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 | paperdavid-soul-mdmcp · auth | Portable AI identity layer — lets any LLM read your soul.md file for consistent voice, values, and skills across tools. | No signals yet | No one-command install · Source | |
| 1902 | Unranked | radarr-mcpmcp · back-end | MCP server exposing Radarr's v3 REST API as tools, enabling LLMs to read and manage movies, downloads, history, indexers, and more. | No signals yet | No one-command install · Source | |
| 1903 | Unranked | sonarr-mcpmcp · back-end | Exposes the Sonarr v3 REST API as MCP tools, enabling LLMs to read and manage a Sonarr instance including series, episodes, downloads, history, and… | No signals yet | No one-command install · Source | |
| 1904 | Unranked | evo2-mcp-servermcp · back-end | Enables DNA sequence analysis and variant effect prediction using Evo2-7B via MCP tools, providing forward inference, likelihood scoring, and batch… | No signals yet | No one-command install · Source | |
| 1905 | Unranked | asm-mcp-servermcp · back-end | Enables LLMs to conduct passive attack-surface research by collecting public information, referencing saved reports, and verifying evidence through… | No signals yet | No one-command install · Source | |
| 1906 | Unranked | woollamamcp · ai-agents | woollama is an MCP and OpenAI-compatible router that orchestrates AI clients with multiple backends (like Ollama, Anthropic) and MCP tools, enabling… | No signals yet | No one-command install · Source | |
| 1907 | Unranked | yamtrack-mcpmcp · back-end | Exposes the Yamtrack REST API as tools for LLMs, enabling media tracking and management through natural language. | No signals yet | No one-command install · Source | |
| 1908 | Unranked | physbox-mcpmcp · ai-agents | Enables LLMs and MCP clients to interact programmatically with Flux, Volt, and Mesh simulation web applications via WebSocket relay. | No signals yet | No one-command install · Source | |
| 1909 | Unranked | localllm-mcpmcp · ai-agents | MCP server that enables AI to read, search, and edit local files securely without external data exposure, using local LLMs via Ollama and integrating… | No signals yet | No one-command install · Source | |
| 1910 | Unranked | dashbrr-mcpmcp · back-end | MCP server exposing Dashbrr's REST API as tools, so an LLM can read and manage a dashbrr instance: configured services, per-service health, and… | No signals yet | No one-command install · Source | |
| 1911 | Unranked | profilarr-mcpmcp · back-end | MCP server exposing Profilarr's v1 REST API as tools, enabling an LLM to inspect and manage linked databases, connected Radarr/Sonarr instances… | No signals yet | No one-command install · Source | |
| 1912 | Unranked | mcp-feastmcp · ai-agents | Enables LLMs to inspect and interact with a local Feast feature store through MCP tools, including listing feature views and services, resolving… | No signals yet | No one-command install · Source | |
| 1913 | Unranked | mcp-project-assistant-frameworkmcp · back-end | Generates project features (HTML pages, backend APIs) from prompts and project-specific business rules stored as resources, with support for… | No signals yet | No one-command install · Source | |
| 1914 | Unranked | workloadtruth-mcp-servermcp · observability | Enables classification of GPU workloads as training, inference, or idle from telemetry data, with tools for one-shot classification, benchmarking, and… | No signals yet | No one-command install · Source | |
| 1915 | Unranked | truthroutemcp · ai-agents | Enables comparison of responses from multiple LLMs (OpenAI, Anthropic, Gemini) to the same prompt, returning a validated divergence score based on… | No signals yet | No one-command install · Source | |
| 1916 | Unranked | bdc-doc-mcpmcp · database | Provides a documentation search MCP tool (search_docs) that enables AI agents to retrieve relevant chunks from BDC documentation using semantic… | No signals yet | No one-command install · Source | |
| 1917 | Unranked | mylar3-mcpmcp · back-end | MCP server that exposes Mylar3's HTTP API as tools, letting an LLM read and manage a comic library including watchlist, wanted issues, upcoming… | No signals yet | No one-command install · Source | |
| 1918 | Unranked | horizon-fidelity-monitormcp · ai-agents | Real-time conversation health monitor for AI agents that tracks structural dynamics like semantic drift and information gain using deterministic… | No signals yet | No one-command install · Source | |
| 1919 | Unranked | cdxml-toolkitmcp · ai-agents | Enables LLM agents to draw and edit ChemDraw reaction schemes, parse ELN exports and LCMS/NMR data, and generate publication-ready CDXML files through… | No signals yet | No one-command install · Source | |
| 1920 | Unranked | ssh-bridge-mcpmcp · ai-agents | An MCP server that enables LLMs to operate on remote Linux machines via SSH, providing tools for running commands, file transfer, and background… | No signals yet | No one-command install · Source | |
| 1921 | Unranked | quantizelab-mcp-servermcp · back-end | Enables MCP-capable assistants to quantize Hugging Face models into GGUF format and publish the results to your Hugging Face profile, with tools for… | No signals yet | No one-command install · Source | |
| 1922 | Unranked | letopis-mcpmcp · ai-agents | Read-only MCP server that exposes retrieval tools over a Telegram chat archive, including archive overview, full-text search with Russian morphology… | No signals yet | No one-command install · Source | |
| 1923 | Unranked | fcpc-lms-mcp-servermcp · ai-agents | Enables AI assistants to query and manage Moodle LMS data, including assignment deadlines, unread messages, unfinished quizzes, and enrolled courses… | No signals yet | No one-command install · Source | |
| 1924 | Unranked | drag-race-mcpmcp · search | An MCP server for Drag Race knowledge, enabling search of queens, seasons, episodes, winners, and comparisons. It provides structured information… | No signals yet | No one-command install · Source | |
| 1925 | Unranked | mcp-server-llm-agentmcp · ai-agents | Enables users to interact with a set of tools via an LLM agent, allowing natural language requests to be processed and executed through the MCP… | No signals yet | No one-command install · Source | |
| 1926 | Unranked | llmwiki-agent-bridgemcp · ai-agents | Provides a unified MCP/A2A endpoint that fans out to multiple LLMWiki Knowledge Sources, synthesizes answers with citations and trace steps, and… | No signals yet | No one-command install · Source | |
| 1927 | Unranked | transitmcp · other | Provides read-only access to live Bay Area transit data, including routes, stops, real-time departures, vehicle positions, and service alerts, for use… | No signals yet | No one-command install · Source | |
| 1928 | Unranked | ai-knowledge-base-mcp-servermcp · search | Provides read-only hybrid RAG search and discovery over a local-first AI knowledge corpus, enabling semantic and keyword search, browse, digest, and… | No signals yet | No one-command install · Source | |
| 1929 | Unranked | agent-notes-mcpmcp · database | Lets MCP clients search, read, create, append, replace, move, and batch-update local Markdown notes safely, with conflict detection via SHA-256 and… | No signals yet | No one-command install · Source | |
| 1930 | Unranked | two-tower-recsys-mcpmcp · search | Provides four MCP tools for neural retrieval: personalized user recommendations, item-to-item similarity, cold-start text search, and explainable… | No signals yet | No one-command install · Source | |
| 1931 | Unranked | 7dayragmcp · search | Provides MCP tools for hybrid knowledge base search, grounded Q&A with citations, agent execution, and ticket/account lookups. | No signals yet | No one-command install · Source | |
| 1932 | Unranked | ableton-live-mcpmcp · ai-agents | Local MCP server for inspecting and controlling Ableton Live through a local HTTP bridge. Enables LLMs to perform production workflows like MIDI… | No signals yet | No one-command install · Source | |
| 1933 | Unranked | universal-poison-armormcp · ai-agents | An MCP server that protects AI agents and RAG systems from adversarial poisoning attacks like prompt injection, steganography, and data anomalies… | No signals yet | No one-command install · Source | |
| 1934 | Unranked | wa-auditmcp · ai-agents | Enables comprehensive audit of WhatsApp business conversations, including history export, LLM analysis with verification, and multi-format report… | No signals yet | No one-command install · Source | |
| 1935 | Unranked | imdb-mcp-servermcp · back-end | Enables LLMs to search movies and people, retrieve movie details, cast lists, and the IMDB Top 250 through JSON-RPC or MCP protocol. | No signals yet | No one-command install · Source | |
| 1936 | Unranked | db-mcp-2mcp · ai-agents | Enables LLM agents to query databases with read-only access, while requiring human approval for writes through a token-based confirmation system. | No signals yet | No one-command install · Source | |
| 1937 | Unranked | facelinkmcp · ai-agents | Enables LLMs to plan and stage editable Blender scene animations via a typed ShotSpec, with a safe stage/review/apply workflow, scene scanning… | No signals yet | No one-command install · Source | |
| 1938 | Unranked | boop-mcp-ragmcp · search | Enables local RAG orchestration with MCP, providing context retrieval, in-memory text ingestion, explicit tool invocation, and transport-neutral tool… | No signals yet | No one-command install · Source | |
| 1939 | Unranked | mcp-file-system-agentmcp · ai-agents | An agentic file-system assistant that lets users read, write, list, and search local files through natural language, using a LangChain agent with an… | No signals yet | No one-command install · Source | |
| 1940 | Unranked | legend-sajumcp · ai-agents | Enables LLM clients to run deterministic Korean traditional metaphysics analyses—such as Saju, Zijudoushu, and DaLiuren—by exposing read-only tools… | No signals yet | No one-command install · Source | |
| 1941 | Unranked | pointlessmcp · front-end | Self-hosted presentation tool that lets LLMs create and publish interactive HTML presentations via MCP, with design guides, sandboxed documents, and… | No signals yet | No one-command install · Source | |
| 1942 | Unranked | newspaper-mcpmcp · ai-agents | Enables LLM agents to discover news sources, list articles, parse and extract article text, search news, and perform NLP analysis such as keyword… | No signals yet | No one-command install · Source | |
| 1943 | Unranked | webllmrelaymcp · ai-agents | Enables AI agents to access web-based large language models through a unified MCP interface, reusing existing web logins to perform text conversations… | No signals yet | No one-command install · Source | |
| 1944 | Unranked | letterboxd-mcpmcp · ai-agents | Enables LLMs to access a Letterboxd user's recent diary entries and reviews, so they can make personalized movie recommendations based on viewing… | No signals yet | No one-command install · Source | |
| 1945 | Unranked | cronmanager-mcpmcp · back-end | Enables managing cron jobs, maintenance windows, and settings through natural language by exposing the Cronmanager REST API as MCP tools for LLM… | No signals yet | No one-command install · Source | |
| 1946 | Unranked | linear-mcp-leanmcp · ai-agents | A self-hosted MCP server for Linear that reduces response sizes by field-selecting minimal data, saving tokens and costs in LLM agent sessions. | No signals yet | No one-command install · Source | |
| 1947 | Unranked | local-model-suitability-mcpmcp · back-end | Evaluates task suitability for local models before cloud API calls, routing to Ollama or similar to reduce costs. | No signals yet | No one-command install · Source | |
| 1948 | Unranked | videre-mcpmcp · browser | Bridges vision models to text-only coding models using Florence-2, enabling non-vision LLMs to describe images, extract text, and analyze screenshots… | No signals yet | No one-command install · Source | |
| 1949 | Unranked | llm-chat-mcp-servermcp · ai-agents | Enables agents to inspect configured LLM models and send chat requests to them, with support for parameter overrides, file-based prompts, and output… | No signals yet | No one-command install · Source | |
| 1950 | Unranked | hybrid-rag-memorymcp · search | Enables AI agents to use a hybrid dense+sparse RAG system with tag-based long-term memory (importance, knowledge-type decay, access-frequency boost)… | No signals yet | No one-command install · Source | |
| 1951 | Unranked | llm-safe-sqlmcp · database | Enables LLMs to propose UPDATE/DELETE SQL that is run in a transaction, measured, and rolled back, requiring human approval before applying to prevent… | No signals yet | No one-command install · Source | |
| 1952 | Unranked | llm-routingmcp · ai-agents | Enables cost-aware LLM routing over MCP with verification-based cascading, offering tools for routing queries, resuming escalated approvals… | No signals yet | No one-command install · Source | |
| 1953 | Unranked | pdftomarkdownmcp · ai-agents | Convert PDFs, Word documents, Excel/CSV files, and YouTube videos into clean, structured Markdown for AI agents, LLMs, and knowledge tools. | No signals yet | No one-command install · Source | |
| 1954 | Unranked | kaggle-dataset-analystmcp · other | Enables exploratory data analysis and machine learning on CSV datasets with tools for profiling, missing values, correlation, plotting, model… | No signals yet | No one-command install · Source | |
| 1955 | Unranked | mcp-htmleditormcp · ai-agents | WYSIWYG HTML editor for LLM-assisted document creation, with a FastMCP server that lets AI agents create, modify, and export HTML presentations and… | No signals yet | No one-command install · Source | |
| 1956 | Unranked | ai-rete-ragmcp · search | Author rules from policy docs, then decide: a Rete engine gives the verdict, an LLM explains why. | No signals yet | No one-command install · Source | |
| 1957 | Unranked | qdrant-mcp-ollamamcp · search | Enables AI assistants to perform semantic search and retrieval across codebases stored in Qdrant, using Ollama models for GPU-accelerated embeddings. | No signals yet | No one-command install · Source | |
| 1958 | Unranked | pankow-mcpmcp · ai-agents | Enables Claude and other MCP clients to manage Pankow organizations, projects, test cases, and CI/runs, configure AI targets, and run LLM evaluations… | No signals yet | No one-command install · Source | |
| 1959 | Unranked | dashy-mcpmcp · back-end | MCP server exposing Dashy's REST API as tools, enabling an LLM to read and edit dashboard config, including sections, items, and top-level config… | No signals yet | No one-command install · Source | |
| 1960 | Unranked | vetroscope-mcpmcp · database | A read-only Model Context Protocol server for Vetroscope that provides LLMs with detailed time-tracking data, including reports, app/project… | No signals yet | No one-command install · Source | |
| 1961 | Unranked | tslab-mcpmcp · ai-agents | Enables users to perform deterministic time series forecasting through Claude by running reproducible Python statistical and foundation models… | No signals yet | No one-command install · Source | |
| 1962 | Unranked | hrssc-elm-reference-mcp-servermcp · database | Enables offline semantic-search retrieval from the USPS Employee and Labor Relations Manual and the 2024-2029 APWU-HRSSC National Agreement, each as a… | No signals yet | No one-command install · Source | |
| 1963 | 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 | |
| 1964 | 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 | |
| 1965 | 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 | |
| 1966 | 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 | |
| 1967 | 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 | |
| 1968 | 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 | |
| 1969 | 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 | |
| 1970 | 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 | |
| 1971 | 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 | |
| 1972 | 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 | |
| 1973 | 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 | |
| 1974 | 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 | |
| 1975 | 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 | |
| 1976 | 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 | |
| 1977 | 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 | |
| 1978 | 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 | |
| 1979 | 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 | |
| 1980 | 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 | |
| 1981 | 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 | |
| 1982 | 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 | |
| 1983 | 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 | |
| 1984 | 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 | |
| 1985 | 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 | |
| 1986 | 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 | |
| 1987 | 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 | |
| 1988 | 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 | |
| 1989 | 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 | |
| 1990 | 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 | |
| 1991 | 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 | |
| 1992 | 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 | |
| 1993 | 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 | |
| 1994 | 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 | |
| 1995 | 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 | |
| 1996 | 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 | |
| 1997 | 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 | |
| 1998 | 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 | |
| 1999 | 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 | |
| 2000 | 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 |
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.