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 | 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 | |
| 2902 | 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 | |
| 2903 | 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 | |
| 2904 | 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 | |
| 2905 | 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 | |
| 2906 | 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 | |
| 2907 | 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 | |
| 2908 | 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 | |
| 2909 | 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 | |
| 2910 | 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 | |
| 2911 | 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 | |
| 2912 | 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 | |
| 2913 | 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 | |
| 2914 | 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 | |
| 2915 | 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 | |
| 2916 | 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 | |
| 2917 | 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 | |
| 2918 | 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 | |
| 2919 | 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 | |
| 2920 | 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 | |
| 2921 | 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 | |
| 2922 | 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 | |
| 2923 | 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 | |
| 2924 | 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 | |
| 2925 | 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 | |
| 2926 | 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 | |
| 2927 | 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 | |
| 2928 | 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 | |
| 2929 | 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 | |
| 2930 | 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 | |
| 2931 | 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 | |
| 2932 | 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 | |
| 2933 | 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 | |
| 2934 | 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 | |
| 2935 | 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 | |
| 2936 | 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 | |
| 2937 | 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 | |
| 2938 | Unranked | llm-oraclemcp · ai-agents | Provides real-time LLM pricing and availability data as an MCP server, enabling AI agents to make optimal model routing decisions at inference time… | No signals yet | No one-command install · Source | |
| 2939 | Unranked | robotws-mcp-servermcp · database | Indexes Robot Framework and Python files from robotws, stores metadata in SQLite, and provides generation context to help Cursor's LLM draft testcases… | No signals yet | No one-command install · Source | |
| 2940 | Unranked | llmtestmcp · ai-agents | Benchmark AI models on real prompts to find cheaper, faster alternatives across 340+ models. | No signals yet | No one-command install · Source | |
| 2941 | Unranked | llmtest-mcpmcp · ai-agents | MCP server that benchmarks AI models on your actual prompts and finds cheaper, faster alternatives. | No signals yet | No one-command install · Source | |
| 2942 | Unranked | assemblymcpmcp · github-vcs | Enables LLM clients to search and analyze bills, members, committees, meetings, votes, and reports from the South Korean National Assembly OpenAPI… | No signals yet | No one-command install · Source | |
| 2943 | Unranked | jita-mcpmcp · ai-agents | Remote MCP server for EVE Online that validates ship fittings with actual stats, DPS/EHP, and live market prices, enabling LLMs to answer whether a… | No signals yet | No one-command install · Source | |
| 2944 | Unranked | scp-selective-context-protocolmcp · ai-agents | MCP-compatible proxy hub that intelligently filters tool responses to stay within LLM context window budgets. SCP sits between your LLM client and MCP… | No signals yet | No one-command install · Source | |
| 2945 | Unranked | nrs-llmmcp · ai-agents | An MCP server for ROS 2 environments that connects via rosbridge WebSocket, enabling topic/service introspection, publish/subscribe, service calls… | No signals yet | No one-command install · Source | |
| 2946 | Unranked | keyscope-mcpmcp · ai-agents | AI-native oscilloscope control. A pure-Python MCP service that lets LLM agents control Keysight EDUX1052G oscilloscopes via a compact DSL. | No signals yet | No one-command install · Source | |
| 2947 | Unranked | unifiymemcp · back-end | A Model Context Protocol (MCP) server for UniFi Network Controllers that enables LLMs to interact with UniFi infrastructure for monitoring and… | No signals yet | No one-command install · Source | |
| 2948 | Unranked | ruc-mcpmcp · ai-agents | Enables AI agents to write and execute code snippets that call back to the LLM, combining procedural code with LLM judgment for reliable execution of… | No signals yet | No one-command install · Source | |
| 2949 | Unranked | yourttoo-mcp-servermcp · back-end | MCP server for travel program search, comparison, and booking via Yourttoo API, optimized for LLMs with token-saving responses. | No signals yet | No one-command install · Source | |
| 2950 | Unranked | xfmsmcp · ai-agents | LLM model selector that ranks models for any task using 8 independent evaluators. | No signals yet | No one-command install · Source | |
| 2951 | Unranked | picsha-ai-mcp-servermcp · ai-agents | MCP server for Picsha AI platform enabling LLMs to search, upload, and manage digital assets through natural language, with secure local proxy and… | No signals yet | No one-command install · Source | |
| 2952 | Unranked | skillfmmcp · ai-agents | AI agent health monitoring with token usage tracking, LLM cost optimization, BYOK vault, and cleanup audits. | No signals yet | No one-command install · Source | |
| 2953 | Unranked | skillfm-llm-cost-optimizermcp · ai-agents | LLM cost optimization for OpenAI and Anthropic with token usage tracking, BYOK, and SkillFM Beacon audits. | No signals yet | No one-command install · Source | |
| 2954 | Unranked | skillfm-llm-cost-optimizer-mcpmcp · ai-agents | LLM cost optimization and provider usage visibility for MCP-capable agents. | No signals yet | No one-command install · Source | |
| 2955 | Unranked | yjhann33-design-korea-stock-insightmcp · front-end | Korean stock market data via DART disclosures and KRX prices for international LLM analysts. | No signals yet | No one-command install · Source | |
| 2956 | Unranked | pdfdashboardwithmcpmcp · search | Enables MCP clients to list indexed PDF document collections and perform semantic search queries on them using locally extracted text and embeddings. | No signals yet | No one-command install · Source | |
| 2957 | 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 | |
| 2958 | Unranked | tracepii-shieldmcp · ai-agents | LLM trace PII scanning, payload redaction, sensitive field classification, and privacy receipts for AI agent systems. | No signals yet | No one-command install · Source | |
| 2959 | Unranked | tracepii-shield-mcpmcp · observability | Redacts PII from LLM traces and tool payloads before they leave review, enabling PII scanning, payload redaction, sensitive field classification… | No signals yet | No one-command install · Source | |
| 2960 | Unranked | myaimcp · comms | Decentralized AI inference on Base with OpenAI-compatible chat via community GPUs, paid in MYAI token. | No signals yet | No one-command install · Source | |
| 2961 | Unranked | arquivo-pt-mcpmcp · ai-agents | An MCP server that enables Claude and other LLMs to search and access archived Portuguese web content from Arquivo.pt, including full-text search… | No signals yet | No one-command install · Source | |
| 2962 | Unranked | gammainframcp · ai-agents | Smart LLM routing across every major provider via a single OpenAI-compatible API. | No signals yet | No one-command install · Source | |
| 2963 | 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 | |
| 2964 | Unranked | dependency-migration-mcpmcp · front-end | Provides structured migration briefs for LLM coding agents covering breaking changes, codemod coverage, and hallucination warnings for major version… | No signals yet | No one-command install · Source | |
| 2965 | Unranked | solvohq-dependency-migrationmcp · ai-agents | Dependency upgrade briefs for LLM coding agents covering breaking changes, codemods, and manual fix patterns. | No signals yet | No one-command install · Source | |
| 2966 | Unranked | gh-railkill-aider-executormcp · ai-agents | Enables LLM agents to launch and monitor Aider code editing sessions as background processes with configurable file access permissions. | No signals yet | No one-command install · Source | |
| 2967 | Unranked | mcp-aider-executormcp · ai-agents | Enables running aider as a detached background process with git and file tools, allowing LLMs to start code editing processes and check progress… | No signals yet | No one-command install · Source | |
| 2968 | Unranked | agent-neromcp · ai-agents | Agent NERO is an MCP server that enables Claude Code to spawn, manage, and communicate with persistent, named LLM agents that maintain conversation… | No signals yet | No one-command install · Source | |
| 2969 | Unranked | mcp-manimglmcp · front-end | Exposes manimgl mathematical animation functionality as MCP tools, enabling LLMs to create animated scenes with narration and background music, and… | No signals yet | No one-command install · Source | |
| 2970 | Unranked | usagewallmcp · ai-agents | Live LLM pricing as an MCP server. Ask Claude or any MCP client 'how much does this prompt cost?' and get real numbers from a hand-checked pricing… | No signals yet | No one-command install · Source | |
| 2971 | Unranked | agentspawnmcpmcp · ai-agents | A universal MCP server for spawning agents with any OpenAI-compatible LLM, supporting cloud and local models, and integrating with Claude Code… | No signals yet | No one-command install · Source | |
| 2972 | Unranked | duplicati-mcpmcp · ai-agents | MCP server for managing Duplicati backups from an LLM. | No signals yet | No one-command install · Source | |
| 2973 | 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 | |
| 2974 | Unranked | packmate-mcpmcp · ai-agents | MCP server for Packmate, a CTF network traffic analyzer, enabling LLMs to analyze network traffic streams, search patterns, and manage pcap files. | No signals yet | No one-command install · Source | |
| 2975 | 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 | |
| 2976 | Unranked | mybrainmcp · database | A personal knowledge base MCP server with semantic search, storing thoughts in PostgreSQL with pgvector embeddings and providing 8 tools for capture… | No signals yet | No one-command install · Source | |
| 2977 | Unranked | agentshield-guardmcp · ai-agents | Runtime gateway for detecting prompt injection and jailbreak attempts in LLM agents. | No signals yet | No one-command install · Source | |
| 2978 | Unranked | image-mcpmcp · ai-agents | Enables text-only LLMs to analyze images by routing them to an OpenAI-compatible vision backend, supporting local files, URLs, and data URLs. | No signals yet | No one-command install · Source | |
| 2979 | Unranked | patchwork-mcp-servermcp · ai-agents | Enables LLM agents to query Patchwork kernel patches, series, CI checks, and comments via natural language through a read-only MCP server. | No signals yet | No one-command install · Source | |
| 2980 | Unranked | tradesystemsnique-aidatataskrunnermcp · ai-agents | Controls MetaTrader 5 data generation and ML model training workflows via AI agents. | No signals yet | No one-command install · Source | |
| 2981 | Unranked | ffmpeg-mcpmcp · ai-agents | Enables LLMs to safely execute ffmpeg and ffprobe operations by passing arguments as arrays, avoiding shell injection, with support for probe… | No signals yet | No one-command install · Source | |
| 2982 | Unranked | neatcode-mcpmcp · ai-agents | Provides deterministic AST graph queries and rule validation for AI coding agents via MCP tools, enabling structural intelligence without LLM calls. | No signals yet | No one-command install · Source | |
| 2983 | 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 | |
| 2984 | Unranked | mcp-tldrmcp · ai-agents | MCP server that exposes llm-tldr code analysis tools (tree, structure, context, search, impact, etc.) to MCP clients like Claude Code for project… | No signals yet | No one-command install · Source | |
| 2985 | Unranked | cowork-qa-mcpmcp · browser | Provides an LLM with a real Chromium browser to perform web tasks, recording every action into a structured trace for later verification of goal… | No signals yet | No one-command install · Source | |
| 2986 | Unranked | mcp-qiskitmcp · ai-agents | MCP server exposing Qiskit quantum computing functionality through the Model Context Protocol. Enables LLMs to create, manipulate, and execute quantum… | No signals yet | No one-command install · Source | |
| 2987 | Unranked | mcp-ssh-livemcp · ai-agents | Interactive, streaming SSH tool for LLM agents that enables spawning long-running remote commands with live line-by-line output, signal handling… | No signals yet | No one-command install · Source | |
| 2988 | Unranked | llm-radarmcp · ai-agents | MCP server that provides AI assistants with real-time, current information about AI models from OpenAI, Anthropic, and Google, including pricing… | No signals yet | No one-command install · Source | |
| 2989 | Unranked | rag-document-servermcp · search | A deterministic MCP server for document processing and retrieval that enables AI agents to process, chunk, and vector-search documents without an LLM. | No signals yet | No one-command install · Source | |
| 2990 | 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 | |
| 2991 | Unranked | jpnqs-team-docsmcp · database | MCP server for semantic search over team documentation using local embeddings and vector similarity search. | No signals yet | No one-command install · Source | |
| 2992 | Unranked | gacha-daily-mcpmcp · ai-agents | Automates mobile game dailies on BlueStacks via ADB using a dual-LLM architecture with vision and action models, configurable through a web dashboard. | No signals yet | No one-command install · Source | |
| 2993 | Unranked | pdf-report-generatormcp · ai-agents | Generates professional corporate PDF reports from structured JSON specs or raw LLM text output. Enables creating polished multi-page reports with… | No signals yet | No one-command install · Source | |
| 2994 | Unranked | meetrvyas-pokedexmcp · ai-agents | MCP server for querying Pokémon data via PokeAPI with multi-provider LLM routing and a Streamlit chatbot frontend. | No signals yet | No one-command install · Source | |
| 2995 | Unranked | browser-mcp-cdpmcp · browser | Drives your real local Chrome with profile isolation, allowing LLMs to interact with your logged-in sessions without modifying your actual profile. | No signals yet | No one-command install · Source | |
| 2996 | 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 | |
| 2997 | Unranked | mcp-epochsmcp · ai-agents | Provides current Unix timestamp in seconds, milliseconds, and ISO 8601 format to LLMs via a simple MCP tool. | No signals yet | No one-command install · Source | |
| 2998 | 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 | |
| 2999 | Unranked | mcp-recon-ngmcp · ai-agents | Enables LLMs to manage workspaces, load and run recon modules, install marketplace modules, and query reconnaissance data, exposing the full recon-ng… | No signals yet | No one-command install · Source | |
| 3000 | Unranked | mcp-mysql-connectormcp · database | Enables LLM agents to interact with MySQL databases through tools for querying, schema management, user administration, and transaction control. | 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.