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 | zileo-docsmcp · search | MCP server for indexing, semantic search, and generation of multi-format documents. Exposes 13 tools over JSON-RPC 2.0 so an LLM can search your local… | No signals yet | No one-command install · Source | |
| 1802 | Unranked | cxg-census-mcpmcp · ai-agents | Enables LLM agents to query the CZ CELLxGENE Census single-cell atlas with ontology-aware filters, cost caps, and full provenance, allowing natural… | No signals yet | No one-command install · Source | |
| 1803 | Unranked | persona-constitutionmcp · ai-agents | MCP server that serves an LLM operational constitution (SWEBOK v4.0 and NASA Power of 10) to coding agents, providing tools to query constitution… | No signals yet | No one-command install · Source | |
| 1804 | Unranked | zipline-supply-chainmcp · database | Enables natural-language supply-chain analysis over synthetic datasets through governed SQL/Python tools, providing supplier scorecards, forecast… | No signals yet | No one-command install · Source | |
| 1805 | Unranked | memshelf-mcpmcp · ai-agents | Enables AI agents to offload and recall working memory as indexed episodes with LLM-written digests, reducing token usage and preserving detail across… | No signals yet | No one-command install · Source | |
| 1806 | Unranked | llm-councilmcp · ai-agents | Blind multi-model councils with anonymous LLM seats and direct 1:1 chat as a local MCP server. Enables asking one question to get independent answers… | No signals yet | No one-command install · Source | |
| 1807 | Unranked | llm-prices-cnmcp · back-end | Daily-verified LLM API pricing dataset (44+ models, CN & global) with a hosted MCP server for live price queries and token cost estimation. | No signals yet | No one-command install · Source | |
| 1808 | Unranked | fraud-detection-risk-statusmcp · ai-agents | Exposes account risk status from a fraud detection pipeline, returning risk scores, flagged transaction history, and LLM-generated explanations via… | No signals yet | No one-command install · Source | |
| 1809 | Unranked | notes-rag-mcp-servermcp · search | Enables semantic search over personal markdown notes by indexing them into a vector database and exposing search, reindex, and status tools via MCP. | No signals yet | No one-command install · Source | |
| 1810 | Unranked | agent-evalmcp · ai-agents | MCP server exposing statistical regression testing for LLM agents as a "run" tool: p-value, effect size, and confidence interval on whether agent… | No signals yet | No one-command install · Source | |
| 1811 | Unranked | kb-mcpmcp · ai-agents | Provides LLM agents with a structured, queryable, local-first knowledge base with typed documents and full-text search via MCP. | No signals yet | No one-command install · Source | |
| 1812 | Unranked | solve-it-mcp-servermcp · ai-agents | This MCP server wraps the SOLVE-IT digital forensics knowledge base, enabling LLMs to query techniques, weaknesses, mitigations, and their… | No signals yet | No one-command install · Source | |
| 1813 | Unranked | mcp-spotify-2mcp · ai-agents | MCP server for Spotify that enables playlist building and music discovery through 19 tools, allowing LLM agents to search tracks/artists/albums… | No signals yet | No one-command install · Source | |
| 1814 | Unranked | leafmemmcp · ai-agents | MCP server for LeafMem, a layered memory engine that gives AI agents persistent, scoped memory with local retrieval and optional embedding rerank. It… | No signals yet | No one-command install · Source | |
| 1815 | Unranked | recallmcpmcp · ai-agents | Provides persistent semantic memory for AI agents via MCP, enabling them to remember, recall, list, update, and forget memories with vector-based… | No signals yet | No one-command install · Source | |
| 1816 | Unranked | skill-curator-mcpmcp · database | Enables AI agents to intelligently match tasks to skills through semantic embeddings, track skill effectiveness, detect skill gaps, and discover new… | No signals yet | No one-command install · Source | |
| 1817 | Unranked | vision-augmentmcp · ai-agents | Enables non-vision LLMs to understand images, extract text via OCR, and parse documents through a unified MCP interface, with local-first processing… | No signals yet | No one-command install · Source | |
| 1818 | Unranked | specularis-ai-visibility-auditmcp · browser | Runs AI visibility (GEO/AEO) audits on websites, checking AI crawler access, schema markup, llms.txt, and content signals, with optional full PDF… | No signals yet | No one-command install · Source | |
| 1819 | Unranked | bch1212-modelwatchmcp · ai-agents | MCP server for continuous behavioral drift monitoring of LLM applications, enabling spec creation, drift checking, and report retrieval. | No signals yet | No one-command install · Source | |
| 1820 | Unranked | gh-srclight-model-radarmcp · ai-agents | Pings and ranks 130+ free coding LLM models across 17 providers by latency in real-time. | No signals yet | No one-command install · Source | |
| 1821 | Unranked | model-radarmcp · ai-agents | MCP server that pings 130+ free coding LLM models across 17 providers in real-time, ranks them by latency, and helps AI agents pick the fastest… | No signals yet | No one-command install · Source | |
| 1822 | Unranked | turing-agentmemory-mcpmcp · ai-agents | TuringDB-backed Agent Memory MCP server with provider-agnostic embedding and rerank integrations, memory lifecycle tools, document ingest, and cited… | No signals yet | No one-command install · Source | |
| 1823 | Unranked | simple-memory-extensionmcp · database | Persistent key-value memory store with semantic search using SQLite and E5 embeddings, enabling contextual information retrieval and long-term memory… | No signals yet | No one-command install · Source | |
| 1824 | Unranked | scigantic-mcpmcp · back-end | A zero-config, discovery-only Model Context Protocol server that exposes Scigantic's catalog of 5,000+ curated public scientific data archives with… | No signals yet | No one-command install · Source | |
| 1825 | Unranked | meloqa-mcpmcp · back-end | Exposes every operation from the meloQA v1 API as MCP tools, enabling LLM clients to read and manage meloQA projects, test cases, cycles, executions… | No signals yet | No one-command install · Source | |
| 1826 | Unranked | voice-edgemcp · back-end | Local voice and AI platform for macOS offering speech recognition, speech synthesis, MLX-based inference, OpenAI-compatible APIs, and MCP tools for… | No signals yet | No one-command install · Source | |
| 1827 | Unranked | llm-pulse-mcp-servermcp · back-end | Monitors brand mentions, citations, sentiment, competitor share of voice, and GEO performance across AI search engines. | No signals yet | No one-command install · Source | |
| 1828 | Unranked | page2ai-mcpmcp · ai-agents | Converts any web page URL into clean Markdown for LLM context (Claude, ChatGPT, etc.) with zero external API calls, running entirely locally. | No signals yet | No one-command install · Source | |
| 1829 | Unranked | github-mcp-toolkitmcp · ai-agents | A production-grade MCP server that provides LLMs with safe, structured, tool-based access to GitHub repositories, including issue management, semantic… | No signals yet | No one-command install · Source | |
| 1830 | Unranked | clbench-fireworks-rftmcp · devops | Enables reinforcement fine-tuning of Qwen3-8B on the CLBench poker task using the eval-protocol MCP-Gym framework on Fireworks infrastructure, with… | No signals yet | No one-command install · Source | |
| 1831 | Unranked | openeyesmcp · ai-agents | MCP server providing AI-friendly computer-use primitives (capture, detect, click) to let LLM agents drive desktop GUI applications on Windows, macOS… | No signals yet | No one-command install · Source | |
| 1832 | Unranked | peaka-mcp-servermcp · back-end | Enables LLMs to inspect schemas and execute SQL queries on Peaka projects using Peaka's text2SQL capabilities. | No signals yet | No one-command install · Source | |
| 1833 | Unranked | strata-mcp-servermcp · back-end | Enables LLMs to model, validate, and analyze multi-cloud infrastructure as a typed graph, with tools for IaC import/export, cost estimation, and… | No signals yet | No one-command install · Source | |
| 1834 | Unranked | deepl-i18nmcp · ai-agents | MCP server for translating JSON localization files via DeepL API or local LLMs, enabling agents to estimate, check, and run translations. | No signals yet | No one-command install · Source | |
| 1835 | Unranked | local-ai-mcpmcp · back-end | Unified MCP server for managing local model runtimes (Ollama, LM Studio, etc.), enabling provider-agnostic discovery, lifecycle management… | No signals yet | No one-command install · Source | |
| 1836 | Unranked | secret-mcpmcp · front-end | Enables evidence-grounded web design analysis by searching GDWEB references and generating isolated, per-reference DESIGN_INDEX specification… | No signals yet | No one-command install · Source | |
| 1837 | Unranked | unity-uitoolkit-mcp-servermcp · front-end | Provides LLM agents with access to Unity UIToolkit documentation, code examples, and HTML/CSS to UXML/USS conversion tools. | No signals yet | No one-command install · Source | |
| 1838 | Unranked | quotezmcp · ai-agents | Provides read-only market data (quotes, bars, symbols, account info) from MetaTrader 5 or generated replay, exposing typed tools for LLM agents via… | No signals yet | No one-command install · Source | |
| 1839 | Unranked | broca-machinamcp · ai-agents | Gives any text-based AI a voice and ears inside a Discord voice channel by transcribing speech, relaying to an LLM/agent, and speaking replies back. | No signals yet | No one-command install · Source | |
| 1840 | Unranked | phylokit-mcpmcp · back-end | Phylogenetic inference server driving IQ-TREE 2, always returning per-clade bootstrap support plus model selection, tree comparison, and alignment… | No signals yet | No one-command install · Source | |
| 1841 | Unranked | memory-facademcp · ai-agents | A stateless MCP server that gives coding agents a curated entry point to shared memory, orchestrating Hindsight (facts) and LightRAG (corpora) for… | No signals yet | No one-command install · Source | |
| 1842 | Unranked | mcp-server-entity-enrichermcp · ai-agents | Hosted MCP server for structured knowledge extraction and entity enrichment, allowing users to author JSON schemas, enrich entities using multiple LLM… | No signals yet | No one-command install · Source | |
| 1843 | Unranked | euthynosmcp · ai-agents | A local, read-only MCP server that provides AI coding agents with structural evidence about a repository, including dependency analysis and impact… | No signals yet | No one-command install · Source | |
| 1844 | Unranked | prefeitura-sp-campinas-parcelas-iptumcp · other | Allows AI assistants to query official IPTU (property tax) installment data from the Campinas city government, offering a read-only MCP tool with… | No signals yet | No one-command install · Source | |
| 1845 | Unranked | ai-toolbox-mcpmcp · back-end | Enables local AI inference for Claude and Cursor through 22 APIs, including summarization, translation, review, classification, RAG, and more, with… | No signals yet | No one-command install · Source | |
| 1846 | Unranked | mcp-minimal-agent-demo-servermcp · ai-agents | A demo MCP server exposing three simple tools (get_github_activity, get_site_content, contact_scott) to illustrate tool discovery and invocation… | No signals yet | No one-command install · Source | |
| 1847 | Unranked | argosvix-mcp-servermcp · ai-agents | Lets AI agents query, manage, and operate their LLM observability data directly from the conversation. Provides 87 tools for cost analysis, alerting… | No signals yet | No one-command install · Source | |
| 1848 | Unranked | llm-chess-mcpmcp · back-end | MCP chess runtime that lets LLMs play, analyze, and adapt strength by exposing Stockfish, human move likelihood (Maia3), and Lichess statistics, with… | No signals yet | No one-command install · Source | |
| 1849 | Unranked | tvsub-mcpmcp · ai-agents | Inspects Apple TV.app playback and lets you load, translate, style, and sync subtitle overlays on macOS, with optional LLM translation via Anthropic… | No signals yet | No one-command install · Source | |
| 1850 | Unranked | soif-mcpmcp · ai-agents | MCP server for estimating the water footprint of LLM usage and comparing models by water cost. | No signals yet | No one-command install · Source | |
| 1851 | Unranked | mflowymcp · ai-agents | Enables users to interact with MFlowy, an MCP-native modular ML workflow engine with data analysis, model training, and orchestration. | No signals yet | No one-command install · Source | |
| 1852 | Unranked | keel-coremcp · ai-agents | Local-first personal cognitive engine that provides MCP tools for managing relationships, conversations, agenda, and memory, powered by Ollama. | No signals yet | No one-command install · Source | |
| 1853 | Unranked | sbe-agentmcp · ai-agents | Enables users to chat with an LLM agent that creates and reads Word, Excel, PDF, and JSON files, and accesses databases (letters, documents, LIMS)… | No signals yet | No one-command install · Source | |
| 1854 | Unranked | oriolemcp · ai-agents | This MCP server exposes 16 bilingual tools for operating a review-gated China job-source intelligence engine, enabling discovery, probing, human… | No signals yet | No one-command install · Source | |
| 1855 | Unranked | nacremcp · auth | Provides a self-hosted knowledge index with document-level permissions, enabling AI agents to retrieve exactly the documents they are authorized to… | No signals yet | No one-command install · Source | |
| 1856 | Unranked | opensolr-mcpmcp · search | Provides managed Apache Solr search as MCP tools, enabling hybrid retrieval, server-side GPU embeddings, document indexing, and grounded RAG answers… | No signals yet | No one-command install · Source | |
| 1857 | Unranked | vunit-mcpmcp · ai-agents | Enables an LLM or agent to drive a VUnit HDL unit-testing project end to end: list tests, compile, run, and inspect reports and per-test logs. | No signals yet | No one-command install · Source | |
| 1858 | Unranked | project-rag-wikimcp · search | MCP server for searching, reading, listing, writing, and appending Markdown wiki content using RAG with ChromaDB. | No signals yet | No one-command install · Source | |
| 1859 | Unranked | devpilot-mcpmcp · database | An AI-powered development assistant that enables LLMs to securely interact with local development tools including Git, filesystem, Docker, PostgreSQL… | No signals yet | No one-command install · Source | |
| 1860 | Unranked | blueprint-chart-mcpmcp · ai-agents | Enables LLMs to author, validate, and render Blueprint Chart (.bpc) files with structured dataviz pedagogy and a tight parse + render feedback loop. | No signals yet | No one-command install · Source | |
| 1861 | Unranked | expertvagabond-watsonxmcp · database | Text generation, multi-turn chat, and embeddings via IBM watsonx.ai Doubao models. | No signals yet | No one-command install · Source | |
| 1862 | Unranked | watsonx-mcp-servermcp · back-end | Integrates with IBM watsonx.ai to enable Claude Code to delegate text generation, chat, embeddings, and model listing to IBM foundation models like… | No signals yet | No one-command install · Source | |
| 1863 | 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 | |
| 1864 | 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 | |
| 1865 | 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 | |
| 1866 | 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 | |
| 1867 | 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 | |
| 1868 | 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 | |
| 1869 | 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 | |
| 1870 | 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 | |
| 1871 | 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 | |
| 1872 | 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 | |
| 1873 | 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 | |
| 1874 | 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 | |
| 1875 | 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 | |
| 1876 | 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 | |
| 1877 | 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 | |
| 1878 | 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 | |
| 1879 | 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 | |
| 1880 | 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 | |
| 1881 | 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 | |
| 1882 | 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 | |
| 1883 | 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 | |
| 1884 | 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 | |
| 1885 | 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 | |
| 1886 | 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 | |
| 1887 | 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 | |
| 1888 | 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 | |
| 1889 | 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 | |
| 1890 | 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 | |
| 1891 | 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 | |
| 1892 | 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 | |
| 1893 | 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 | |
| 1894 | 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 | |
| 1895 | 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 | |
| 1896 | 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 | |
| 1897 | 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 | |
| 1898 | 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 | |
| 1899 | 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 | |
| 1900 | 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 |
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.