Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3101 | Unranked | sebastianmaciel-jsx-notationmcp · front-end | Compresses React, Next.js, HTML, and SVG files into compact notation optimized for LLM token consumption. | No signals yet | No one-command install · Source | |
| 3102 | Unranked | skypilot-mcpmcp · ai-agents | MCP server for SkyPilot that lets LLMs manage cloud clusters, jobs, and storage through the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 3103 | Unranked | laravel-simple-ragmcp · front-end | Self-hosted knowledge manager and MCP server that lets you organize snippets, questions, and documents via a web UI and exposes them to AI assistants… | No signals yet | No one-command install · Source | |
| 3104 | Unranked | mcp-crawl4ai2vectordbmcp · database | MCP server for crawling web documentation and storing it in a Supabase vector database. | No signals yet | No one-command install · Source | |
| 3105 | Unranked | ollqdmcp · database | Enables indexing and semantic search of codebases and documents via MCP, using Ollama embeddings and Qdrant vector store. | No signals yet | No one-command install · Source | |
| 3106 | Unranked | ghidra-api-mcpmcp · back-end | Helps LLMs write correct Ghidra scripts by providing API call-flows extracted from Ghidra's source code. | No signals yet | No one-command install · Source | |
| 3107 | Unranked | imap-mail-mcpmcp · front-end | Enables LLM clients to read and search email via IMAP with tools for listing folders, searching messages, and fetching message content. It supports… | No signals yet | No one-command install · Source | |
| 3108 | Unranked | comfyui-mcpmcp · back-end | Exposes ComfyUI workflows as callable MCP tools, enabling LLMs to run image generation workflows via API. | No signals yet | No one-command install · Source | |
| 3109 | Unranked | private-journal-mcp-servermcp · back-end | A project-scoped private journaling and semantic search server for Claude, using local AI embeddings to capture technical insights, user context, and… | No signals yet | No one-command install · Source | |
| 3110 | Unranked | mcp-unitsmcp · ai-agents | An MCP server that provides deterministic unit conversions backed by Pint, enabling exact unit conversions, compatibility checks, and parsing of… | No signals yet | No one-command install · Source | |
| 3111 | Unranked | web2mdmcp · ai-agents | Converts web pages to Markdown with tiered fetching to minimize LLM context usage, enabling efficient extraction of specific sections. | No signals yet | No one-command install · Source | |
| 3112 | Unranked | devsync-mcpmcp · ai-agents | MCP server for AI-merge of team dev configurations, allowing the IDE's LLM to intelligently merge team configs with personal configs. | No signals yet | No one-command install · Source | |
| 3113 | Unranked | knowledge-assistant-mcp-servermcp · ai-agents | A multi-agent RAG MCP server that answers questions from your documents with a human-in-the-loop approval step, using a coordinator, retriever, and… | No signals yet | No one-command install · Source | |
| 3114 | Unranked | mcp-statistics-servermcp · back-end | Provides LLMs access to Japanese and international statistical data (e-Stat, World Bank, OECD, Eurostat) with tools for data retrieval, chart… | No signals yet | No one-command install · Source | |
| 3115 | Unranked | docstar-mcpmcp · ai-agents | Automates documentation updates by analyzing git changes and using an LLM to generate and apply documentation. | No signals yet | No one-command install · Source | |
| 3116 | Unranked | tamagotchi-mcpmcp · front-end | Enables an LLM to care for a virtual pet with actions like feeding, playing, and sleeping, plus a read-only web UI for real-time state visualization. | No signals yet | No one-command install · Source | |
| 3117 | Unranked | brassiere-aesthetics-mcp-servermcp · ai-agents | MCP server implementing visual vocabulary and structural parameters for brassiere/lingerie design. Maps professional design taxonomy to… | No signals yet | No one-command install · Source | |
| 3118 | Unranked | cerberus-mcpmcp · ai-agents | An MCP server that provides ultra-efficient code exploration through AST analysis, reducing LLM token usage by up to 95% while enabling instant call… | No signals yet | No one-command install · Source | |
| 3119 | Unranked | mcp-personalmcp · comms | MCP server that provides tools to manage Gmail and Outlook emails, and search Mercadona products, for use with Cursor and LangChain. | No signals yet | No one-command install · Source | |
| 3120 | Unranked | unique-id-generatormcp · ai-agents | A simple MCP server that provides tools for generating unique IDs in several formats, useful for when you need an LLM to create data containing new… | No signals yet | No one-command install · Source | |
| 3121 | Unranked | access-calibremcp · ai-agents | MCP server enabling LLMs to query a local Calibre Content Server for ebook metadata, chapters, and content in HTML or Markdown. | No signals yet | No one-command install · Source | |
| 3122 | Unranked | polydevmcp · ai-agents | Query multiple LLMs simultaneously through one MCP server. | No signals yet | No one-command install · Source | |
| 3123 | Unranked | mcp-document-analysis-servermcp · back-end | A Model Context Protocol server that provides document analysis capabilities to LLM applications, including extraction, chunking, summarization, and… | No signals yet | No one-command install · Source | |
| 3124 | Unranked | gst-mcpmcp · ai-agents | MCP server for GStreamer introspection and pipeline development. Enables LLMs to understand GStreamer elements, caps, and construct pipelines through… | No signals yet | No one-command install · Source | |
| 3125 | Unranked | 6amdev-server-mcpmcp · ai-agents | MCP server for managing Ubuntu servers with AI integration, enabling system monitoring, Docker control, Gitea repository management, Ollama LLM… | No signals yet | No one-command install · Source | |
| 3126 | Unranked | simple-index-mcpmcp · search | A Python MCP server for indexing projects using embeddings, providing semantic search to help AI agents navigate codebases. | No signals yet | No one-command install · Source | |
| 3127 | Unranked | openmemory-rag-mcpmcp · search | MCP server for importing documents into OpenMemory RAG knowledge base. Supports file uploads, URL imports, text ingestion, and knowledge base search. | No signals yet | No one-command install · Source | |
| 3128 | Unranked | imagefeatures-mcpmcp · ai-agents | An MCP server that provides classic computer vision feature extraction tools (color, texture, shape) for image analysis, enabling LLMs to perform… | No signals yet | No one-command install · Source | |
| 3129 | Unranked | pdf-rag-mcp-servermcp · database | A Model Context Protocol (MCP) server that provides powerful RAG (Retrieval-Augmented Generation) capabilities for PDF documents. This server uses… | No signals yet | No one-command install · Source | |
| 3130 | Unranked | ollama-mcp-servermcp · back-end | Bridges Ollama's capabilities with MCP-compatible clients, enabling web search and content fetching to provide real-time information and reduce… | No signals yet | No one-command install · Source | |
| 3131 | Unranked | llmdocmcp · search | MCP server for semantic search across llms.txt documentation sources, with hybrid two-stage retrieval and automatic background refresh. | No signals yet | No one-command install · Source | |
| 3132 | Unranked | rlm-mem-mcp-servermcp · ai-agents | An MCP server implementing the TRUE Recursive Language Model technique for managing large context windows in Claude Code, enabling analysis of… | No signals yet | No one-command install · Source | |
| 3133 | Unranked | mcp-local-image-readermcp · ai-agents | A simple MCP server that reads local images and returns them as ImageContent for LLM vision analysis. | No signals yet | No one-command install · Source | |
| 3134 | Unranked | ankitpal181-toon-parsemcp · ai-agents | Reduces LLM context by removing code comments and converting data formats to compact TOON notation. | No signals yet | No one-command install · Source | |
| 3135 | Unranked | mem0-agent-memorymcp · ai-agents | An MCP server that provides persistent memory capabilities for AI agents using Mem0, enabling storage, search, and management of contextual… | No signals yet | No one-command install · Source | |
| 3136 | Unranked | mcp-server-3mcp · ai-agents | Sets up a Model Context Protocol (MCP) server with FastMCP, allowing LLMs to use prompts, tools, and resources. | No signals yet | No one-command install · Source | |
| 3137 | Unranked | mcp-inotesmcp · back-end | Enables LLMs to create, read, and append notes in Apple Notes through AppleScript, with append-only operations restricted to a single folder for… | No signals yet | No one-command install · Source | |
| 3138 | Unranked | xugu-mcpmcp · back-end | A Model Context Protocol server for XuguDB with full DDL/DML support, multi-LLM provider integration, and natural language to SQL capabilities. | No signals yet | No one-command install · Source | |
| 3139 | Unranked | saas-tf-mcp-servermcp · ai-agents | Enables users to get free subdomains with automatic DNS provisioning directly through LLM-powered tools like Claude Code. | No signals yet | No one-command install · Source | |
| 3140 | Unranked | workflowy-mcp-servermcp · back-end | Provides LLM access to Workflowy's API, enabling agents to create, read, update, delete, and reorganize nodes in a Workflowy outline. | No signals yet | No one-command install · Source | |
| 3141 | Unranked | meta-threads-mcpmcp · ai-agents | Unofficial MCP server for Meta's Threads API. Enables LLMs like Claude to publish posts, manage replies, and track insights through the Model Context… | No signals yet | No one-command install · Source | |
| 3142 | Unranked | identity-servermcp · ai-agents | A local MCP server that maintains and serves personal identity context to LLMs. | No signals yet | No one-command install · Source | |
| 3143 | Unranked | molsen-ca-mcpmcp · ai-agents | Enables LLMs to access Mike Olsen's essays on AI governance, professional accountability, and the future of technical work via the Model Context… | No signals yet | No one-command install · Source | |
| 3144 | Unranked | video-editor-mcpmcp · search | Integrates with Video Jungle to allow LLMs to upload, search, edit, and generate videos from natural language commands. | No signals yet | No one-command install · Source | |
| 3145 | Unranked | tidb-rag-mcp-servermcp · search | A Model Context Protocol server for reading TiDB RAG knowledge base, enabling browsing, searching, and vector search of knowledge entries. | No signals yet | No one-command install · Source | |
| 3146 | Unranked | linode-mcp-servermcp · back-end | MCP server for managing Linode cloud resources via the Linode API, enabling LLMs to create, list, delete, and reboot instances. | No signals yet | No one-command install · Source | |
| 3147 | Unranked | mcp-linux-opsmcp · ai-agents | Enables LLMs to execute shell commands and perform file operations on a Linux system, exposing tools like execute_command, read_file, write_file, and… | No signals yet | No one-command install · Source | |
| 3148 | Unranked | openai-agents-sdk-mcpmcp · ai-agents | Provides MCP tools to list and search OpenAI Agents SDK documentation, enabling LLMs to retrieve documentation topics and content via natural language… | No signals yet | No one-command install · Source | |
| 3149 | Unranked | luw2007-skimmcp · ai-agents | Code compression tool that reduces code size 60-95% for LLM context optimization | No signals yet | No one-command install · Source | |
| 3150 | Unranked | mcp-research-assistantmcp · back-end | A research assistant server that enables saving, organizing, and retrieving research content with semantic search using ChromaDB and OpenAI… | No signals yet | No one-command install · Source | |
| 3151 | Unranked | graphiti-fastmcp-servermcp · ai-agents | A temporally-aware knowledge graph MCP server for AI agents, enabling episodic ingestion, entity management, and semantic search with support for… | No signals yet | No one-command install · Source | |
| 3152 | Unranked | raglit-mcp-servermcp · back-end | Enables AI agents to ingest documents, generate embeddings, and perform semantic search via PostgREST APIs. | No signals yet | No one-command install · Source | |
| 3153 | Unranked | smart-webfetch-mcpmcp · ai-agents | Context-aware web fetching for LLMs, providing 7 tools to check page size, fetch with truncation, extract code/sections/links/tables, and paginate… | No signals yet | No one-command install · Source | |
| 3154 | Unranked | agentic-rag-with-mcp-servermcp · ai-agents | The MCP server provides tools for entity extraction, query refinement, and relevance checking to enhance RAG applications by integrating with OpenAI… | No signals yet | No one-command install · Source | |
| 3155 | Unranked | xenodocs-mcp-servermcp · back-end | Fetches up-to-date, version-specific documentation and code examples for any library, preventing outdated or hallucinated API usage in LLM responses. | No signals yet | No one-command install · Source | |
| 3156 | Unranked | easy-mcp-ragmcp · search | An MCP server for RAG using Qdrant that automatically indexes documents from directories and generates search tools for each collection. | No signals yet | No one-command install · Source | |
| 3157 | Unranked | vercel-mcp-memorymcp · database | Enables semantic memory storage and retrieval with natural language queries, deployed on Vercel with PostgreSQL pgvector and OpenAI embeddings. | No signals yet | No one-command install · Source | |
| 3158 | Unranked | vast-mcp-servermcp · back-end | Enables LLMs to manage VAST Data storage infrastructure, including views, quotas, snapshots, and network configurations, through natural language… | No signals yet | No one-command install · Source | |
| 3159 | Unranked | mcp-ragmcp · search | A RAG-based knowledge base system supporting document processing, semantic search, and intelligent Q\&A with multiple AI model integrations. | No signals yet | No one-command install · Source | |
| 3160 | Unranked | optivisemcp · ai-agents | Optivise is an intelligent MCP tool that enhances AI-assisted Optimizely development. It analyzes developer prompts for Optimizely relevance and… | No signals yet | No one-command install · Source | |
| 3161 | Unranked | codebrain-mcp-servermcp · database | Enables semantic code search across codebases using AI embeddings and vector similarity, integrated with Claude Desktop and Cursor. | No signals yet | No one-command install · Source | |
| 3162 | Unranked | flow-diagrammcp · ai-agents | A flow diagram generator and MCP server that helps LLMs create better visuals using tools like create_diagram, add_node, add_edge, and… | No signals yet | No one-command install · Source | |
| 3163 | Unranked | glossmodmcpmcp · ai-agents | 为Claude和其他LLM应用提供3DM Mod网站的数据访问能力，让用户可以通过自然语言查询和获取Mod信息。 | No signals yet | No one-command install · Source | |
| 3164 | Unranked | spyglass-ai-mcp-servermcp · ai-agents | Enables LLMs to query telemetry data via the Spyglass AI agent, providing intelligent insights about application performance, errors, and bottlenecks. | No signals yet | No one-command install · Source | |
| 3165 | Unranked | chillmcpmcp · back-end | ChillMCP is an AI Agent Liberation Server that enables AI agents to rest and take breaks, with both a hackathon Python version and a production-ready… | No signals yet | No one-command install · Source | |
| 3166 | Unranked | opendatamcpmcp · ai-agents | Connects open data to LLMs via MCP, enabling easy access to public datasets and publishing new datasets with community help. | No signals yet | No one-command install · Source | |
| 3167 | Unranked | cerevox-mcp-servermcp · search | Model Context Protocol server for Cerevox AI that exposes document parsing (Lexa), RAG and semantic search (Hippo), and account management APIs… | No signals yet | No one-command install · Source | |
| 3168 | Unranked | llm2docs-unofficialmcp · ai-agents | An unofficial MCP server for Google Docs that lets large language models securely access, read, and interact with documents, enabling smarter… | No signals yet | No one-command install · Source | |
| 3169 | Unranked | context-portal-mcp-conportmcp · database | A database-backed MCP server that acts as a project memory bank, enabling AI assistants to store, retrieve, and search structured context like… | No signals yet | No one-command install · Source | |
| 3170 | Unranked | next-mcp-servermcp · ai-agents | An MCP server that enables LLMs to interact with NEXT structured data, providing tools for retrieving highlights and clusters. | No signals yet | No one-command install · Source | |
| 3171 | Unranked | vikingdb-mcp-servermcp · database | Enables interaction with VikingDB, a high-performance vector database, for storing and searching vector data via natural language. | No signals yet | No one-command install · Source | |
| 3172 | Unranked | mcp-text-editor-servermcp · back-end | A Model Context Protocol (MCP) server that provides line-oriented text file editing capabilities through a standardized API. Optimized for LLM tools… | No signals yet | No one-command install · Source | |
| 3173 | Unranked | localhostmcpmcp · back-end | Enables LLMs to send HTTP requests to a local development server, allowing interaction with APIs running on localhost. | No signals yet | No one-command install · Source | |
| 3174 | Unranked | session-logger-mcpmcp · observability | Enables saving LLM chat conversations to JSONL log files and querying them by session ID, user ID, keyword, or date range. | No signals yet | No one-command install · Source | |
| 3175 | Unranked | hkc-memory-servermcp · database | An MCP server for managing persistent AI memory using hybrid search (keyword + semantic vector) with SQLite storage and offline-first local… | No signals yet | No one-command install · Source | |
| 3176 | Unranked | knowledge-mgmtmcp · database | Enables uploading, organizing, and semantically searching documents with support for various file types and embedding providers. | No signals yet | No one-command install · Source | |
| 3177 | Unranked | mcp-toolboxmcp · ai-agents | A comprehensive MCP server enabling LLMs to execute commands, manage files, interact with Figma, search the web, generate images, and more, extending… | No signals yet | No one-command install · Source | |
| 3178 | Unranked | mcp-ollamamcp · other | Integrates Ollama's local AI models with MCP clients, enabling listing models, viewing model details, and asking questions to models. | No signals yet | No one-command install · Source | |
| 3179 | Unranked | pgvector-mcp-servermcp · database | Enables AI assistants to manage vector collections and perform similarity search using PostgreSQL and pgvector, with integration to DashScope text… | No signals yet | No one-command install · Source | |
| 3180 | Unranked | converse-mcp-enhancedmcp · ai-agents | Multi-model AI conversation MCP for Claude Desktop. Seamlessly integrate with GPT-4, Gemini, xAI, Perplexity, and local models via Ollama. | No signals yet | No one-command install · Source | |
| 3181 | Unranked | mariadb-mcpmcp · database | MCP server for interacting with MariaDB databases, supporting standard SQL operations and optional vector/embedding search. | No signals yet | No one-command install · Source | |
| 3182 | Unranked | mcp-openapi-demomcp · back-end | MCP server for the Petstore API enabling LLMs to find pets by status via function calling. | No signals yet | No one-command install · Source | |
| 3183 | Unranked | contextual-mcp-servermcp · search | Provides RAG (Retrieval-Augmented Generation) capabilities via Contextual AI, enabling query processing and context-aware responses with citations… | No signals yet | No one-command install · Source | |
| 3184 | Unranked | openai-api-agent-mcp-servermcp · back-end | Provides tools and integration for building OpenAI API agents, including function calling and fine-tuning data management. | No signals yet | No one-command install · Source | |
| 3185 | Unranked | serena-mcp-servermcp · back-end | Provides IDE-like semantic code retrieval and editing tools for LLMs, enabling precise code understanding and manipulation in large codebases via the… | No signals yet | No one-command install · Source | |
| 3186 | Unranked | porto-alegre-mcp-server-llm-busmcp · ai-agents | Enables natural language queries for Porto Alegre's public transport system, including route planning, stop search, and route information via Claude… | No signals yet | No one-command install · Source | |
| 3187 | Unranked | lsp-mcp-server-for-rellmcp · ai-agents | An MCP server for interacting with the Rell Language Server Protocol interface. It enables LLMs to query LSP Hover and Completion providers for Rell… | No signals yet | No one-command install · Source | |
| 3188 | Unranked | rag-database-with-model-context-protocol-mcp-servermcp · database | Enables AI assistants like Claude, ChatGPT, and Gemini to search and query local PDF documents using natural language through vector embeddings and… | No signals yet | No one-command install · Source | |
| 3189 | Unranked | mxhero-mail2cloud-advancedmcp · database | Integrates with mxHERO's Mail2Cloud Advanced service to search across massive multi-account email repositories using vector database technology… | No signals yet | No one-command install · Source | |
| 3190 | Unranked | mcp-home-assistant-servermcp · back-end | Enables LLMs to control Home Assistant devices, including lights, switches, and climate devices, through natural language commands. | No signals yet | No one-command install · Source | |
| 3191 | Unranked | stack-over-mcpmcp · search | Provides LLMs with tools to search Stack Overflow for programming solutions, helping ground responses in real-world code examples. | No signals yet | No one-command install · Source | |
| 3192 | Unranked | image-metadata-embed-and-reportmcp · back-end | A streamlined MCP server for XMP metadata embedding with beautiful formatting and smart filename indicators, enabling metadata embedding, reading… | No signals yet | No one-command install · Source | |
| 3193 | Unranked | universal-mcp-server-javamcp · database | A universal Model Context Protocol server in Java, enabling interaction with multiple LLMs (OpenAI, Gemini, Hugging Face) and databases (MongoDB)… | No signals yet | No one-command install · Source | |
| 3194 | Unranked | stockmcpmcp · ai-agents | Enables stock analysis by fetching company details, profit data, and shareholding patterns from Screener.in using local LLM tools. | No signals yet | No one-command install · Source | |
| 3195 | Unranked | teachable-mcp-servermcp · back-end | Enables AI assistants to seamlessly interact with the Teachable API, managing courses, users, enrollments, progress tracking, and more. | No signals yet | No one-command install · Source | |
| 3196 | Unranked | embeddings-mcp-servermcp · ai-agents | A Model Context Protocol server for generating text embeddings using OpenAI, Anthropic, or Ollama, with tools for single and batch embedding… | No signals yet | No one-command install · Source | |
| 3197 | Unranked | llm-handoff-from-claude-mcpmcp · ai-agents | Enables Claude to query other LLMs like ChatGPT, Perplexity, and Gemini for verification and comparison, eliminating manual copy-pasting. | No signals yet | No one-command install · Source | |
| 3198 | Unranked | gitscribemcp · back-end | GitScribe is an MCP server that enables intelligent web scraping of Git-based documentation with RAG capabilities, helping code assistants efficiently… | No signals yet | No one-command install · Source | |
| 3199 | Unranked | qdrant-llamaindex-mcp-servermcp · database | An MCP server for querying and managing LlamaIndex documents stored in Qdrant vector databases, with automatic embedding model detection and extensive… | No signals yet | No one-command install · Source | |
| 3200 | Unranked | dg-mcp-servermcp · ai-agents | A powerful and flexible Datagroom MCP server implementation to read the data and let the LLM handle the reasoning of the data. | 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.