692 | Unranked | mcp-ollama-account-rotation-2mcp · back-end | MCP server that transparently routes Ollama Cloud API requests across multiple user-owned accounts, handling quota exhaustion, rate limits, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 693 | Unranked | mcp-rag-server-2mcp · back-end | Enables document ingestion, semantic search, and retrieval-augmented generation via MCP tools and REST API, using vector embeddings and intelligent… | No signals yet | No commit datelisted | No one-command install · Source |
| 694 | Unranked | mcp-repo2llm-servermcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 695 | Unranked | mcp-server-for-llmmcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 696 | Unranked | mcp-server-ollama-deep-researchermcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 697 | Unranked | multi-llm-cross-check-mcp-servermcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 698 | Unranked | my-heb-proxymcp · back-end | Provides tools for LLMs to search H-E-B stores, coupons, products, and weekly ads using reversed-engineered APIs. | No signals yet | No commit datelisted | No one-command install · Source |
| 699 | Unranked | nemo-evaluator-sdkskill · back-end | Evaluates LLMs across 100+ benchmarks from 18+ harnesses (MMLU, HumanEval, GSM8K, safety, VLM) with multi-backend execution. Use when needing scalable… | No signals yet | No commit datelisted | armory install nemo-evaluator-sdk --cli claude |
| 700 | Unranked | newageflyfish-max-volthqmcp · back-end | Compute price oracle for AI agents. Compare inference pricing across 8 providers in real time with routing recommendations and spend tracking… | No signals yet | No commit datelisted | 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.