Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2101 | Unranked | moa-mcpmcp · ai-agents | A local stdio MCP server for running single-turn prompts across multiple model providers (OpenAI, Ollama, OpenRouter), allowing agents to fan out the… | No signals yet | No one-command install · Source | |
| 2102 | Unranked | local-intelligence-servermcp · back-end | Enables offline local LLM analysis of text data via MCP, taking raw text and an instruction to return analysis results without cloud calls. | No signals yet | No one-command install · Source | |
| 2103 | Unranked | mcp-gtmmcp · ai-agents | Enables LLMs to manage Google Tag Manager containers through exported JSON files, with full CRUD operations on tags, triggers, variables, and folders… | No signals yet | No one-command install · Source | |
| 2104 | Unranked | nasa-scix-mcp-servermcp · back-end | Enables LLMs to search astronomical literature, retrieve paper metadata, analyze citation metrics, and export bibliographic data via the NASA… | No signals yet | No one-command install · Source | |
| 2105 | Unranked | mailmesh-mcpmcp · comms | A private, single-user MCP server that unifies Gmail, Microsoft 365/Outlook, and IMAP mailboxes for LLMs to search and read emails live, without… | No signals yet | No one-command install · Source | |
| 2106 | Unranked | hr-system-mcp-servermcp · back-end | Enables LLM clients to interact with a mock HR system via the Model Context Protocol, supporting queries and workflows across leave, benefits… | No signals yet | No one-command install · Source | |
| 2107 | Unranked | dsh-experiencemcp · ai-agents | Provides a cross-session experience knowledge base for AI agents, enabling retrieval of past problem-solution experiences via MCP tools. It helps… | No signals yet | No one-command install · Source | |
| 2108 | Unranked | ra-nested-mcpmcp · ai-agents | A two-layer nested MCP server that acts as a telecom Revenue Assurance knowledge agent. It uses an orchestrator LLM (Llama 3.3 70B via Groq) to… | No signals yet | No one-command install · Source | |
| 2109 | Unranked | mcp-telegram-bot-servermcp · back-end | MCP server that gives LLMs access to Telegram Bot API, enabling them to read recent messages and reply to users via persistent local storage and MCP… | No signals yet | No one-command install · Source | |
| 2110 | Unranked | lucadmcp · ai-agents | Enables agent-assisted CAD engineering, allowing users to create, validate, and export CAD designs through natural language, with a deterministic… | No signals yet | No one-command install · Source | |
| 2111 | Unranked | statlytemcp · ai-agents | Enables assistants to access up-to-date LLM pricing, context windows, and model identifiers, with tools to estimate costs, find cheapest models, and… | No signals yet | No one-command install · Source | |
| 2112 | Unranked | autonomous-qa-engineer-mcpmcp · ai-agents | Provides MCP tools that give LLM agents a full QA engineer workflow: scanning projects, generating deterministic test suites, executing them across… | No signals yet | No one-command install · Source | |
| 2113 | Unranked | memoryai-localmcp · search | Provides persistent long-term memory and local RAG document search for Claude Desktop, fully offline. Enables memory save/search and document… | No signals yet | No one-command install · Source | |
| 2114 | Unranked | legacymcpmcp · ai-agents | MCP server that enables AI-powered assessment of Active Directory on-premises environments by exposing AD data as queryable tools for LLMs like… | No signals yet | No one-command install · Source | |
| 2115 | Unranked | rag-langgraph-mcp-servermcp · database | Exposes a RAG agent built with LangGraph, enabling retrieval-augmented question answering over a PostgreSQL/pgvector corpus via the MCP protocol. | No signals yet | No one-command install · Source | |
| 2116 | Unranked | chezmoi-documentation-mcp-servermcp · back-end | Enables searching, reading, and listing pages from the official chezmoi documentation. Supports caching and Markdown conversion for LLM-friendly… | No signals yet | No one-command install · Source | |
| 2117 | Unranked | psql-mcpmcp · database | A hardened, read-only Postgres MCP server that enables LLMs to safely query databases without write, DDL, shell, or credential exposure. | No signals yet | No one-command install · Source | |
| 2118 | Unranked | warehouse-mcp-servermcp · database | An MCP server that provides safe, read-only access to a PostgreSQL warehouse, enabling schema introspection, guarded SQL queries, and truncated result… | No signals yet | No one-command install · Source | |
| 2119 | Unranked | being-humanmcp · ai-agents | MCP server that analyzes your writing style to generate personal voice rules, scores drafts for AI slop, and verifies authorship, enabling LLMs to… | No signals yet | No one-command install · Source | |
| 2120 | Unranked | tello-mcpmcp · ai-agents | MCP server that connects a local LLM to a DJI Tello drone via UDP, enabling natural language flight planning and execution with safety-focused… | No signals yet | No one-command install · Source | |
| 2121 | Unranked | ragimcp · search | Local-first RAG indexing and semantic search MCP server. Enables document retrieval and context-aware queries using local embedding models. | No signals yet | No one-command install · Source | |
| 2122 | Unranked | publisher-content-mcp-servermcp · search | Exposes publisher journalism to LLMs and agent frameworks via search, retrieval, source grounding, and consistent citation, enabling accurate content… | No signals yet | No one-command install · Source | |
| 2123 | Unranked | agentic-messaging-mcpmcp · ai-agents | Enables LLM agents to send, receive, and discover contacts on the agentic message bus via native tools. | No signals yet | No one-command install · Source | |
| 2124 | Unranked | mcp-ops-servermcp · ai-agents | A reference MCP server that gives an LLM agent safe write access to a business database, managing orders, production state, and FIFO stock with… | No signals yet | No one-command install · Source | |
| 2125 | Unranked | ainu-mcpmcp · back-end | A hosted Model Context Protocol server for the Ainu-language toolchain, enabling LLMs to edit the Itak-uoeroskip glossary, search corpora… | No signals yet | No one-command install · Source | |
| 2126 | Unranked | grounder-mcpmcp · ai-agents | Gives local and cloud LLMs live web grounding as four MCP tools: web_search, fetch, deep_search (a token-capped, cited evidence pack sized to a small… | No signals yet | No one-command install · Source | |
| 2127 | Unranked | victoriametrics-mcpmcp · ai-agents | MCP server for querying VictoriaMetrics (PromQL/MetricsQL) and VictoriaLogs (LogsQL), also compatible with Prometheus, returning compact text… | No signals yet | No one-command install · Source | |
| 2128 | Unranked | nutrition-research-assistantmcp · search | Enables natural-language nutrition research for Indian foods, combining a curated knowledge base with hybrid RAG and specialized agents. Provides MCP… | No signals yet | No one-command install · Source | |
| 2129 | Unranked | context-index-mcpmcp · database | A lightweight MCP server that maps keywords to file paths instantly using a JSON index, enabling fast context retrieval for AI agents without… | No signals yet | No one-command install · Source | |
| 2130 | Unranked | ptv-transit-mcp-servermcp · back-end | Exposes Victoria's public transport (PTV) GTFS timetable data as MCP tools, allowing LLMs to answer natural-language questions about routes, stops… | No signals yet | No one-command install · Source | |
| 2131 | Unranked | coffer-mcpmcp · auth | Credential vault for LLM agents that stores credentials encrypted and exposes MCP tools for authenticated HTTP requests, web scraping, and credential… | No signals yet | No one-command install · Source | |
| 2132 | Unranked | news-digestmcp · ai-agents | Fetches news from Telegram and RSS sources and serves them to LLM agents via MCP. | No signals yet | No one-command install · Source | |
| 2133 | Unranked | tbcontracts-mcpmcp · ai-agents | MCP server for priority-weighted token budget management in multi-agent LLM systems, enabling dynamic reallocation of unused tokens between agents… | No signals yet | No one-command install · Source | |
| 2134 | Unranked | hivellm-mcpmcp · back-end | Brings a real human expert into Codex or OpenCode by creating a hiveLLM room for message exchange, without using user's API quota or credentials. | No signals yet | No one-command install · Source | |
| 2135 | Unranked | spt-forge-mcpmcp · back-end | MCP server for the SP-Tarkov Forge API. Exposes Forge endpoints as MCP tools over stdio, letting LLMs search mods, check updates, resolve… | No signals yet | No one-command install · Source | |
| 2136 | Unranked | careman-mcpmcp · back-end | Read-only MCP server for CareMan Dienstplan that exposes REST API as tools for LLMs to query duty rosters, shift requests, vacant duties, and shift… | No signals yet | No one-command install · Source | |
| 2137 | Unranked | cascade-cms-mcp-servermcp · back-end | Enables LLMs to interact with Cascade CMS via REST API, supporting asset CRUD, search, publish, workflow, and more through 37 MCP tools and 4… | No signals yet | No one-command install · Source | |
| 2138 | Unranked | mcp-drift-state-trackermcp · ai-agents | MCP server that scans multi-language codebases to detect stubs, missing imports, and structural incompleteness, assigning drift scores to quantify LLM… | No signals yet | No one-command install · Source | |
| 2139 | Unranked | smart-ramcp · ai-agents | MCP server that automates audit risk assessment from Korean DART disclosures, providing deterministic risk signals, going-concern scoring, and memo… | No signals yet | No one-command install · Source | |
| 2140 | Unranked | eracore-revit-mcpmcp · ai-agents | Connects LLM assistants to Autodesk Revit BIM models, enabling reading metadata, listing elements, creating geometry, batch parameter updates, and… | No signals yet | No one-command install · Source | |
| 2141 | Unranked | subtitle-translation-mcpmcp · ai-agents | An offline MCP server for translating movie subtitles, providing persistent translation sessions, a glossary, and modular format adapters so LLM… | No signals yet | No one-command install · Source | |
| 2142 | Unranked | mcp-server-usgs-nationalmapmcp · ai-agents | An MCP server that lets LLMs query USGS NHDPlus HR hydrography data—streams, rivers, lakes, stream gages, and watershed boundaries—via point or… | No signals yet | No one-command install · Source | |
| 2143 | Unranked | vision-mcp-msmcp · ai-agents | A cloud vision MCP server that enables text-only LLMs like DeepSeek to analyze images via OpenAI-compatible APIs (e.g., SiliconFlow), offering a… | No signals yet | No one-command install · Source | |
| 2144 | Unranked | relational-db-seeder-mcp-servermcp · back-end | Enables LLMs to inspect database schemas and seed relational databases with custom data while automatically resolving foreign key relationships. | No signals yet | No one-command install · Source | |
| 2145 | Unranked | browser-search-mcpmcp · back-end | Enables web search via a real browser for any LLM, bypassing anti-bot measures without API keys. | No signals yet | No one-command install · Source | |
| 2146 | Unranked | llm-guard-gatewaymcp · ai-agents | Provides a governance gateway for LLM and agent traffic via MCP, blocking prompt injection, redacting PII, enforcing per-tenant token budgets, and… | No signals yet | No one-command install · Source | |
| 2147 | Unranked | vllm-ops-mcpmcp · ai-agents | Read-only ops/health MCP server for a local vLLM instance: health tiers, GPU/VRAM, service status. | No signals yet | No one-command install · Source | |
| 2148 | Unranked | mcp-filesystem-agent-v3mcp · ai-agents | A production-ready MCP server enabling Claude and other LLMs to perform intelligent file operations with minimal token usage. | No signals yet | No one-command install · Source | |
| 2149 | Unranked | mcp-server-dev-docsmcp · front-end | Provides live, clean, LLM-ready markdown documentation for popular fullstack technologies and custom URLs, with built-in presets for React, Next.js… | No signals yet | No one-command install · Source | |
| 2150 | Unranked | myosm-mcp-servermcp · ai-agents | An OpenStreetMap MCP server providing geocoding, routing, points of interest, map tiles, public transport, and energy infrastructure tools to enhance… | No signals yet | No one-command install · Source | |
| 2151 | Unranked | modelrouter-mcpmcp · ai-agents | Advisory MCP server for intelligent LLM model recommendations in Cursor. Provides tools for task analysis, repository analysis, and model selection… | No signals yet | No one-command install · Source | |
| 2152 | Unranked | infocepo-infra-mcpmcp · devops | Exposes infocepo.com infrastructure (LLM, ChromaDB, S3, Docker registry, service discovery) as MCP tools for AI agents. | No signals yet | No one-command install · Source | |
| 2153 | Unranked | image-understand-mcpmcp · ai-agents | Enables pure text LLMs to understand images by acting as a proxy to vision models via OpenAI-compatible APIs. Supports local files, URLs, and base64… | No signals yet | No one-command install · Source | |
| 2154 | Unranked | portfolio-drift-mcpmcp · ai-agents | Wraps portfolio-drift-agent as MCP tools, letting LLM clients audit a portfolio of projects against GitHub conversationally. | No signals yet | No one-command install · Source | |
| 2155 | Unranked | edgemind-mcp-storymcp · ai-agents | An MCP server that connects an LLM client to a local LM Studio instance to generate and save creative writing stories as text files. | No signals yet | No one-command install · Source | |
| 2156 | Unranked | tokenomics-mcpmcp · ai-agents | Counts LLM prompt tokens and estimates API costs across OpenAI and Anthropic models directly inside MCP-compatible chat clients. Supports exact… | No signals yet | No one-command install · Source | |
| 2157 | Unranked | swag2mcpmcp · back-end | Turn any OpenAPI/Swagger/Postman spec into an MCP server — give your LLM live access to any API. | No signals yet | No one-command install · Source | |
| 2158 | Unranked | coderagmcp · search | Enables natural-language Q&A over codebases via MCP, using AST-aware chunking, hybrid retrieval, reranking, and call-graph expansion to answer with… | No signals yet | No one-command install · Source | |
| 2159 | Unranked | omni-memorymcp · database | A fully-local AI memory system that saves notes, code, and terminal output to a vector database via Ollama and LanceDB, enabling context retrieval… | No signals yet | No one-command install · Source | |
| 2160 | Unranked | cloudflare-dns-mcpmcp · ai-agents | MCP server for managing Cloudflare DNS subdomains, enabling an LLM to check availability, claim, release, and list subdomains under a root domain. | No signals yet | No one-command install · Source | |
| 2161 | Unranked | euroleague-open-datamcp · back-end | An MCP server that lets an LLM query a DuckDB warehouse of EuroLeague and EuroCup basketball data in natural language, offering tools for player and… | No signals yet | No one-command install · Source | |
| 2162 | Unranked | mcp-based-enterprise-knowledge-search-assistantmcp · search | Enables enterprise knowledge search through a chat interface, comparing traditional RAG with MCP-driven retrieval using hybrid BM25 and dense vector… | No signals yet | No one-command install · Source | |
| 2163 | Unranked | wikipedia-mcpmcp · search | An MCP server that gives LLMs access to Wikipedia, supporting search, article retrieval, summaries, sections, and related topics across multiple… | No signals yet | No one-command install · Source | |
| 2164 | Unranked | mcp-server-for-documentation-retrievalmcp · search | An MCP server that retrieves and cleans official documentation for popular AI/Python libraries via web search and LLM processing, exposing a get_docs… | No signals yet | No one-command install · Source | |
| 2165 | Unranked | bingmcpmcp · ai-agents | Provides LLMs with live access to Binghamton University campus data, including laundry availability, bus locations, dining status and menus, gym… | No signals yet | No one-command install · Source | |
| 2166 | Unranked | ollama-mcp-server-demomcp · back-end | A beginner-friendly MCP server that exposes a local Ollama model as an MCP tool, enabling users to ask questions via VS Code. | No signals yet | No one-command install · Source | |
| 2167 | Unranked | teleport-mcpmcp · ai-agents | An MCP server that lets an LLM agent drive a TeleportXR headless client: connect to Teleport servers, move an avatar, send input, and inspect… | No signals yet | No one-command install · Source | |
| 2168 | Unranked | caddie-mcpmcp · ai-agents | MCP server that connects Claude or any MCP-capable LLM to your Garmin golf data, enabling natural-language queries on rounds, shots, strokes gained… | No signals yet | No one-command install · Source | |
| 2169 | Unranked | fetchmcpmcp · ai-agents | Fetches web pages and converts them to clean, LLM-ready Markdown, with optional JavaScript rendering and honest statuses when pages are blocked or… | No signals yet | No one-command install · Source | |
| 2170 | Unranked | fine-tuning-osmcp · ai-agents | A zero-data MCP server for LLM fine-tuning, providing 64 tools across 10 dimensions to prepare, build, train, evaluate, secure, package, and deliver… | No signals yet | No one-command install · Source | |
| 2171 | Unranked | mcp-data-explorermcp · back-end | Allows LLMs to explore CSV datasets through statistics without loading raw data, offering tools for dataset inspection, column description, and… | No signals yet | No one-command install · Source | |
| 2172 | Unranked | jdd-agent-osmcp · ai-agents | MCP-native evolution control plane that discovers, tests, governs, versions, and promotes improved AI agents. Integrates with LocalLLM-MCP for real or… | No signals yet | No one-command install · Source | |
| 2173 | Unranked | pg-semantic-mcpmcp · ai-agents | A read-only PostgreSQL MCP server for AI coding agents that exposes database schema and sample data as tools, with LLM-powered semantic search… | No signals yet | No one-command install · Source | |
| 2174 | Unranked | haoapi-mcp-servermcp · ai-agents | An embedded MCP server in the HaoApi LLM gateway that exposes 13 knowledge base tools via Streamable HTTP and SSE, enabling AI agents to search, read… | No signals yet | No one-command install · Source | |
| 2175 | Unranked | gamecode-ragmcp · search | Enables semantic search and call-graph exploration over decompiled Unity Mono C# codebases, with hybrid retrieval, LLM re-ranking, and lazy-loaded… | No signals yet | No one-command install · Source | |
| 2176 | Unranked | windex-mcp-servermcp · search | Enables hybrid search (dense + sparse) over self-hosted indexes of continuously ingested public datasets (news, GitHub, Wikipedia, arXiv, small web… | No signals yet | No one-command install · Source | |
| 2177 | Unranked | llm-wiki-opsmcp · ai-agents | Graph-level operations for Karpathy LLM Wiki knowledge bases, enabling LLM agents via MCP and humans via CLI to perform structured graph surgery… | No signals yet | No one-command install · Source | |
| 2178 | Unranked | bugsmash-mcpmcp · back-end | MCP server that lets LLMs read and manage BugSmash reviewer feedback while keeping the API key private. | No signals yet | No one-command install · Source | |
| 2179 | Unranked | garnet-mcpmcp · ai-agents | An MCP server that provides long-term semantic memory via Garnet Vector Sets, enabling agents to store text embeddings and retrieve relevant context… | No signals yet | No one-command install · Source | |
| 2180 | Unranked | io-github-tarazou9-garnet-mcpmcp · ai-agents | An MCP server that provides long-term semantic memory via Garnet Vector Sets, enabling agents to store text embeddings and retrieve relevant context… | No signals yet | No one-command install · Source | |
| 2181 | Unranked | vault-broker-mcpmcp · ai-agents | MCP server that gives Claude scoped, indirect access to Vaultwarden credentials by listing non-secret metadata and performing logins without exposing… | No signals yet | No one-command install · Source | |
| 2182 | Unranked | mcp-router-localmcp · ai-agents | Aggregates multiple MCP servers behind a single local endpoint, letting LLM clients connect to one router that exposes a unified set of tools… | No signals yet | No one-command install · Source | |
| 2183 | Unranked | inferenceindexer-mcp-servermcp · search | Exposes InferenceIndexer's live and historical inference pricing as MCP tools, enabling search of models, providers, price comparisons, and SIT index… | No signals yet | No one-command install · Source | |
| 2184 | Unranked | image-viewer-mcpmcp · ai-agents | Provides an MCP tool that analyzes images from local paths, URLs, or data URLs via a vision language model, returning structured descriptions (brief… | No signals yet | No one-command install · Source | |
| 2185 | Unranked | plurity-mcpmcp · ai-agents | Unified MCP server for Plurity's Audit (GEO readiness), Toll (agent traffic & llms.txt), and Intelligence (question & topic monitoring) services… | No signals yet | No one-command install · Source | |
| 2186 | Unranked | headless-lead-scraping-mcp-servermcp · search | MCP server for real-time public-web lead research without search API keys, using Google Maps and web search engines with LLM-based extraction… | No signals yet | No one-command install · Source | |
| 2187 | Unranked | commerce-operations-mcpmcp · other | Helps a commerce operations analyst investigate stuck synthetic orders, diagnose blockers from stored facts, and create auditable human-review… | No signals yet | No one-command install · Source | |
| 2188 | Unranked | llm-wiki-mcp-servermcp · ai-agents | Provides a lightweight personal knowledge base MCP server that compiles raw materials into interconnected Wiki pages, with hybrid search (BM25… | No signals yet | No one-command install · Source | |
| 2189 | Unranked | data-cleaner-agentmcp · ai-agents | MCP server for cleaning messy CSV data via a single clean_csv tool. Uses an agentic workflow with rule-based or LLM planners to transform data safely. | No signals yet | No one-command install · Source | |
| 2190 | Unranked | mcpgqlmcp · back-end | A federated bridge connecting any GraphQL endpoint to the Model Context Protocol (MCP) ecosystem, enabling LLMs to query and mutate graph data with… | No signals yet | No one-command install · Source | |
| 2191 | Unranked | apimind-ai-mcp-servermcp · back-end | Enables natural language queries against uploaded OpenAPI/Swagger documentation via a hybrid RAG pipeline, providing grounded answers through… | No signals yet | No one-command install · Source | |
| 2192 | Unranked | mem-graphmcp · ai-agents | Graph-relational memory MCP server for persistent LLM memory, featuring wikilinks, BM25 auto-linking, spreading activation, and synaptic decay across… | No signals yet | No one-command install · Source | |
| 2193 | Unranked | nobrokerhood-mcpmcp · ai-agents | Enables pre-approving deliveries and visitors at your gate via the NoBrokerHood resident app, so you or an LLM can automate gate access. | No signals yet | No one-command install · Source | |
| 2194 | Unranked | io-github-nhantour-genie-lockermcp · back-end | Read-only MCP server for GenieLocker that exposes tools for service status, commercial inventory, live quotes, recipe search, and credit pricing… | No signals yet | No one-command install · Source | |
| 2195 | Unranked | mcp-ops-gatewaymcp · search | An MCP server that exposes RAG search, ServiceNow, and observability tools to MCP clients, and proxies curated calls to remote ServiceNow and… | No signals yet | No one-command install · Source | |
| 2196 | Unranked | mcp-da-vincimcp · back-end | Exposes the DaVinci Resolve scripting API to LLMs, enabling inspection, media import, timeline editing, markers, and render queue management through… | No signals yet | No one-command install · Source | |
| 2197 | Unranked | ragmarkmcp · search | Local-first MCP server for retrieval over markdown wikilink vaults, offering hybrid vector+lexical search, note reading, neighbor expansion, and… | No signals yet | No one-command install · Source | |
| 2198 | Unranked | betaseries-mcp-servermcp · back-end | An MCP server that exposes the full BetaSeries API as 23 tools, enabling LLM clients to track TV shows and movies, manage planning, ratings, and… | No signals yet | No one-command install · Source | |
| 2199 | Unranked | local-mlx-mcpmcp · search | Exposes locally hosted MLX models as MCP tools for Claude Desktop and Codex, with optional SearXNG search augmentation for private local inference. | No signals yet | No one-command install · Source | |
| 2200 | Unranked | solitarius-mcpmcp · ai-agents | MCP server exposing REINVENT4 generative molecular-design operations as validated, LLM-callable tools for drug discovery, including sampling, transfer… | 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.