Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1801 | Unranked | harbormastermcp · search | An authenticated MCP gateway that ingests documents and orchestrates hundreds of tools via progressive discovery, keeping context cost constant. It… | No signals yet | No one-command install · Source | |
| 1802 | Unranked | ntnu-apimcp · ai-agents | MCP server exposing NTNU course data (search, schedules, grades, semesters) as tools for LLM agents. | No signals yet | No one-command install · Source | |
| 1803 | Unranked | dendrite-admin-mcpmcp · ai-agents | MCP server exposing Dendrite Matrix homeserver admin APIs as tools, enabling an LLM agent to manage users, rooms, registration tokens, send server… | No signals yet | No one-command install · Source | |
| 1804 | Unranked | dudqls816-database-mcpmcp · database | MCP server for Microsoft SQL Server that lets LLMs explore schema and execute read-only SELECT queries, with optional stored procedure execution when… | No signals yet | No one-command install · Source | |
| 1805 | Unranked | laminateanalyzermcpmcp · ai-agents | Computes neutral surface, ABD stiffness, and evaluation metrics for laminated composites, allowing LLM agents to perform deterministic laminate… | No signals yet | No one-command install · Source | |
| 1806 | Unranked | bay-runmcp · ai-agents | Enables agents to discover, evaluate, and serve task-specialist models (embeddings, reranking, classification, extraction) with OpenAI-compatible… | No signals yet | No one-command install · Source | |
| 1807 | Unranked | agent-env-mcpmcp · devops | Provides a restricted Docker-based sandbox for LLM agents, enabling file operations, command execution, and local Git within an isolated runtime. | No signals yet | No one-command install · Source | |
| 1808 | Unranked | home-network-mcpmcp · observability | Lets an LLM client monitor devices, services, disk usage, and uptime in a home network and home lab. | No signals yet | No one-command install · Source | |
| 1809 | Unranked | latentmachine-mcp-servermcp · back-end | Provides deterministic tools for understanding, transforming, and verifying structured data via MCP, enabling rule inference from examples and… | No signals yet | No one-command install · Source | |
| 1810 | Unranked | shaughv-health-mcpmcp · back-end | A remote MCP server that allows trusted LLM assistants to read Google Health/Fitbit data and log nutrition, hydration, and body measurements via the… | No signals yet | No one-command install · Source | |
| 1811 | Unranked | hyperion-v2mcp · ai-agents | Universal MCP server that enables any LLM agent (Claude, Cursor, Cline) to control a real Chrome browser with 5 perception engines, resilient… | No signals yet | No one-command install · Source | |
| 1812 | Unranked | mcp-grand-prixmcp · ai-agents | Enables LLM agents to participate in a live 3D racing simulation by submitting race strategies, reacting to dynamic events, and observing full race… | No signals yet | No one-command install · Source | |
| 1813 | Unranked | vision4nx-kb-mcpmcp · search | MCP server that exposes the Vision 4 NX knowledge base to any MCP client, enabling listing, querying, and reading of knowledge base contents via RAG… | No signals yet | No one-command install · Source | |
| 1814 | Unranked | universal-database-mcpmcp · database | A small MCP server that lets an LLM query PostgreSQL, MySQL, MariaDB, SQL Server, or SQLite databases safely — read-only, role-restricted, and with… | No signals yet | No one-command install · Source | |
| 1815 | Unranked | mcp-svstudiomcp · ai-agents | Enables LLM agents to manipulate Synthesizer V Studio 2 Pro projects, including notes, lyrics, phonemes, vocal attributes, parameters, and playback… | No signals yet | No one-command install · Source | |
| 1816 | Unranked | the-librarian-mcp-servermcp · search | Enables retrieval-augmented question answering over a private podcast archive with hybrid search (BM25 + dense embeddings), returning ranked passages… | No signals yet | No one-command install · Source | |
| 1817 | Unranked | reapfieldmcp · browser | Extracts structured JSON from any URL using plain-language field specs, with caching and LLM-based selector discovery. Exposes scrape… | No signals yet | No one-command install · Source | |
| 1818 | Unranked | mcp-jina-readermcp · search | Jina AI Reader/Search MCP that turns any URL into clean LLM-ready markdown and provides web search. | No signals yet | No one-command install · Source | |
| 1819 | Unranked | taskgrade-mcp-servermcp · back-end | Classifies software implementation tasks using local Ollama models and recommends coding-agent models based on a deterministic policy. | No signals yet | No one-command install · Source | |
| 1820 | Unranked | ml-lab-mcpmcp · observability | Enables LLMs to manage and run machine learning training jobs on a remote server, including syncing code, submitting experiments, monitoring progress… | No signals yet | No one-command install · Source | |
| 1821 | Unranked | autobrr-mcpmcp · back-end | MCP server exposing autobrr's full API as tools, enabling LLMs to read and manage filters, indexers, feeds, clients, actions, releases, and system… | No signals yet | No one-command install · Source | |
| 1822 | Unranked | ploidymcp · ai-agents | MCP server that reduces confirmation bias in LLMs by orchestrating structured debates between asymmetric context sessions. | No signals yet | No one-command install · Source | |
| 1823 | Unranked | ragwatchermcp · search | Local RAG over a directory, served as an MCP tool plus CLI, with incremental indexing, zero-config defaults, and offline CPU-only operation. | No signals yet | No one-command install · Source | |
| 1824 | Unranked | loopgaugemcp · ai-agents | MCP server that experiments with cheaper LLM policies (model, prompt, reasoning, retry, escalation) against project tasks to recommend the lowest-cost… | No signals yet | No one-command install · Source | |
| 1825 | Unranked | jules-mcp-server-2mcp · back-end | Enables LLMs to create and manage Google Jules coding sessions programmatically. | No signals yet | No one-command install · Source | |
| 1826 | Unranked | easy-ui-mcpmcp · browser | Enables AI agents to drive Playwright-based browser automation for UI testing, returning JSON/HTML reports with screenshots without server-side LLM or… | No signals yet | No one-command install · Source | |
| 1827 | Unranked | lidarr-mcpmcp · back-end | MCP server exposing Lidarr's full v1 REST API as tools for reading and managing artists, albums, tracks, queue, history, and more. It enables LLMs to… | No signals yet | No one-command install · Source | |
| 1828 | Unranked | meridian59-llm-botmcp · ai-agents | Provides MCP supervision and knowledge tools for controlling an LLM-driven Meridian 59 character, enabling durable goal management, persona… | No signals yet | No one-command install · Source | |
| 1829 | Unranked | ai-model-registry-mcp-servermcp · back-end | Enables AI agents to discover and query live model information from OpenRouter, HuggingFace, and Ollama Cloud, ensuring recommendations are based on… | No signals yet | No one-command install · Source | |
| 1830 | Unranked | rag-mcp-azuremcp · search | A lightweight RAG server deployed on Azure Container Apps that ingests PDFs, creates embeddings, and exposes a search_documents tool over MCP for… | No signals yet | No one-command install · Source | |
| 1831 | Unranked | sprint-mcp-servermcp · ai-agents | Enables LLM agents to manage structured sprint-based development workflows following the Sprint Protocol, including sprint initialization, status… | No signals yet | No one-command install · Source | |
| 1832 | Unranked | mcp-huggingfacemcp · search | Search and retrieve models, datasets, and spaces from Hugging Face Hub. Enables browsing trending items and getting detailed info on repos. | No signals yet | No one-command install · Source | |
| 1833 | Unranked | pipeworx-io-huggingfacemcp · search | Search and explore Hugging Face Hub for machine learning models, datasets, and Spaces by task type, framework, tags, and popularity. | No signals yet | No one-command install · Source | |
| 1834 | Unranked | mcp-server-grok-chatmcp · back-end | MCP server for the xAI Grok API, providing tools for chat completions, vision analysis, web/X search, embeddings, and model listing via stdio. | No signals yet | No one-command install · Source | |
| 1835 | Unranked | mcp-server-gpt-chatmcp · ai-agents | MCP server for OpenAI ChatGPT API. Enables chat completions, vision analysis, embeddings, and model listing through natural language. | No signals yet | No one-command install · Source | |
| 1836 | Unranked | inference-aiopsmcp · observability | Enables governance-grade AIops for GPU inference clusters with root-cause analysis, metrics, and policy-governed operations for vLLM and Ray. | No signals yet | No one-command install · Source | |
| 1837 | Unranked | opencode-hermes-mcpmcp · back-end | Enables a supervisor LLM to delegate coding tasks to a persistent OpenCode server, block until the turn completes or needs input, and resume the same… | No signals yet | No one-command install · Source | |
| 1838 | Unranked | manomamcp · ai-agents | Manoma is an MCP server that enables any LLM to read your soul.md file, a portable plaintext identity file you own and control, making your values… | No signals yet | No one-command install · Source | |
| 1839 | Unranked | paperdavid-soul-mdmcp · auth | Portable AI identity layer — lets any LLM read your soul.md file for consistent voice, values, and skills across tools. | No signals yet | No one-command install · Source | |
| 1840 | Unranked | radarr-mcpmcp · back-end | MCP server exposing Radarr's v3 REST API as tools, enabling LLMs to read and manage movies, downloads, history, indexers, and more. | No signals yet | No one-command install · Source | |
| 1841 | Unranked | sonarr-mcpmcp · back-end | Exposes the Sonarr v3 REST API as MCP tools, enabling LLMs to read and manage a Sonarr instance including series, episodes, downloads, history, and… | No signals yet | No one-command install · Source | |
| 1842 | Unranked | evo2-mcp-servermcp · back-end | Enables DNA sequence analysis and variant effect prediction using Evo2-7B via MCP tools, providing forward inference, likelihood scoring, and batch… | No signals yet | No one-command install · Source | |
| 1843 | Unranked | asm-mcp-servermcp · back-end | Enables LLMs to conduct passive attack-surface research by collecting public information, referencing saved reports, and verifying evidence through… | No signals yet | No one-command install · Source | |
| 1844 | Unranked | woollamamcp · ai-agents | woollama is an MCP and OpenAI-compatible router that orchestrates AI clients with multiple backends (like Ollama, Anthropic) and MCP tools, enabling… | No signals yet | No one-command install · Source | |
| 1845 | Unranked | yamtrack-mcpmcp · back-end | Exposes the Yamtrack REST API as tools for LLMs, enabling media tracking and management through natural language. | No signals yet | No one-command install · Source | |
| 1846 | Unranked | physbox-mcpmcp · ai-agents | Enables LLMs and MCP clients to interact programmatically with Flux, Volt, and Mesh simulation web applications via WebSocket relay. | No signals yet | No one-command install · Source | |
| 1847 | Unranked | localllm-mcpmcp · ai-agents | MCP server that enables AI to read, search, and edit local files securely without external data exposure, using local LLMs via Ollama and integrating… | No signals yet | No one-command install · Source | |
| 1848 | Unranked | dashbrr-mcpmcp · back-end | MCP server exposing Dashbrr's REST API as tools, so an LLM can read and manage a dashbrr instance: configured services, per-service health, and… | No signals yet | No one-command install · Source | |
| 1849 | Unranked | profilarr-mcpmcp · back-end | MCP server exposing Profilarr's v1 REST API as tools, enabling an LLM to inspect and manage linked databases, connected Radarr/Sonarr instances… | No signals yet | No one-command install · Source | |
| 1850 | Unranked | mcp-feastmcp · ai-agents | Enables LLMs to inspect and interact with a local Feast feature store through MCP tools, including listing feature views and services, resolving… | No signals yet | No one-command install · Source | |
| 1851 | Unranked | mcp-project-assistant-frameworkmcp · back-end | Generates project features (HTML pages, backend APIs) from prompts and project-specific business rules stored as resources, with support for… | No signals yet | No one-command install · Source | |
| 1852 | Unranked | workloadtruth-mcp-servermcp · observability | Enables classification of GPU workloads as training, inference, or idle from telemetry data, with tools for one-shot classification, benchmarking, and… | No signals yet | No one-command install · Source | |
| 1853 | Unranked | truthroutemcp · ai-agents | Enables comparison of responses from multiple LLMs (OpenAI, Anthropic, Gemini) to the same prompt, returning a validated divergence score based on… | No signals yet | No one-command install · Source | |
| 1854 | Unranked | bdc-doc-mcpmcp · database | Provides a documentation search MCP tool (search_docs) that enables AI agents to retrieve relevant chunks from BDC documentation using semantic… | No signals yet | No one-command install · Source | |
| 1855 | Unranked | mylar3-mcpmcp · back-end | MCP server that exposes Mylar3's HTTP API as tools, letting an LLM read and manage a comic library including watchlist, wanted issues, upcoming… | No signals yet | No one-command install · Source | |
| 1856 | Unranked | horizon-fidelity-monitormcp · ai-agents | Real-time conversation health monitor for AI agents that tracks structural dynamics like semantic drift and information gain using deterministic… | No signals yet | No one-command install · Source | |
| 1857 | Unranked | cdxml-toolkitmcp · ai-agents | Enables LLM agents to draw and edit ChemDraw reaction schemes, parse ELN exports and LCMS/NMR data, and generate publication-ready CDXML files through… | No signals yet | No one-command install · Source | |
| 1858 | Unranked | ssh-bridge-mcpmcp · ai-agents | An MCP server that enables LLMs to operate on remote Linux machines via SSH, providing tools for running commands, file transfer, and background… | No signals yet | No one-command install · Source | |
| 1859 | Unranked | quantizelab-mcp-servermcp · back-end | Enables MCP-capable assistants to quantize Hugging Face models into GGUF format and publish the results to your Hugging Face profile, with tools for… | No signals yet | No one-command install · Source | |
| 1860 | Unranked | letopis-mcpmcp · ai-agents | Read-only MCP server that exposes retrieval tools over a Telegram chat archive, including archive overview, full-text search with Russian morphology… | No signals yet | No one-command install · Source | |
| 1861 | Unranked | fcpc-lms-mcp-servermcp · ai-agents | Enables AI assistants to query and manage Moodle LMS data, including assignment deadlines, unread messages, unfinished quizzes, and enrolled courses… | No signals yet | No one-command install · Source | |
| 1862 | Unranked | drag-race-mcpmcp · search | An MCP server for Drag Race knowledge, enabling search of queens, seasons, episodes, winners, and comparisons. It provides structured information… | No signals yet | No one-command install · Source | |
| 1863 | Unranked | mcp-server-llm-agentmcp · ai-agents | Enables users to interact with a set of tools via an LLM agent, allowing natural language requests to be processed and executed through the MCP… | No signals yet | No one-command install · Source | |
| 1864 | Unranked | llmwiki-agent-bridgemcp · ai-agents | Provides a unified MCP/A2A endpoint that fans out to multiple LLMWiki Knowledge Sources, synthesizes answers with citations and trace steps, and… | No signals yet | No one-command install · Source | |
| 1865 | Unranked | transitmcp · other | Provides read-only access to live Bay Area transit data, including routes, stops, real-time departures, vehicle positions, and service alerts, for use… | No signals yet | No one-command install · Source | |
| 1866 | Unranked | ai-knowledge-base-mcp-servermcp · search | Provides read-only hybrid RAG search and discovery over a local-first AI knowledge corpus, enabling semantic and keyword search, browse, digest, and… | No signals yet | No one-command install · Source | |
| 1867 | Unranked | agent-notes-mcpmcp · database | Lets MCP clients search, read, create, append, replace, move, and batch-update local Markdown notes safely, with conflict detection via SHA-256 and… | No signals yet | No one-command install · Source | |
| 1868 | Unranked | two-tower-recsys-mcpmcp · search | Provides four MCP tools for neural retrieval: personalized user recommendations, item-to-item similarity, cold-start text search, and explainable… | No signals yet | No one-command install · Source | |
| 1869 | Unranked | 7dayragmcp · search | Provides MCP tools for hybrid knowledge base search, grounded Q&A with citations, agent execution, and ticket/account lookups. | No signals yet | No one-command install · Source | |
| 1870 | Unranked | ableton-live-mcpmcp · ai-agents | Local MCP server for inspecting and controlling Ableton Live through a local HTTP bridge. Enables LLMs to perform production workflows like MIDI… | No signals yet | No one-command install · Source | |
| 1871 | Unranked | universal-poison-armormcp · ai-agents | An MCP server that protects AI agents and RAG systems from adversarial poisoning attacks like prompt injection, steganography, and data anomalies… | No signals yet | No one-command install · Source | |
| 1872 | Unranked | wa-auditmcp · ai-agents | Enables comprehensive audit of WhatsApp business conversations, including history export, LLM analysis with verification, and multi-format report… | No signals yet | No one-command install · Source | |
| 1873 | Unranked | imdb-mcp-servermcp · back-end | Enables LLMs to search movies and people, retrieve movie details, cast lists, and the IMDB Top 250 through JSON-RPC or MCP protocol. | No signals yet | No one-command install · Source | |
| 1874 | Unranked | db-mcp-2mcp · ai-agents | Enables LLM agents to query databases with read-only access, while requiring human approval for writes through a token-based confirmation system. | No signals yet | No one-command install · Source | |
| 1875 | Unranked | facelinkmcp · ai-agents | Enables LLMs to plan and stage editable Blender scene animations via a typed ShotSpec, with a safe stage/review/apply workflow, scene scanning… | No signals yet | No one-command install · Source | |
| 1876 | Unranked | boop-mcp-ragmcp · search | Enables local RAG orchestration with MCP, providing context retrieval, in-memory text ingestion, explicit tool invocation, and transport-neutral tool… | No signals yet | No one-command install · Source | |
| 1877 | Unranked | mcp-file-system-agentmcp · ai-agents | An agentic file-system assistant that lets users read, write, list, and search local files through natural language, using a LangChain agent with an… | No signals yet | No one-command install · Source | |
| 1878 | Unranked | legend-sajumcp · ai-agents | Enables LLM clients to run deterministic Korean traditional metaphysics analyses—such as Saju, Zijudoushu, and DaLiuren—by exposing read-only tools… | No signals yet | No one-command install · Source | |
| 1879 | Unranked | pointlessmcp · front-end | Self-hosted presentation tool that lets LLMs create and publish interactive HTML presentations via MCP, with design guides, sandboxed documents, and… | No signals yet | No one-command install · Source | |
| 1880 | Unranked | newspaper-mcpmcp · ai-agents | Enables LLM agents to discover news sources, list articles, parse and extract article text, search news, and perform NLP analysis such as keyword… | No signals yet | No one-command install · Source | |
| 1881 | Unranked | webllmrelaymcp · ai-agents | Enables AI agents to access web-based large language models through a unified MCP interface, reusing existing web logins to perform text conversations… | No signals yet | No one-command install · Source | |
| 1882 | Unranked | letterboxd-mcpmcp · ai-agents | Enables LLMs to access a Letterboxd user's recent diary entries and reviews, so they can make personalized movie recommendations based on viewing… | No signals yet | No one-command install · Source | |
| 1883 | Unranked | cronmanager-mcpmcp · back-end | Enables managing cron jobs, maintenance windows, and settings through natural language by exposing the Cronmanager REST API as MCP tools for LLM… | No signals yet | No one-command install · Source | |
| 1884 | Unranked | linear-mcp-leanmcp · ai-agents | A self-hosted MCP server for Linear that reduces response sizes by field-selecting minimal data, saving tokens and costs in LLM agent sessions. | No signals yet | No one-command install · Source | |
| 1885 | Unranked | local-model-suitability-mcpmcp · back-end | Evaluates task suitability for local models before cloud API calls, routing to Ollama or similar to reduce costs. | No signals yet | No one-command install · Source | |
| 1886 | Unranked | videre-mcpmcp · browser | Bridges vision models to text-only coding models using Florence-2, enabling non-vision LLMs to describe images, extract text, and analyze screenshots… | No signals yet | No one-command install · Source | |
| 1887 | Unranked | llm-chat-mcp-servermcp · ai-agents | Enables agents to inspect configured LLM models and send chat requests to them, with support for parameter overrides, file-based prompts, and output… | No signals yet | No one-command install · Source | |
| 1888 | Unranked | hybrid-rag-memorymcp · search | Enables AI agents to use a hybrid dense+sparse RAG system with tag-based long-term memory (importance, knowledge-type decay, access-frequency boost)… | No signals yet | No one-command install · Source | |
| 1889 | Unranked | llm-safe-sqlmcp · database | Enables LLMs to propose UPDATE/DELETE SQL that is run in a transaction, measured, and rolled back, requiring human approval before applying to prevent… | No signals yet | No one-command install · Source | |
| 1890 | Unranked | llm-routingmcp · ai-agents | Enables cost-aware LLM routing over MCP with verification-based cascading, offering tools for routing queries, resuming escalated approvals… | No signals yet | No one-command install · Source | |
| 1891 | Unranked | pdftomarkdownmcp · ai-agents | Convert PDFs, Word documents, Excel/CSV files, and YouTube videos into clean, structured Markdown for AI agents, LLMs, and knowledge tools. | No signals yet | No one-command install · Source | |
| 1892 | Unranked | kaggle-dataset-analystmcp · other | Enables exploratory data analysis and machine learning on CSV datasets with tools for profiling, missing values, correlation, plotting, model… | No signals yet | No one-command install · Source | |
| 1893 | Unranked | mcp-htmleditormcp · ai-agents | WYSIWYG HTML editor for LLM-assisted document creation, with a FastMCP server that lets AI agents create, modify, and export HTML presentations and… | No signals yet | No one-command install · Source | |
| 1894 | Unranked | ai-rete-ragmcp · search | Author rules from policy docs, then decide: a Rete engine gives the verdict, an LLM explains why. | No signals yet | No one-command install · Source | |
| 1895 | Unranked | qdrant-mcp-ollamamcp · search | Enables AI assistants to perform semantic search and retrieval across codebases stored in Qdrant, using Ollama models for GPU-accelerated embeddings. | No signals yet | No one-command install · Source | |
| 1896 | Unranked | pankow-mcpmcp · ai-agents | Enables Claude and other MCP clients to manage Pankow organizations, projects, test cases, and CI/runs, configure AI targets, and run LLM evaluations… | No signals yet | No one-command install · Source | |
| 1897 | Unranked | dashy-mcpmcp · back-end | MCP server exposing Dashy's REST API as tools, enabling an LLM to read and edit dashboard config, including sections, items, and top-level config… | No signals yet | No one-command install · Source | |
| 1898 | Unranked | vetroscope-mcpmcp · database | A read-only Model Context Protocol server for Vetroscope that provides LLMs with detailed time-tracking data, including reports, app/project… | No signals yet | No one-command install · Source | |
| 1899 | Unranked | tslab-mcpmcp · ai-agents | Enables users to perform deterministic time series forecasting through Claude by running reproducible Python statistical and foundation models… | No signals yet | No one-command install · Source | |
| 1900 | Unranked | hrssc-elm-reference-mcp-servermcp · database | Enables offline semantic-search retrieval from the USPS Employee and Labor Relations Manual and the 2024-2029 APWU-HRSSC National Agreement, each as a… | No signals yet | 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.