Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2901 | Unranked | damusix-buffer-mcpmcp · ai-agents | Manage posts, channels, organizations, and ideas through any MCP-compatible LLM client. | No signals yet | No one-command install · Source | |
| 2902 | Unranked | myst-mcpmcp · search | Enables searching any MyST Markdown or Jupyter Book documentation site that publishes a search index, without crawling or embeddings. | No signals yet | No one-command install · Source | |
| 2903 | Unranked | mcp-sparqlmcp · back-end | MCP server exposing SPARQL query functionalities for LLMs, enabling query execution, validation, and graph exploration across SPARQL endpoints. | No signals yet | No one-command install · Source | |
| 2904 | Unranked | mcp-eyesmcp · ai-agents | A drop-in MCP server that pairs long-context reasoning LLMs with vision models in description-only mode, enabling any reasoning model to 'see' images… | No signals yet | No one-command install · Source | |
| 2905 | Unranked | jina-mcp-servermcp · back-end | Remote MCP server providing access to Jina Reader, Embeddings, and Reranker APIs for web content extraction, search, and AI-powered text processing. | No signals yet | No one-command install · Source | |
| 2906 | Unranked | masabbs-mcpmcp · back-end | MCP server enabling LLMs to retrieve thread-centered discussion context and manage organization design through masabbs REST API. | No signals yet | No one-command install · Source | |
| 2907 | Unranked | emailsrboringmcp · ai-agents | A safe, redacting MCP server for Apple Mail on macOS that enables an LLM to read, search, triage, draft, and confirm sending email while stripping… | No signals yet | No one-command install · Source | |
| 2908 | Unranked | llm-wiki-kissmcp · ai-agents | A KISS self-hosted wiki server for AI agents, providing MCP tools to list, read, search, write, and append notes to Markdown files on the filesystem. | No signals yet | No one-command install · Source | |
| 2909 | Unranked | arxiv-analyzermcp · ai-agents | Enables LLM agents to search arXiv, download papers, parse PDFs into structured sections, and extract key findings using client-side LLMs. Features… | No signals yet | No one-command install · Source | |
| 2910 | Unranked | specforgemcp · github-vcs | SpecForge is a Model Context Protocol (MCP) server that connects an LLM client to a fully autonomous code-fixing pipeline. Point it at a GitHub issue… | No signals yet | No one-command install · Source | |
| 2911 | Unranked | mermaid-mcp-toolmcp · front-end | Provides Mermaid code validation and iterative line-level repair to fix syntax errors in LLM-generated Mermaid diagrams, ensuring consistency with the… | No signals yet | No one-command install · Source | |
| 2912 | Unranked | docfillermcp · ai-agents | Enables generating PDFs from DOCX/ODT templates using MCP with support for OpenAI or local Ollama models. | No signals yet | No one-command install · Source | |
| 2913 | Unranked | local-executor-mcpmcp · ai-agents | An MCP server that lets a frontier planner (Claude Code) delegate mechanical code-generation subtasks to a local LLM served by llama-swap, to save… | No signals yet | No one-command install · Source | |
| 2914 | Unranked | metalsmarket-botmcp · ai-agents | Enables LLM clients to query live and historical metal and commodity prices from metalsmarket.net through an MCP server. | No signals yet | No one-command install · Source | |
| 2915 | Unranked | synapsismcp · ai-agents | Unified durable team memory MCP server with tools for session management, task tracking, handoff protocol, and search, plus a multi-provider LLM… | No signals yet | No one-command install · Source | |
| 2916 | Unranked | mcp-internetmcp · browser | Enables local LLMs to search the web, scrape pages, and extract structured data (tables, metadata) from sources like Wikipedia and IMDb, with caching… | No signals yet | No one-command install · Source | |
| 2917 | Unranked | firmware-attestation-mcpmcp · other | Hardware trust layer for sovereign AI that attests firmware trust state and gates AI inference on verified results. | No signals yet | No one-command install · Source | |
| 2918 | Unranked | university-course-catalog-mcp-servermcp · ai-agents | MCP server that exposes a university course catalog to LLMs, enabling course search, prerequisite lookup, instructor details, and department directory… | No signals yet | No one-command install · Source | |
| 2919 | Unranked | inkstonemcp · search | Automatically extracts and indexes knowledge from AI sessions and files using local LLMs, enabling semantic search and memory management. | No signals yet | No one-command install · Source | |
| 2920 | Unranked | nostr-ops-mcpmcp · ai-agents | A MCP server that provides NOSTR protocol tools for LLM agents, enabling signing, publishing, querying, and encrypted DMs with a defense-in-depth… | No signals yet | No one-command install · Source | |
| 2921 | Unranked | knowledge-curator-mcpmcp · back-end | A local, zero-cost MCP server that fact-checks your Markdown/Obsidian notes using a local LLM (via Ollama) and free sources like Wikipedia and… | No signals yet | No one-command install · Source | |
| 2922 | Unranked | support-ticket-mcpmcp · database | Enables natural language querying and semantic search over a bilingual customer support ticket dataset using SQL and embeddings. | No signals yet | No one-command install · Source | |
| 2923 | Unranked | mcp-shared-servicesmcp · ai-agents | Modular monolithic FastAPI shared AI service platform providing config center, prompt registry, LLM gateway, RAG service, secret manager, tool… | No signals yet | No one-command install · Source | |
| 2924 | Unranked | mcp-dev-tools-agentmcp · ai-agents | A local AI agent system that gives any LLM real access to the filesystem, terminal, and codebase via MCP, usable as a standalone terminal agent or… | No signals yet | No one-command install · Source | |
| 2925 | Unranked | turbovec-mcpmcp · database | Enables local semantic code search using compressed vectors from turbovec and any OpenAI-compatible embeddings endpoint. | No signals yet | No one-command install · Source | |
| 2926 | Unranked | code-me-brandmcp · auth | Injects the Code-Me brand identity, tone, and visual guidelines into LLMs with zero latency using built-in context files. | No signals yet | No one-command install · Source | |
| 2927 | Unranked | garageband-llm-bridgemcp · ai-agents | A local CLI and MCP server enabling an LLM to control GarageBand on macOS via AppleScript, accessibility automation, and MIDI workflows. | No signals yet | No one-command install · Source | |
| 2928 | Unranked | mcp-server-playgroundmcp · back-end | A learning project that wraps a FastAPI app with endpoints for random facts and Japan FAQs as MCP tools, enabling LLMs to call them via LiteLLM proxy. | No signals yet | No one-command install · Source | |
| 2929 | Unranked | openshift-sre-copilotmcp · search | AI-powered MCP server for enterprise OpenShift/Kubernetes cluster management, providing diagnostic tools, RAG knowledge retrieval, and autonomous… | No signals yet | No one-command install · Source | |
| 2930 | Unranked | asian-etf-mcpmcp · ai-agents | Exposes Asian ETF Tracker data (HK, A-Share, Taiwan, South Korea, US) as tools for LLM agents, enabling market discovery, performance analysis, and… | No signals yet | No one-command install · Source | |
| 2931 | Unranked | quickwit-mcpmcp · ai-agents | A read-only MCP server that exposes Quickwit log search and aggregations to LLM clients, enabling natural language log investigation. | No signals yet | No one-command install · Source | |
| 2932 | Unranked | ai-workers-mcpmcp · ai-agents | Routes commodity NLP tasks like summarization and translation to free-tier LLMs, saving Claude tokens for complex work. | No signals yet | No one-command install · Source | |
| 2933 | Unranked | tattoo-feedmcp · back-end | An MCP server that lets an LLM client browse and curate posts from a hand-picked list of Instagram tattoo artists via Instagram's Business Discovery… | No signals yet | No one-command install · Source | |
| 2934 | Unranked | local-ragmcp · search | A local-first document retrieval MCP server that enables AI coding tools like Codex to search private local documents via semantic search and keyword… | No signals yet | No one-command install · Source | |
| 2935 | Unranked | pageindex-mcpmcp · ai-agents | A self-hosted MCP server for PageIndex's vectorless, reasoning-based document retrieval. It ingests PDFs into a hierarchical table of contents using… | No signals yet | No one-command install · Source | |
| 2936 | Unranked | mcp-micro-toolsmcp · ai-agents | Provides a set of micro-tools (time calculation, regex, encoding, JSON diff, etc.) for LLM agents to handle deterministic, precision tasks that models… | No signals yet | No one-command install · Source | |
| 2937 | Unranked | gdb-lite-mcpmcp · ai-agents | A lightweight MCP server that enables LLM agents to interact with GDB for debugging native programs, supporting spawning sessions, executing commands… | No signals yet | No one-command install · Source | |
| 2938 | Unranked | case-chatmcp · search | A conversational chat interface that uses RAG over a synthetic test corpus and a domain-knowledge corpus, exposing retrieval via MCP. | No signals yet | No one-command install · Source | |
| 2939 | Unranked | kicad-mcp-seamcp · front-end | Audits KiCad PCB designs against South-East Asian fab capabilities using an IPC-compatible DFM rules engine with optional AI review via Ollama. | No signals yet | No one-command install · Source | |
| 2940 | Unranked | mcp-timer-servermcp · back-end | Provides accurate system time to LLM applications with multi-timezone support via a simple tool call. | No signals yet | No one-command install · Source | |
| 2941 | Unranked | hugo-llms-mcpmcp · devops | A generic MCP (Model Context Protocol) server for any Hugo blog, deployed on Cloudflare Workers. It reads your blog's llms.txt and llms-full.txt files… | No signals yet | No one-command install · Source | |
| 2942 | Unranked | imdb-mcpmcp · database | Enables semantic and similarity search across IMDB movie data using vector embeddings and PostgreSQL with pgvector, supporting traditional filters and… | No signals yet | No one-command install · Source | |
| 2943 | Unranked | personal-llm-wiki-kitmcp · search | Enables querying a local wiki through MCP-style tools, including search, Q\&A, and knowledge map, with a web viewer for human browsing. | No signals yet | No one-command install · Source | |
| 2944 | Unranked | agmarknet-mcp-servermcp · back-end | Provides LLMs with real-time access to Indian agricultural commodity prices across 3,000+ markets via the government's Agmarknet database. | No signals yet | No one-command install · Source | |
| 2945 | Unranked | ollama-vision-mcpmcp · other | Enables text-only AI models to analyze images via local Ollama multimodal models. Supports image analysis, OCR, and multi-image comparison entirely… | No signals yet | No one-command install · Source | |
| 2946 | Unranked | oraclarrmcp · ai-agents | A locally-run, read-only MCP server that lets an LLM client diagnose a self-hosted *arr media stack by aggregating across Sonarr, Radarr, Prowlarr… | No signals yet | No one-command install · Source | |
| 2947 | Unranked | sampling-mcpmcp · ai-agents | A minimal FastMCP server demonstrating the sampling mechanism, where the server requests a client-side LLM completion to summarize documents. | No signals yet | No one-command install · Source | |
| 2948 | Unranked | rag-mcpmcp · search | Enables retrieval-augmented generation by allowing LLMs to search documents in a local folder using vector similarity, supporting multiple file… | No signals yet | No one-command install · Source | |
| 2949 | Unranked | pdf-knowledge-mcpmcp · search | A local RAG MCP server for PDF development experience, enabling document ingestion, semantic search, and Q\&A with source citations using TF-IDF and… | No signals yet | No one-command install · Source | |
| 2950 | Unranked | llm-panelmcp · ai-agents | A small MCP server that lets Claude (or any MCP client) ask other models what they think. | No signals yet | No one-command install · Source | |
| 2951 | Unranked | fast-embedding-mcp-ssemcp · back-end | Provides fast static embedding, similarity, and search capabilities via MCP tools and an OpenAI-compatible HTTP API using a tiny 16M-parameter English… | No signals yet | No one-command install · Source | |
| 2952 | Unranked | minimax-llm-mcpmcp · back-end | Exposes the MiniMax M3 LLM API to MCP-compatible clients, enabling chat completions, text completions, tool calls, and token counting via stdio or SSE… | No signals yet | No one-command install · Source | |
| 2953 | Unranked | mcp-compressormcp · ai-agents | A proxy that intercepts MCP responses to reduce token consumption by compressing them via a pipeline and exposing only two meta-tools to the LLM. | No signals yet | No one-command install · Source | |
| 2954 | Unranked | vector-mirrormcp · ai-agents | A deterministic SVG perception tool for LLM agents that renders SVGs in a real browser to measure geometry, colors, and spatial constraints, reporting… | No signals yet | No one-command install · Source | |
| 2955 | Unranked | nexus-coremcp · ai-agents | A self-hostable, multi-MCP personal-assistant framework with multi-provider LLM orchestration, a real safety model, and a production-grade test suite… | No signals yet | No one-command install · Source | |
| 2956 | Unranked | el-buen-agente-mcp-servermcp · ai-agents | Converts the 'El Buen Agente' guide into 17 actionable tools to evaluate, contract, and build robust LLM agents. | No signals yet | No one-command install · Source | |
| 2957 | Unranked | fastapi-knowledge-base-mcp-servermcp · back-end | Provides RAG-based FastAPI documentation retrieval and project introspection tools via MCP, enabling LLMs to query reference docs, symbols, and… | No signals yet | No one-command install · Source | |
| 2958 | Unranked | fullmentionmcp · ai-agents | A secure, high-performance MCP server that gives AI models and agents (like Cursor and Claude Desktop) direct access to the FullMention Public API to… | No signals yet | No one-command install · Source | |
| 2959 | Unranked | mcp-http-requestmcp · ai-agents | Universal HTTP client tool for LLM agents. Enables Claude and other MCP-compatible agents to perform GET, POST, PUT, DELETE, and other HTTP requests… | No signals yet | No one-command install · Source | |
| 2960 | Unranked | myaitwinmcp · database | Build a personal RAG database from your chats so AI generates content that matches your voice and style. | No signals yet | No one-command install · Source | |
| 2961 | Unranked | myaitwin-mcpmcp · search | Personal RAG database and semantic search built from inside your AI chat. Store knowledge, voice, and skills; Claude and ChatGPT create work that… | No signals yet | No one-command install · Source | |
| 2962 | Unranked | grepsensemcp · database | Provides two-modal code search (lexical via Zoekt and semantic via ChromaDB embeddings) for AI coding agents through MCP tools, enabling fast regex… | No signals yet | No one-command install · Source | |
| 2963 | Unranked | forge-mcpmcp · ai-agents | A production-grade, LLM-agnostic local development engine over MCP, providing structured code intelligence and shared language server processes for AI… | No signals yet | No one-command install · Source | |
| 2964 | Unranked | opencode-browser-controlmcp · browser | A Playwright-powered MCP server for browser automation using ARIA snapshots and element refs, enabling LLMs to control Chrome/Edge without CSS… | No signals yet | No one-command install · Source | |
| 2965 | Unranked | halyard-knowledge-base-mcp-servermcp · search | Enables to search and retrieve chunks from a fictional library's documentation through three tools (kb_search, kb_fetch, kb_sources), allowing LLMs to… | No signals yet | No one-command install · Source | |
| 2966 | Unranked | knowledge-mcp-servermcp · search | A forkable RAG project with an MCP server for VS Code/Copilot, enabling indexing and querying of knowledge from URLs, PDFs, or TeX files. | No signals yet | No one-command install · Source | |
| 2967 | Unranked | parallelix-mcpmcp · back-end | MCP server for the ParalleliX Compute API that lets you offload parallel inference tasks (bulk classify, extract, summarize, etc.) to a distributed… | No signals yet | No one-command install · Source | |
| 2968 | Unranked | workiq-mcp-bridgemcp · ai-agents | Bridges any local agent or LLM to Microsoft Work IQ's remote MCP server for enterprise context grounding, tools, and chat via CLI or local MCP proxy. | No signals yet | No one-command install · Source | |
| 2969 | Unranked | agent-boosterOurscli · ai-agents | Use to apply deterministic, zero-LLM code transforms: fast, repeatable edits that don't need a model, so an agent offloads mechanical changes to a… | No signals yet | No one-command install · Source | |
| 2970 | Unranked | web-mcp-servermcp · ai-agents | MCP server that exposes web_search and web_fetch tools, allowing LLM applications to search the web via DuckDuckGo and fetch page content as cleaned… | No signals yet | No one-command install · Source | |
| 2971 | Unranked | nicegui-llm-bridgemcp · ai-agents | Enables LLMs to drive NiceGUI apps by exposing an interactive element tree via MCP tools for clicking and filling form values. | No signals yet | No one-command install · Source | |
| 2972 | Unranked | zentric-protocolmcp · ai-agents | Deterministic prompt injection detection and PII anonymization for LLM applications, sub-25ms latency. | No signals yet | No one-command install · Source | |
| 2973 | Unranked | litellm-mcpmcp · back-end | MCP server that provides tools to interact with the LiteLLM proxy API, enabling LLM completions, embeddings, image generation, and admin operations. | No signals yet | No one-command install · Source | |
| 2974 | Unranked | mon-serveur-mcpmcp · ai-agents | Exposes system tools (disk usage, file listing) and weather information via Open-Meteo to MCP-compatible LLMs. | No signals yet | No one-command install · Source | |
| 2975 | Unranked | zs-zobr-scriptmcp · ai-agents | ZS (Zobr Script) — cognitive scripting language for structured reasoning with LLMs. Provides spec, interpreter prompt, examples, validator, and… | No signals yet | No one-command install · Source | |
| 2976 | Unranked | dependency-fitness-mcpmcp · back-end | An MCP server that provides cross-validated npm dependency fitness verdicts, including deprecation, malicious detection, and safe migration target… | No signals yet | No one-command install · Source | |
| 2977 | Unranked | qa-automation-mcp-servermcp · browser | An AI-powered QA automation tool that crawls web pages, generates Playwright-based pytest tests using an LLM, runs them, and automatically heals… | No signals yet | No one-command install · Source | |
| 2978 | Unranked | secret-vault-mcp-servermcp · back-end | AES-256-GCM encrypted local secret storage exposed as MCP tools, with secrets captured via native OS dialogs and never passing through the LLM API. | No signals yet | No one-command install · Source | |
| 2979 | Unranked | ai-app-mcpmcp · search | A production-ready Python MCP server supporting stdio and Streamable HTTP transports, providing tools for health check, user query normalization… | No signals yet | No one-command install · Source | |
| 2980 | Unranked | doc-intelligence-mcp-servermcp · search | Enables LLMs to dynamically search, scrape, and query official documentation of libraries like uv, OpenAI, LangChain, and LlamaIndex via Google Serper… | No signals yet | No one-command install · Source | |
| 2981 | Unranked | pbiforgemcp · ai-agents | PBIForge — Power BI .pbix generator MCP server generate .pbix files from dashboard image and prompts using a local hosted llm | No signals yet | No one-command install · Source | |
| 2982 | Unranked | tomsk-transportmcp · ai-agents | MCP server providing real-time public transport data for Tomsk, including routes, schedules, stops with lazy OSM enrichment, nearby stop search, and a… | No signals yet | No one-command install · Source | |
| 2983 | Unranked | actual-mcpmcp · ai-agents | Bridges AI/LLM applications to Actual Budget, exposing budget data as MCP tools for account listing, transactions, and budget balances. | No signals yet | No one-command install · Source | |
| 2984 | Unranked | nor-data-udir-mcpmcp · search | MCP server that wraps UDIR's open registries for Norwegian schools (NSR) and kindergartens (NBR), enabling search by municipality and retrieval of… | No signals yet | No one-command install · Source | |
| 2985 | Unranked | courtvision-rules-mcpmcp · ai-agents | Turns official pickleball scoring rules into callable tools for LLMs to track live matches accurately. | No signals yet | No one-command install · Source | |
| 2986 | Unranked | hw-rag-mcpmcp · search | MCP server that indexes a knowledge base into Chroma and provides search tools for retrieving document fragments via vector embeddings. | No signals yet | No one-command install · Source | |
| 2987 | Unranked | modular-mcp-servermcp · back-end | Enables LLMs to securely interact with MongoDB, GitHub, and a sandboxed file system, eliminating information silos. | No signals yet | No one-command install · Source | |
| 2988 | Unranked | ct-mcpmcp · ai-agents | Nine deterministic MCP tools that make LLM answers prove themselves before you trust them. | No signals yet | No one-command install · Source | |
| 2989 | Unranked | mcp-ai-workspacemcp · search | Exposes document retrieval as an MCP tool, enabling LLMs to search a local vector store of markdown documents. Includes a retrieval evaluation harness… | No signals yet | No one-command install · Source | |
| 2990 | Unranked | random-design-mcpmcp · front-end | Generates randomized English Markdown frontend design directions using curated catalogs, with optional soft compatibility scoring. Does not call an… | No signals yet | No one-command install · Source | |
| 2991 | Unranked | cn-llm-mcpmcp · ai-agents | Local MCP server that enables delegating low-risk tasks like summarization or code patches to a low-cost model, with the main agent reviewing results. | No signals yet | No one-command install · Source | |
| 2992 | Unranked | talordata-mcp-servermcp · back-end | Search Google and major search engines through Talordata SERP API for AI agents and RAG workflows. | No signals yet | No one-command install · Source | |
| 2993 | Unranked | weathgardsmcp · devops | Exposes MCP tools that enable remote LLMs to query local Docker containers, OS processes, and system services in real time. | No signals yet | No one-command install · Source | |
| 2994 | Unranked | screen-memory-mcpmcp · ai-agents | Enables Claude to remember and search everything that appeared on your screen using local OCR and embeddings. Provides tools for semantic search… | No signals yet | No one-command install · Source | |
| 2995 | Unranked | kyoto-assistant-mcpmcp · back-end | A Kyoto travel planning assistant that uses Wikivoyage API and LangChain/LangGraph to provide real-time attraction info, operating hours, and dynamic… | No signals yet | No one-command install · Source | |
| 2996 | Unranked | cardnews-mcp-servermcp · back-end | Converts subtitles or text into a single 1080×1620 infographic card (HTML+PNG) using LLM to generate content and Puppeteer for rendering. | No signals yet | No one-command install · Source | |
| 2997 | Unranked | langchain-mcp-demomcp · search | Enables grounding AI responses in a local document corpus by exposing MCP tools to list, search, and summarize documents, and generating answers using… | No signals yet | No one-command install · Source | |
| 2998 | Unranked | playwright-mcp-servermcp · browser | Enables browser automation using Playwright, allowing LLMs to interact with web pages, take screenshots, generate test code, scrape web pages, and… | No signals yet | No one-command install · Source | |
| 2999 | Unranked | weatherservermcp · back-end | Provides weather data including current conditions, humidity, wind speed, sunrise/sunset, and 7-day forecast via Open-Meteo APIs, discoverable and… | No signals yet | No one-command install · Source | |
| 3000 | Unranked | netapp-aide-mcp-servermcp · search | MCP server that exposes NetApp AI Data Engine's RAG search for semantic document retrieval. | 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.