Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2201 | Unranked | ucla-soc-mcpmcp · ai-agents | MCP server for querying the public UCLA Schedule of Classes. It provides tools to list terms, subject areas, search courses, and get detailed… | No signals yet | No one-command install · Source | |
| 2202 | Unranked | ai-research-agentmcp · ai-agents | Enables autonomous web research, file management, and dynamic UI dashboard generation through Gemini LLM and FastMCP. | No signals yet | No one-command install · Source | |
| 2203 | Unranked | llm-visionmcp · ai-agents | MCP server that provides a 'borrowed eye' for text-only LLMs, enabling them to identify and describe local images via the Qwen VL vision model… | No signals yet | No one-command install · Source | |
| 2204 | Unranked | community-research-mcpmcp · ai-agents | MCP server for researching community discussions, with a focus on Reddit. It enables searching Reddit posts and reading threads/comments, providing… | No signals yet | No one-command install · Source | |
| 2205 | Unranked | asgard-mcp-servermcp · ai-agents | A modular MCP server that provides file search, URL fetching, text reading, knowledge base search, and image embedding tools, with a web interface… | No signals yet | No one-command install · Source | |
| 2206 | Unranked | loki-tail-mcpmcp · ai-agents | An MCP server for Grafana Loki that enables LLMs to query, tail, and analyze logs, featuring fuzzy container-name matching, compact output, and tools… | No signals yet | No one-command install · Source | |
| 2207 | Unranked | scc-mcpmcp · ai-agents | Exposes boyter/scc code counting and complexity analysis to LLM agents via read-only tools like counting lines, finding top files, and cost… | No signals yet | No one-command install · Source | |
| 2208 | Unranked | icrisat-data-hub-mcp-servermcp · database | Enables LLMs to search, preview, and query data assets from ICRISAT's federation-first data hub, supporting CSV, Excel, and Word files with SQL access… | No signals yet | No one-command install · Source | |
| 2209 | Unranked | searchloincmcp · back-end | Enables LLMs to search LOINC terms with free-text, relevance-ranked, and faceted queries via the LOINC Search API, mirroring the loinc.org/search… | No signals yet | No one-command install · Source | |
| 2210 | Unranked | vecura-mcp-servermcp · ai-agents | MCP server exposing Vecura's bio/drug-discovery models to LLM agents. It authenticates users with JWT and forwards requests to existing Vecura… | No signals yet | No one-command install · Source | |
| 2211 | Unranked | ollamadev-mcp-servermcp · ai-agents | Companion MCP server for the OllamaDev Android app, providing 36 tools for SDLC phases including filesystem, code intelligence, build, sprint… | No signals yet | No one-command install · Source | |
| 2212 | Unranked | multimodal-mcpmcp · ai-agents | Gives any MCP client (OpenCode, Claude Code, Claude Desktop, Cursor, etc.) the ability to process images by automatically converting them to text… | No signals yet | No one-command install · Source | |
| 2213 | Unranked | career-mcp-servermcp · back-end | A production-grade FastAPI-based MCP server for career-oriented tools, currently exposing GitHub integration (profile, repos, pinned, search, rate… | No signals yet | No one-command install · Source | |
| 2214 | Unranked | agentic-rag-knowledge-assistantmcp · search | Agentic RAG Knowledge Assistant is a secure, tenant-isolated MCP server built with FastAPI, PostgreSQL, and pgvector that enables document ingestion… | No signals yet | No one-command install · Source | |
| 2215 | Unranked | 3dcaipiao-mcpmcp · ai-agents | MCP server for analyzing China's 福彩3D lottery data with deterministic math engines, forward-testing, and safety checks. Enables data import… | No signals yet | No one-command install · Source | |
| 2216 | Unranked | causal-inference-mcp-servermcp · ai-agents | An MCP server that exposes causal inference methods (difference-in-differences, synthetic control, propensity matching, and assumption checks) as… | No signals yet | No one-command install · Source | |
| 2217 | Unranked | extended-rlmmcp · comms | A self-learning knowledge layer for local LLM chat that answers questions from Markdown files, writes new knowledge back every turn, and provides… | No signals yet | No one-command install · Source | |
| 2218 | Unranked | intelligrid-energyplus-mcp-servermcp · back-end | Exposes EnergyPlus building simulation tools as MCP endpoints, enabling LLMs to run closed-loop energy optimization while maintaining occupant… | No signals yet | No one-command install · Source | |
| 2219 | Unranked | mcp-langchain-agentmcp · search | An MCP server exposing document search, retrieval, and summarization tools, paired with a LangChain agent that performs multi-step tasks like finding… | No signals yet | No one-command install · Source | |
| 2220 | Unranked | text2flinkmcp · ai-agents | A tool that converts natural-language requests into full, deployable, execution-verified Apache Flink SQL jobs by orchestrating an LLM to draft specs… | No signals yet | No one-command install · Source | |
| 2221 | Unranked | sodabarmcp · ai-agents | An MCP server that puts open data on tap, enabling LLM clients to search, inspect, and query 30,000+ civic datasets from Socrata portals with built-in… | No signals yet | No one-command install · Source | |
| 2222 | Unranked | telegram-agent-mcpmcp · ai-agents | MCP server that exposes a Telegram bot over stdio transport, enabling LLM agents to discover each other, announce capabilities, and communicate via… | No signals yet | No one-command install · Source | |
| 2223 | Unranked | mcp-image-analyzermcp · ai-agents | Enables LLMs to analyze images via OpenAI-compatible multimodal models, supporting local files, base64, and URLs with safety validation and model… | No signals yet | No one-command install · Source | |
| 2224 | Unranked | rag-mcp-server-with-streamable-httpmcp · search | Enables hybrid search (BM25 + semantic with RRF) over documentation, with Thai language support. It exposes MCP tools for adding documents and… | No signals yet | No one-command install · Source | |
| 2225 | Unranked | restaurant-mcp-servermcp · back-end | MCP server exposing restaurant tools including search by cuisine, price, rating, and open status, restaurant details, user preferences stored in Neon… | No signals yet | No one-command install · Source | |
| 2226 | Unranked | pos-mcp-servermcp · back-end | An MCP server that lets restaurants operate their point-of-sale through an LLM agent — edit menus, 86 items, check sales, restock inventory, monitor… | No signals yet | No one-command install · Source | |
| 2227 | Unranked | home-credit-mcpmcp · database | MCP server that lets any LLM client query the Home Credit Default Risk SQLite database (307,511 loan applications) through 7 read-only tools, 4… | No signals yet | No one-command install · Source | |
| 2228 | Unranked | completemcpservermcp · ai-agents | An MCP server that provides an AI LLM orchestrator supporting multiple providers (LM Studio, Ollama, OpenAI, generic) plus SQLite-backed memory… | No signals yet | No one-command install · Source | |
| 2229 | Unranked | mcp-meshmcp · back-end | Universal MCP router and gateway that bridges LLM agents to OpenAPI, GraphQL, and AWS Lambda services with ISO/IEC 42001 AI governance, RBAC, PII… | No signals yet | No one-command install · Source | |
| 2230 | Unranked | nl-to-sql-mcpmcp · database | MCP server enabling natural-language querying of SQLite databases via schema discovery, GraphRAG retrieval, and safely guarded read-only SQL… | No signals yet | No one-command install · Source | |
| 2231 | Unranked | mcp-data-analysis-agentmcp · ai-agents | An MCP server that answers natural-language questions over CSV, Excel, and SQL data by providing deterministic tools for loading, profiling, querying… | No signals yet | No one-command install · Source | |
| 2232 | Unranked | mcp-devops-dashboardmcp · observability | Monitors host CPU/RAM, local ports, and Docker containers, streaming live telemetry to a React dashboard over SSE. Exposes MCP tools to query system… | No signals yet | No one-command install · Source | |
| 2233 | Unranked | mcp-rag-servicemcp · devops | A production-minded RAG service for MCP that answers questions over your documents with hybrid retrieval, PII redaction, and source citations… | No signals yet | No one-command install · Source | |
| 2234 | Unranked | markdownmcpmcp · ai-agents | Live markdown preview for LLM agents. Call a single tool to watch a markdown file and it opens a browser UI that streams rendered updates, changes… | No signals yet | No one-command install · Source | |
| 2235 | Unranked | supplier-hub-private-label-workflow-mcpmcp · ai-agents | MCP server that automates Coupang Supplier Hub Private Label fulfillment workflows, including order lookup, confirmation, courier registration… | No signals yet | No one-command install · Source | |
| 2236 | Unranked | sint-memorymcp · database | Structured agent memory system with hash-chain provenance, temporal decay, drift detection, provenance archaeology, vector embeddings, and git… | No signals yet | No one-command install · Source | |
| 2237 | Unranked | graph-mcpmcp · search | Exposes a Neo4j knowledge-graph index over personal markdown notes to LLM agents via MCP, enabling semantic search, tag navigation, and relationship… | No signals yet | No one-command install · Source | |
| 2238 | Unranked | verified-burstmcp · back-end | MCP stdio server, one tool buy_verified_burst — x402 pay-only-if-verified inference. | No signals yet | No one-command install · Source | |
| 2239 | Unranked | ltm-mcp-servermcp · database | Enables MCP-capable AI to perform read-only semantic search over a local document corpus stored in Postgres with pgvector, using mxbai-embed-large… | No signals yet | No one-command install · Source | |
| 2240 | Unranked | brinkmcp · ai-agents | A single-player cinematic geopolitical roleplay MCP server where an LLM game-master handles decision-making with persistent world state and rules… | No signals yet | No one-command install · Source | |
| 2241 | Unranked | ios-sim-mcpmcp · ai-agents | MCP server that drives the iOS Simulator via accessibility-tree snapshots with stable element refs, enabling LLMs to interactively find, tap, type… | No signals yet | No one-command install · Source | |
| 2242 | Unranked | wiki-rag-mcpmcp · database | Enables searching enterprise wiki content via vector embeddings, using Qdrant for storage and FastMCP for SSE-based tool exposure. | No signals yet | No one-command install · Source | |
| 2243 | Unranked | asr-mcpmcp · ai-agents | MCP server for local speech-to-text using Whisper Large V3 (MLX), enabling audio transcription with text/timestamps/SRT output and LLM-based… | No signals yet | No one-command install · Source | |
| 2244 | Unranked | local-llmmcp · ai-agents | MCP server that lets Claude Code delegate trivial, standalone questions to a local Gemma 4 model via llama.cpp, saving paid tokens. | No signals yet | No one-command install · Source | |
| 2245 | Unranked | fispro-mcpmcp · back-end | MCP server for FisPro fuzzy inference systems, enabling reading .fis files, running inferences, and explaining rule firings in natural language. | No signals yet | No one-command install · Source | |
| 2246 | Unranked | llm-gateway-mcpmcp · ai-agents | A self-hostable MCP server that routes prompts to multiple LLM providers using declarative policies, with multi-role orchestration for independence… | No signals yet | No one-command install · Source | |
| 2247 | Unranked | pixelrag-mcp-servermcp · search | A visual Retrieval-Augmented Generation MCP server that renders web pages, PDFs, and design screenshots into visual tiles and enables natural language… | No signals yet | No one-command install · Source | |
| 2248 | Unranked | music-perception-mcpmcp · ai-agents | Analyzes audio files to extract exact, reproducible measurements like loudness, tempo, key, spectral balance, and clipping for LLM-based DAW control. | No signals yet | No one-command install · Source | |
| 2249 | Unranked | fabric-docs-mcpmcp · ai-agents | MCP server that provides LLM coding agents with version-pinned Fabric modding documentation, including search, page reading, and a curated built-ins… | No signals yet | No one-command install · Source | |
| 2250 | Unranked | eight-mcp-communitymcp · search | Provides tools to search for people using registered business cards and the public Eight network. Enables LLMs to query person information while… | No signals yet | No one-command install · Source | |
| 2251 | Unranked | miniragmcp · back-end | MCP server for a self-hosted RAG system that enables AI tools to search and retrieve grounded answers from locally ingested documents via MCP tools… | No signals yet | No one-command install · Source | |
| 2252 | Unranked | ensemble-promcp · ai-agents | Multi-model AI council MCP server that lets multiple LLMs debate, critique, and vote on questions to reach a consensus, with automatic failover and… | No signals yet | No one-command install · Source | |
| 2253 | Unranked | ev3-mcp-servermcp · back-end | Enables MCP clients to drive a LEGO Mindstorms EV3 over Wi-Fi SSH, with tools for movement, turning, stopping, beeping, and listing connected devices… | No signals yet | No one-command install · Source | |
| 2254 | Unranked | tributary-mcp-servermcp · ai-agents | Enables AI agents to share persistent, conflict-safe memory by providing tools to recall, learn, reinforce, and retire lessons, using CockroachDB for… | No signals yet | No one-command install · Source | |
| 2255 | Unranked | principia-roboticamcp · ai-agents | World-first unified MCP gateway + Control Barrier Function (CBF-QP) safety engine for agentic robotics, enabling LLMs to control physical robots with… | No signals yet | No one-command install · Source | |
| 2256 | Unranked | hpc-support-mcpmcp · ai-agents | A read-only MCP server exposing SLURM, GPFS, Prometheus (node exporter + DCGM GPU metrics) and generic Elasticsearch exploration as diagnostic tools… | No signals yet | No one-command install · Source | |
| 2257 | Unranked | stagehand-repl-mcpmcp · browser | Provides LLM agents with a persistent, scriptable browser using Stagehand and Playwright, exposing a single stagehand_eval tool for running JavaScript… | No signals yet | No one-command install · Source | |
| 2258 | Unranked | documind-mcpmcp · search | A citation-grounded RAG server for internal documentation that exposes retrieval tools and resources via the Model Context Protocol, enabling any MCP… | No signals yet | No one-command install · Source | |
| 2259 | Unranked | repo-ragmcp · search | Enables conversational queries about a GitHub user's profile, using lazy indexing and tool calls to retrieve repository info and file contents, with… | No signals yet | No one-command install · Source | |
| 2260 | Unranked | brainmem-mcpmcp · ai-agents | MCP server for brainmem, providing memory search, write, outcome, explain, and status tools to give LLM agents auditable long-term memory. It… | No signals yet | No one-command install · Source | |
| 2261 | Unranked | israeli-weather-mcpmcp · ai-agents | MCP server that lets users obtain current Israeli city weather forecasts. It uses Playwright to browse Weather2day, extract the forecast page, and… | No signals yet | No one-command install · Source | |
| 2262 | Unranked | io-mcpmcp · observability | Enables local research workflows (paper discovery, relevance scoring, digests) and homelab monitoring (Prometheus, logs) through an MCP server, using… | No signals yet | No one-command install · Source | |
| 2263 | Unranked | mcp-horticulture-agentmcp · ai-agents | A local-first MCP server for tracking indoor horticulture metrics, enabling cold-stratification timelines, ericaceous soil pH validation, and… | No signals yet | No one-command install · Source | |
| 2264 | Unranked | rag-db-advisormcp · back-end | This MCP server provides evidence-based advice on vector database backends by retrieving measured benchmarks and operational traps, enabling you to… | No signals yet | No one-command install · Source | |
| 2265 | Unranked | mcp-health-coachmcp · ai-agents | MCP server that turns any MCP-compatible LLM client into a wellness coach grounded in verified public data, offering nutrition, exercise, biometric… | No signals yet | No one-command install · Source | |
| 2266 | Unranked | trainner-ai-mcp-servermcp · back-end | Enables LLMs to access and analyze biometric and training data via MCP, supporting queries on sleep, performance, nutrition, and training load to… | No signals yet | No one-command install · Source | |
| 2267 | Unranked | reachy-mini-mcpmcp · ai-agents | MCP server for Reachy Mini robot that exposes robot state and motion control to LLM frontends like Claude Desktop. | No signals yet | No one-command install · Source | |
| 2268 | Unranked | local-hugging-face-mcp-servermcp · back-end | A production-ready local MCP server for Agent Studio, providing tools for calculation, search, chat, and Hugging Face text generation via the… | No signals yet | No one-command install · Source | |
| 2269 | Unranked | troystack-apimcp · back-end | Enables access to live precious metals prices, historical data, market intelligence, and portfolio management with AI/LLM integration. | No signals yet | No one-command install · Source | |
| 2270 | Unranked | jgrants-mcpmcp · back-end | MCP server that enables LLMs to search and retrieve Japanese government subsidy and grant information via natural language, wrapping the Jグランツ public… | No signals yet | No one-command install · Source | |
| 2271 | Unranked | multi-ai-hubmcp · ai-agents | Privacy-first local MCP hub for coordinating multiple AI providers from Claude Code, supporting local Ollama seats and cloud providers with safety… | No signals yet | No one-command install · Source | |
| 2272 | Unranked | mcp-swarm-routermcp · ai-agents | This MCP server enables LLM hosts to plan large tasks and delegate subtasks to specialized local CLI agents, such as Codex and Claude Code, using… | No signals yet | No one-command install · Source | |
| 2273 | Unranked | mcp-trust-scannermcp · ai-agents | Scans MCP tools for trust drift, composition risks, and runtime policy violations, with optional LLM explanations. | No signals yet | No one-command install · Source | |
| 2274 | Unranked | paperpilot-aimcp · search | MCP server for semantic research: search arXiv, fetch papers, and answer questions grounded in the actual paper text via RAG tools, resources, and… | No signals yet | No one-command install · Source | |
| 2275 | Unranked | agentic-mcp-solutionmcp · ai-agents | A modular backend that connects language models to real-world tools like Gmail and Google Docs via MCP server abstractions, enabling agentic workflows… | No signals yet | No one-command install · Source | |
| 2276 | Unranked | bd-graph-mcp-servermcp · back-end | Enables coding agents to query a temporal knowledge graph derived from a beads issue tracker via read-only Cypher queries, exposing current rules… | No signals yet | No one-command install · Source | |
| 2277 | Unranked | openclaw-consensusmcp · ai-agents | Multi-LLM consensus scoring with disagreement detection and cost-optimized model routing. | No signals yet | No one-command install · Source | |
| 2278 | Unranked | cognitivebiaslabs-mcpmcp · ai-agents | An MCP server that enables LLMs to detect cognitive biases and logical fallacies in text, list supported biases, and provide links to relevant… | No signals yet | No one-command install · Source | |
| 2279 | Unranked | llm-memory-toolmcp · ai-agents | MCP server that enables persistent, hybrid, local memory for LLM agents, with vector + BM25 search, knowledge graph, and policy-driven retention… | No signals yet | No one-command install · Source | |
| 2280 | Unranked | finpilot-aimcp · ai-agents | An MCP server that transforms standard LLMs into autonomous investment bankers, enabling live market data retrieval, fundamental ratio calculations… | No signals yet | No one-command install · Source | |
| 2281 | Unranked | agentsearch-mcpmcp · search | Remote MCP connector for AgentSearch API that exposes web search, instant answers, and URL-to-clean-text fetching as typed MCP tools for agents and… | No signals yet | No one-command install · Source | |
| 2282 | Unranked | happy-mcpmcp · auth | A standalone MCP gateway that lets external AIs control Happy machines via OAuth, with dual LLM review for sensitive operations. Enables secure remote… | No signals yet | No one-command install · Source | |
| 2283 | Unranked | datapilot-ai-mcp-servermcp · database | Enables natural language data analysis on uploaded CSV files by converting them to SQLite and exposing read-only database tools via MCP. Integrates… | No signals yet | No one-command install · Source | |
| 2284 | Unranked | apple-health-semantic-mcpmcp · observability | Query Apple Health export data with an LLM via a semantic layer that avoids common data traps, enabling accurate natural-language queries about health… | No signals yet | No one-command install · Source | |
| 2285 | Unranked | open-connector-promcp · back-end | Unified AI Agent SaaS Connector & Multi-Provider Gateway connecting to 1,000+ SaaS platforms, vector databases, and 500+ LLM models via MCP, REST API… | No signals yet | No one-command install · Source | |
| 2286 | Unranked | brain-fight-mcpmcp · ai-agents | An MCP server that stages Angel vs Devil inner conflict debates with deterministic relationship, memory, and turn management, letting client LLMs… | No signals yet | No one-command install · Source | |
| 2287 | Unranked | mcp-enterprise-aiops-agentmcp · ai-agents | An MCP server that enables autonomous self-healing AIOps by monitoring system metrics and executing dynamic remediation through LLM-driven tool… | No signals yet | No one-command install · Source | |
| 2288 | Unranked | ailab-rip-mcp-appmcp · ai-agents | A demo MCP server that exposes stock-quote tools to LLMs via FastMCP over streamable HTTP. It can be deployed to AWS ECS and integrated with ChatGPT… | No signals yet | No one-command install · Source | |
| 2289 | Unranked | rag-chatbot-mcp-servermcp · search | Exposes a local RAG document index as MCP tools (ask, search, rebuild_index, status) for MCP clients like Claude Desktop and Claude Code to query your… | No signals yet | No one-command install · Source | |
| 2290 | Unranked | perf-mcpmcp · ai-agents | Enables LLMs to analyze Linux perf data files using 26 perf analysis commands, including report, script, annotate, and more, through typed tool… | No signals yet | No one-command install · Source | |
| 2291 | Unranked | pubdata-mcpmcp · ai-agents | Enables querying Korean public datasets (apartment prices, weather, air quality) via natural language using an MCP server and local LLM agent. | No signals yet | No one-command install · Source | |
| 2292 | Unranked | wtrl-mcpmcp · ai-agents | Assist LLM writing Waterloo Docstrings, a format with emphasis on machine-verifyable normativity. | No signals yet | No one-command install · Source | |
| 2293 | Unranked | apipoints-mcp-servermcp · back-end | Enables real-time access to LLM pricing, benchmarks, deprecation alerts, and cost optimization for over 30 models across 8 providers, allowing AI… | No signals yet | No one-command install · Source | |
| 2294 | Unranked | notmuchmcp · ai-agents | An MCP server that exposes a local notmuch email database to an LLM client such as Claude. It is read-first: searching, reading, and understanding… | No signals yet | No one-command install · Source | |
| 2295 | Unranked | agentic-rag-mcp-servermcp · ai-agents | MCP server providing tools for entity extraction, query refinement, and relevance checking to build Agentic RAG applications. | No signals yet | No one-command install · Source | |
| 2296 | Unranked | qiuchimcp · ai-agents | A production-grade MCP server framework with plugin system, middleware pipeline, and multi-transport support for building LLM tool services. | No signals yet | No one-command install · Source | |
| 2297 | Unranked | ligo-mcpmcp · ai-agents | A gravitational-wave detection pipeline combining lightweight signal-processing with an LLM triage layer, featuring a pre-registered evaluation… | No signals yet | No one-command install · Source | |
| 2298 | Unranked | bookstack-mcpmcp · back-end | HTTP MCP server enabling LLMs to search, create, read, update, and delete BookStack entities (books, chapters, pages, shelves) using API tokens. | No signals yet | No one-command install · Source | |
| 2299 | Unranked | llm-wikimcp · ai-agents | Builds a local, citation-aware wiki from an approved project scope and exposes it as an MCP server with a single read-only tool for agents to explore… | No signals yet | No one-command install · Source | |
| 2300 | Unranked | chainmemory-mcpmcp · ai-agents | Cross-model, cryptographically verifiable memory for AI agents, enabling portable, encrypted memory and project state management across different LLMs… | 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.