Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1901 | Unranked | depot-mcpmcp · ai-agents | Gives LLMs structured access to Warhammer 40,000 (10th edition) game data: faction lists, unit datasheets, stratagems, detachments and enhancements. | No signals yet | No one-command install · Source | |
| 1902 | Unranked | corpus-ragmcp · search | MCP server for local RAG over personal notes, PDFs, and documents, enabling plain-English querying and hybrid search with multi-hop context expansion. | No signals yet | No one-command install · Source | |
| 1903 | Unranked | break-attention-fixationmcp · ai-agents | Non-Transformer 3D bitspace phase-shift tool for breaking LLM attention loops, local minima, and contextual fixation using Beethoven Sonata dynamics. | No signals yet | No one-command install · Source | |
| 1904 | Unranked | quantum-jitter-labyrinthmcp · ai-agents | Short Description (概要): An MCP server providing quantum-inspired entropy injection and topological graph-search tools (explore_quantum_labyrinth) to… | No signals yet | No one-command install · Source | |
| 1905 | Unranked | docflow-mcp-servermcp · ai-agents | Serves documentation for Git repositories via MCP, providing tools to search docs, retrieve feature details, WIP status, and full context. Enables LLM… | No signals yet | No one-command install · Source | |
| 1906 | Unranked | erp-mcp-servermcp · back-end | It enables LLMs to query enterprise data such as sales orders, stock levels, and vendor information through structured MCP-compliant tools, using… | No signals yet | No one-command install · Source | |
| 1907 | Unranked | workshopmcp · ai-agents | Enables LLM clients to query current weather and temperature for a city and simulate sending invitations with confirmation and per-item progress. | No signals yet | No one-command install · Source | |
| 1908 | Unranked | eviews-mcpmcp · ai-agents | MCP server that drives EViews econometrics software from Python or LLM clients via COM automation, enabling workfile creation, model estimation… | No signals yet | No one-command install · Source | |
| 1909 | Unranked | workspace-admin-mcpmcp · back-end | An admin-oriented Model Context Protocol server for Google Workspace that lets LLMs perform directory and user lifecycle operations with safety… | No signals yet | No one-command install · Source | |
| 1910 | Unranked | mindops-zapsign-mcpmcp · back-end | Exposes the ZapSign REST API as MCP tools, enabling LLM-driven document workflows such as creating documents, managing signers, filling templates… | No signals yet | No one-command install · Source | |
| 1911 | Unranked | mcp-sms-agentmcp · comms | Enables an AI-powered SMS assistant that receives inbound messages via TextBee, processes them with a local Ollama model and optional MCP tools, and… | No signals yet | No one-command install · Source | |
| 1912 | Unranked | gauss-mcpmcp · ai-agents | Enables LLM clients to run GAUSS code against a real GAUSS installation, with persistent workspace state and full-precision data exchange. | No signals yet | No one-command install · Source | |
| 1913 | Unranked | python-session-mcpmcp · ai-agents | Enables LLM clients to run Python code in a persistent, user-selected interpreter via MCP, with tools for data loading, summaries, regressions… | No signals yet | No one-command install · Source | |
| 1914 | Unranked | poke-mcpmcp · ai-agents | Enables users to turn their LLM client into a Pokédex by looking up Pokémon by name, including partial or misspelled names, and predicting battle… | No signals yet | No one-command install · Source | |
| 1915 | Unranked | autocad-electrical-mcpmcp · ai-agents | MCP server and web dashboard for controlling AutoCAD Electrical 2027 via natural language, supporting MCC configurator and multiple AI backends like… | No signals yet | No one-command install · Source | |
| 1916 | Unranked | c2pa-watermark-mcpmcp · back-end | MCP server for embedding and verifying C2PA content credentials (provenance) in AI-generated assets, with HMAC-based tamper-evident manifests and… | No signals yet | No one-command install · Source | |
| 1917 | Unranked | scrapling-mcp-servermcp · ai-agents | Enables MCP-compatible AI clients to extract live web content and convert it into structured Markdown for LLM ingestion, RAG pipelines, and agentic… | No signals yet | No one-command install · Source | |
| 1918 | Unranked | mise-en-placemcp · ai-agents | Enables LLMs to retrieve verified macronutrient data (calories, protein, carbs, fat) for real ingredients and quantities from USDA FoodData Central… | No signals yet | No one-command install · Source | |
| 1919 | Unranked | promptvault-mcp-servermcp · back-end | Enables prompt versioning, evaluation, and management via MCP, CLI, and REST APIs, with support for multiple LLM providers. | No signals yet | No one-command install · Source | |
| 1920 | Unranked | cisco-mcpmcp · ai-agents | Enables LLMs to run read-only show commands on Cisco IOS/IOS-XE and Nexus switches over SSH, with a two-account model for privilege separation and a… | No signals yet | No one-command install · Source | |
| 1921 | Unranked | solidworks-mcp-bridgemcp · back-end | MCP server that integrates local LLMs (via Ollama) with SolidWorks through its COM API, enabling read-only inspection of features, dimensions… | No signals yet | No one-command install · Source | |
| 1922 | Unranked | localmem-mcp-zhmcp · database | A fully local, offline Chinese-optimized MCP memory server using SQLite and local embeddings, enabling MCP clients to store, semantically search… | No signals yet | No one-command install · Source | |
| 1923 | Unranked | self-rag-mcpmcp · search | Enables self-reflective retrieval-augmented generation with LLM-driven retrieval decisions, document relevance grading, answer grounding verification… | No signals yet | No one-command install · Source | |
| 1924 | Unranked | sdapmcp · ai-agents | MCP server for the Super Duper Admin Portal that enables AI agents to chat with LLMs, trigger admin actions, and make Okta API requests. | No signals yet | No one-command install · Source | |
| 1925 | Unranked | insurance-mcp-pocmcp · ai-agents | MCP server that exposes life-insurance back-office tools (policy document search, application status, product/underwriting rules) to LLM agents… | No signals yet | No one-command install · Source | |
| 1926 | Unranked | price-verify-mcpmcp · back-end | Enables price verification via the Serper API, providing tools to check product prices on Google Shopping and scrape specific merchant pages. It… | No signals yet | No one-command install · Source | |
| 1927 | Unranked | ocean-mcpmcp · back-end | Enables LLMs to work with Copernicus Marine ocean data through semantic tools for dataset discovery, metadata retrieval, recommendation, validation… | No signals yet | No one-command install · Source | |
| 1928 | Unranked | cloudflare-workers-ai-mcp-servermcp · ai-agents | Enables AI agents to access Cloudflare Workers AI for serverless LLM chat completions, text embeddings, and image generation via MCP tools. | No signals yet | No one-command install · Source | |
| 1929 | Unranked | enterprise-big-data-copilotmcp · database | Enables natural-language queries on Trino big data platforms, generating validated, schema-aware SQL via RAG and local LLM inference, and exposes… | No signals yet | No one-command install · Source | |
| 1930 | Unranked | cisco-network-diagrams-mcp-servermcp · back-end | Enables LLMs to search and retrieve official Cisco network diagram icons as RGB PNG images, with metadata and category listing tools for building… | No signals yet | No one-command install · Source | |
| 1931 | Unranked | mcp-server-health-monitormcp · back-end | Enables LLMs to monitor server health through natural language, including HTTP endpoint checks, disk/memory/CPU usage, port status, and process… | No signals yet | No one-command install · Source | |
| 1932 | Unranked | vision-helper-mcp-servermcp · ai-agents | An MCP server that adds vision capability to any LLM by forwarding images to OpenRouter vision models, returning text analysis. Supports image… | No signals yet | No one-command install · Source | |
| 1933 | Unranked | lattice-mcp-servermcp · ai-agents | Enables LLM agents to compute and analyze the thermodynamics of hot, strongly interacting matter from lattice QCD, including the equation of state… | No signals yet | No one-command install · Source | |
| 1934 | Unranked | bbn-mcp-servermcp · ai-agents | Exposes Big Bang Nucleosynthesis computation and analysis tools to LLM agents, enabling them to scan parameters like baryon density, extra… | No signals yet | No one-command install · Source | |
| 1935 | Unranked | soi-mcpmcp · ai-agents | Provides IRS income and tax statistics by ZIP code, enabling LLM agents to query income distribution, tax liabilities, credits, and deductions for any… | No signals yet | No one-command install · Source | |
| 1936 | Unranked | moviepy-mcp-servermcp · back-end | An LLM-friendly Model Context Protocol server for video and audio editing, built on MoviePy v2 and FastMCP. It lets MCP clients trim, merge, resize… | No signals yet | No one-command install · Source | |
| 1937 | Unranked | fusion-reconstruct-mcpmcp · ai-agents | Enables LLMs to reconstruct parametric Fusion 360 models from mesh (STL/3MF) or photo inputs by analyzing geometry and creating editable features via… | No signals yet | No one-command install · Source | |
| 1938 | Unranked | two-minds-one-lockmcp · ai-agents | A deterministic Mastermind-style cipher lock exposed as MCP tools for benchmarking LLM reasoning and tool-use through a legible duel. | No signals yet | No one-command install · Source | |
| 1939 | Unranked | agmind-mcpmcp · ai-agents | Read-only MCP server exposing AGmind Systems Lab's measured local-LLM benchmark claims (TTFT, inter-token latency, task success, etc.) on AMD Strix… | No signals yet | No one-command install · Source | |
| 1940 | Unranked | shadowshield-mcpmcp · ai-agents | A local-first MCP server that reduces LLM token usage by intercepting, deduplicating, compressing, and optimizing MCP tool calls and responses. | No signals yet | No one-command install · Source | |
| 1941 | Unranked | mcp-whatsapp-giulia-aimcp · ai-agents | Enables LLM agents to operate WhatsApp through the Evolution API, providing tools to list groups, fetch message history, and send text messages to… | No signals yet | No one-command install · Source | |
| 1942 | Unranked | beingdb-mcpmcp · back-end | Exposes BeingDB's HTTP API and query DSL to MCP-capable LLMs, allowing them to discover predicates, write, validate, and execute queries against a… | No signals yet | No one-command install · Source | |
| 1943 | Unranked | docpulsemcp · browser | DocPulse enables users to distill large documentation into compact, LLM-ready summaries by crawling web, PDF, and local sources, augmented with… | No signals yet | No one-command install · Source | |
| 1944 | Unranked | wangsu-terraform-knowledge-base-mcp-servermcp · search | A retrieval-only MCP server that searches a vectorized Wangsu Terraform Provider documentation knowledge base and returns relevant snippets with rules… | No signals yet | No one-command install · Source | |
| 1945 | Unranked | misama-searchmcp · back-end | Provides fully local, privacy-preserving semantic search over file names and paths via MCP, using BGE embeddings for fuzzy matching and supporting… | No signals yet | No one-command install · Source | |
| 1946 | Unranked | doc-searchmcp · search | MCP server for hybrid documentation search (keyword + vector) and RAG chat, enabling natural language queries with cited answers from indexed… | No signals yet | No one-command install · Source | |
| 1947 | Unranked | sweep-mcpmcp · ai-agents | Enables LLM agents to safely reclaim disk space by deleting build artifact directories like node_modules, .venv, and target, with strong guardrails to… | No signals yet | No one-command install · Source | |
| 1948 | Unranked | marrine-rag-mcp-servermcp · search | Enables hybrid retrieval from a local knowledge base by ingesting PDFs, generating embeddings via Ollama, and querying through MCP tools such as… | No signals yet | No one-command install · Source | |
| 1949 | Unranked | kiro-recallmcp · database | A local MCP memory server for Kiro CLI that provides persistent semantic memory across sessions using SQLite for storage, Ollama for local vector… | No signals yet | No one-command install · Source | |
| 1950 | Unranked | journal-ragmcp · search | Hybrid retrieval MCP server for searching team markdown journals using BM25 and local vector embeddings, with tools for search, browse, and regex… | No signals yet | No one-command install · Source | |
| 1951 | Unranked | tierlinemcp · ai-agents | Enables LLM clients and coding agents to analyze prompts and recommend the cheapest AI model that meets the task requirements across text, voice… | No signals yet | No one-command install · Source | |
| 1952 | Unranked | ai-document-assistant-mcp-servermcp · back-end | Enables document Q&A, summarization, keyword extraction, and Wikipedia lookup through MCP tools, using RAG with FAISS and Ollama. | No signals yet | No one-command install · Source | |
| 1953 | Unranked | optimtoken-mcpmcp · ai-agents | Enables AI assistants to fetch live, dated prices for LLM models and cloud compute instances across providers, compare and recommend models, and… | No signals yet | No one-command install · Source | |
| 1954 | Unranked | maimai-mcpmcp · ai-agents | MCP server for MAIMAI DX arcade game, enabling song/score/statistics queries and image generation, accessible via command line or LLM agents. | No signals yet | No one-command install · Source | |
| 1955 | Unranked | mcp-powered-video-ragmcp · database | Enables asking natural language questions about local videos, using Whisper transcription, ChromaDB vector storage, and Groq for timestamped answers… | No signals yet | No one-command install · Source | |
| 1956 | Unranked | nist-rag-mcp-servermcp · search | A local FastMCP STDIO server exposing two tools (ask_nist_rag and get_nist_visual) and one read-only resource (nist://visuals/catalog) that provides… | No signals yet | No one-command install · Source | |
| 1957 | Unranked | weather-israel-mcp-2mcp · back-end | MCP server that enables LLMs to retrieve weather forecasts for Israeli cities by automating a browser with Playwright, and also provides US weather… | No signals yet | No one-command install · Source | |
| 1958 | Unranked | metamind-vault-ragmcp · database | MCP server for hybrid retrieval over markdown vaults, combining sqlite-vec embeddings and FTS5 keywords with reciprocal rank fusion, plus optional… | No signals yet | No one-command install · Source | |
| 1959 | Unranked | rag-config-generator-mcpmcp · database | Generates RAG pipeline configurations from natural language descriptions, providing recommendations for chunking, embeddings, and vector stores. | No signals yet | No one-command install · Source | |
| 1960 | Unranked | gpu-broker-mcpmcp · ai-agents | Enables AI agents to discover, reserve, and dispatch inference to GPU nodes via MCP tools, using signed handles for stateless reservation management. | No signals yet | No one-command install · Source | |
| 1961 | Unranked | mcp-docs-askmcp · search | Local RAG MCP server for documentation that indexes markdown repos (local paths or git URLs) and provides retrieval-only tools (ask_docs, list_docs… | No signals yet | No one-command install · Source | |
| 1962 | Unranked | axis-camera-mcpmcp · ai-agents | MCP server that lets an LLM control an Axis network camera over VAPIX, including live streaming, PTZ, image settings, overlays, clock, light, user… | No signals yet | No one-command install · Source | |
| 1963 | Unranked | grillmejewelmcp · ai-agents | MCP server for jewelry design ideation that guides users through structured interviews to create a design brief, then generates real jewelry design… | No signals yet | No one-command install · Source | |
| 1964 | Unranked | sec-filings-vector-databasemcp · database | Turn SEC EDGAR filings into a searchable vector database, enabling natural language queries over company filings through Claude Desktop. | No signals yet | No one-command install · Source | |
| 1965 | Unranked | agent-eyes-mcpmcp · ai-agents | Give text-only LLM agents eyes by describing images through a vision-language model via MCP or CLI. | No signals yet | No one-command install · Source | |
| 1966 | Unranked | visual-mcpmcp · back-end | A Model Context Protocol server that gives an LLM a structured visual layer to describe what exists and get back a clean, precise SVG diagram instead… | No signals yet | No one-command install · Source | |
| 1967 | Unranked | ris-mcpmcp · search | MCP server that exposes Austrian federal law (Bundesrecht) to LLMs, enabling full-text search, paragraph retrieval, historical versions, statute… | No signals yet | No one-command install · Source | |
| 1968 | Unranked | mcp-weather-israel-playwrightmcp · browser | Enables LLMs to fetch live weather forecasts for Israeli cities by controlling a Chromium browser to scrape weather data from weather2day.co.il. | No signals yet | No one-command install · Source | |
| 1969 | Unranked | mcp-server-usace-iwrmcp · ai-agents | An MCP server that wraps the U.S. Army Corps of Engineers (USACE) Institute for Water Resources (IWR) River Mile Marker ArcGIS Feature Service… | No signals yet | No one-command install · Source | |
| 1970 | Unranked | commander-workshop-mcpmcp · other | Local-first Commander deck planning, inventory fulfillment, and budget upgrades for Magic: The Gathering. Build, compare, price, and improve decks… | No signals yet | No one-command install · Source | |
| 1971 | Unranked | trishchuk-mcp-fetch-servermcp · ai-agents | An anti-bot-resilient HTTP fetch tool for AI agents that mimics real browser fingerprints, with LLM-context-safe response truncation and stateful… | No signals yet | No one-command install · Source | |
| 1972 | Unranked | nik-browser-mcpmcp · browser | Локальный MCP-сервер, который предоставляет LLM собственный независимый Chromium для управления браузером, включая открытие сайтов, чтение страниц… | No signals yet | No one-command install · Source | |
| 1973 | Unranked | multiagent-mcpmcp · ai-agents | Enables collaborative multi-agent turn-taking conversations between LLM agents and humans via @mentions, with synchronized turn queues, private… | No signals yet | No one-command install · Source | |
| 1974 | Unranked | enterprise-support-mcp-servermcp · back-end | A prototype that exposes customer and order data to LLMs via the Model Context Protocol, enabling natural-language queries and multi-step tool… | No signals yet | No one-command install · Source | |
| 1975 | Unranked | io-github-matisdsp-fartlekmcp · ai-agents | An MCP server that transforms Garmin data into compact, verdict-first coaching reports for LLMs, computing metrics like CTL/ATL/TSB and ACWR to answer… | No signals yet | No one-command install · Source | |
| 1976 | Unranked | yandexgpt-mcpmcp · back-end | MCP server for Yandex GPT API enabling text generation, embeddings, classification, summarization, and tokenization. | No signals yet | No one-command install · Source | |
| 1977 | Unranked | mcp-agent-platformmcp · back-end | A modular platform that enables LLM agents to discover, register, and execute both local tools and tools from external MCP servers, with REST APIs for… | No signals yet | No one-command install · Source | |
| 1978 | Unranked | gnb-memorymcpmcp · ai-agents | A vendor-independent memory layer MCP server that enables multiple LLMs and AI agents to share and persist personal memories, knowledge, and context… | No signals yet | No one-command install · Source | |
| 1979 | Unranked | mcp-k8s-context-servermcp · devops | Provides a read-only interface to Kubernetes clusters, enabling LLMs to list pods, get pod status and logs, fetch deployment manifests, and perform… | No signals yet | No one-command install · Source | |
| 1980 | Unranked | veloxragmcp · search | A provider-neutral RAG service for agents offering knowledge base management, dense retrieval, and answer generation via an MCP server. | No signals yet | No one-command install · Source | |
| 1981 | Unranked | mcp-atlasmcp · ai-agents | A large-scale benchmark that evaluates AI agents' tool-use competency across 36 real MCP servers using a reproducible Docker sandbox and LLM-as-judge… | No signals yet | No one-command install · Source | |
| 1982 | Unranked | github-devhub-mcpmcp · github-vcs | An MCP server that brings GitHub workflow tools (repo, PR, issue, CI) and cost-free LLM-powered engineering tools (PR review, issue triage, commit… | No signals yet | No one-command install · Source | |
| 1983 | Unranked | localrag-mcpmcp · search | Enables local document semantic search and retrieval for DeepSeek Harness agents, with source citations and fully local embedding without external… | No signals yet | No one-command install · Source | |
| 1984 | Unranked | bespoke-mcpmcp · ai-agents | Enables an LLM to drive a live Bespoke Synth, including module graph editing, control modulation, sequencing, playback control, and audio analysis… | No signals yet | No one-command install · Source | |
| 1985 | Unranked | upshiftmcp · ai-agents | Audits a live site for machine legibility (structured data, llms.txt, titles, headings), matches a trade to one of 14 website templates with demo… | No signals yet | No one-command install · Source | |
| 1986 | Unranked | mcplearningmcp · ai-agents | A beginner-friendly demo project that builds and connects multiple MCP servers (Math and Weather) to a LangChain LLM agent, enabling tool-based… | No signals yet | No one-command install · Source | |
| 1987 | Unranked | runcoachmcp · ai-agents | An MCP server that exposes a runner's own training data — computed training load, race-time predictions, and generated plans — as tools an LLM can… | No signals yet | No one-command install · Source | |
| 1988 | Unranked | cellpose-mcp-servermcp · back-end | Enables AI assistants to perform cell segmentation through natural language commands, including 2D/3D segmentation, batch processing, image… | No signals yet | No one-command install · Source | |
| 1989 | Unranked | salary-mcp-agentmcp · ai-agents | MCP server exposing Taiwan's MOPS salary data (2019-2025) via four read-only tools, enabling LLMs to query company salaries, industry stats, and… | No signals yet | No one-command install · Source | |
| 1990 | Unranked | morning-brief-mcpmcp · ai-agents | Deterministic A-share morning brief service exposing MCP tools to generate full market briefs, filtered news events, previous close context, and news… | No signals yet | No one-command install · Source | |
| 1991 | Unranked | manim-storyboard-mcp-servermcp · ai-agents | Enables LLM agents to generate labeled contact sheets of Manim animations, scaffold storyboards from renders, and validate rendered steps against… | No signals yet | No one-command install · Source | |
| 1992 | Unranked | spx-mcp-servermcp · back-end | Web-only MCP server for php-spx reports that calls embedded SPX web endpoints, parses full reports, and returns LLM-sized JSON summaries instead of… | No signals yet | No one-command install · Source | |
| 1993 | Unranked | ida-pro-mcp-dshmcp · ai-agents | Enables LLMs to perform binary analysis and reverse engineering via IDA Pro's headless idalib, providing 66 MCP tools like decompile, disasm, and… | No signals yet | No one-command install · Source | |
| 1994 | Unranked | tachikoma-game-design-mcpmcp · search | A read-only MCP server that enables semantic search over a Chroma library of narrative and game design content, using multilingual embeddings… | No signals yet | No one-command install · Source | |
| 1995 | Unranked | local-worker-mcpmcp · observability | Delegates heavy, repetitive, and verifiable tasks like PDF extraction, code analysis, and log processing to a local LLM to reduce token consumption… | No signals yet | No one-command install · Source | |
| 1996 | Unranked | hpe-edgeconnect-mcpmcp · ai-agents | MCP server that exposes HPE Aruba EdgeConnect Orchestrator SD-WAN infrastructure as LLM-callable tools for listing appliances, reading… | No signals yet | No one-command install · Source | |
| 1997 | Unranked | cisco-iosxe-mcpmcp · ai-agents | MCP server that exposes Cisco IOS-XE devices as tools for LLM clients, enabling safe configuration changes with revert timer and connectivity… | No signals yet | No one-command install · Source | |
| 1998 | Unranked | grillme-mcpmcp · ai-agents | Decision stress-testing MCP server that injects a GRILL protocol into ChatGPT Web conversations, enabling read-only interrogation of plans, state… | No signals yet | No one-command install · Source | |
| 1999 | Unranked | sales-chat-qualitymcp · comms | Enables collection and scoring of sales chat conversations via CDP, computing response times and generating evidence-linked LLM quality reviews. | No signals yet | No one-command install · Source | |
| 2000 | Unranked | gpt-mapsmcp · ai-agents | MCP server that enables LLMs to create and control interactive MapLibre maps by placing markers, drawing paths, and rendering polygons directly in… | 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.