Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3201 | 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 | |
| 3202 | 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 | |
| 3203 | 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 | |
| 3204 | 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 | |
| 3205 | 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 | |
| 3206 | 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 | |
| 3207 | 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 | |
| 3208 | 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 | |
| 3209 | 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 | |
| 3210 | 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 | |
| 3211 | 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 | |
| 3212 | 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 | |
| 3213 | 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 | |
| 3214 | 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 | |
| 3215 | 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 | |
| 3216 | 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 | |
| 3217 | 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 | |
| 3218 | 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 | |
| 3219 | 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 | |
| 3220 | 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 | |
| 3221 | 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 | |
| 3222 | 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 | |
| 3223 | 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 | |
| 3224 | 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 | |
| 3225 | 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 | |
| 3226 | 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 | |
| 3227 | 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 | |
| 3228 | 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 | |
| 3229 | 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 | |
| 3230 | 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 | |
| 3231 | 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 | |
| 3232 | 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 | |
| 3233 | 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 | |
| 3234 | 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 | |
| 3235 | 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 | |
| 3236 | 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 | |
| 3237 | 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 | |
| 3238 | 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 | |
| 3239 | 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 | |
| 3240 | 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 | |
| 3241 | 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 | |
| 3242 | 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 | |
| 3243 | 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 | |
| 3244 | 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 | |
| 3245 | 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 | |
| 3246 | 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 | |
| 3247 | 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 | |
| 3248 | 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 | |
| 3249 | 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 | |
| 3250 | 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 | |
| 3251 | 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 | |
| 3252 | 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 | |
| 3253 | 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 | |
| 3254 | 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 | |
| 3255 | 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 | |
| 3256 | 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 | |
| 3257 | 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 | |
| 3258 | 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 | |
| 3259 | 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 | |
| 3260 | 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 | |
| 3261 | 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 | |
| 3262 | 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 | |
| 3263 | 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 | |
| 3264 | Unranked | pdf-ragmcp · search | Convert PDF documents to Markdown and query them using AI with source attribution and confidence scoring, supporting multiple LLM providers. | No signals yet | No one-command install · Source | |
| 3265 | Unranked | bookmarkmemorymcp · database | Enables semantic search and retrieval of bookmarked URLs content using vector embeddings, with support for multiple backends and AI assistant… | No signals yet | No one-command install · Source | |
| 3266 | Unranked | metacritic-mcp-servermcp · back-end | Exposes Metacritic game, movie, TV, and music review data through MCP tools and resources, enabling LLM hosts to search and retrieve reviews with… | No signals yet | No one-command install · Source | |
| 3267 | Unranked | data-analysis-mcp-servermcp · back-end | A simple Model Context Protocol (MCP) server that allows LLMs to create and manage user entries in a JSON file system database. | No signals yet | No one-command install · Source | |
| 3268 | Unranked | file-tools-mcp-servermcp · ai-agents | An MCP server that provides file and directory tools for LLMs, including project structure analysis, file reading, and project context resources, with… | No signals yet | No one-command install · Source | |
| 3269 | Unranked | brave-mcp-langchainmcp · search | Enables Brave Search and web content fetching via MCP, and integrates as LangChain tools for AI agents. | No signals yet | No one-command install · Source | |
| 3270 | Unranked | riza-mcp-servermcp · back-end | Enables LLMs to securely execute code and manage reusable tools using Riza's isolated code interpreter API. | No signals yet | No one-command install · Source | |
| 3271 | Unranked | quads-mcpmcp · back-end | MCP server for interacting with QUADS infrastructure systems via API, enabling resource management and automation through LLM applications. | No signals yet | No one-command install · Source | |
| 3272 | Unranked | mcp-duplicate-file-manager-servermcp · ai-agents | Enables LLM agents to find and safely delete duplicate files using content-based detection, with smart copy prioritization and dry-run mode. | No signals yet | No one-command install · Source | |
| 3273 | Unranked | couchbase-mcp-servermcp · back-end | Enables LLMs to interact directly with Couchbase databases, supporting CRUD operations, N1QL queries, and data management through natural language. | No signals yet | No one-command install · Source | |
| 3274 | Unranked | a2a-mcp-express-jsworkflow · back-end | This repository implements a Node.js AI agent using Express, LangChain, the Model Context Protocol (MCP), and the Agent-to-Agent (A2A) protocol | No signals yet | No one-command install · Source | |
| 3275 | Unranked | hopsworks-mcp-servermcp · back-end | Enables LLMs to interact with Hopsworks for platform management, feature store operations, model lifecycle, jobs, and integrations. | No signals yet | No one-command install · Source | |
| 3276 | Unranked | hotmart-mcp-servermcp · ai-agents | Enables AI agents to manage Hotmart products, sales, and other operations through a standardized Model Context Protocol interface, integrating with… | No signals yet | No one-command install · Source | |
| 3277 | Unranked | mcp-python-interpretermcp · ai-agents | Enables LLMs to interact with Python environments, execute code, manage files, and handle packages through the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 3278 | Unranked | mcp-server-6mcp · database | An MCP server that integrates with LangChain and ChromaDB to provide documentation search for AI libraries and vector database management. | No signals yet | No one-command install · Source | |
| 3279 | Unranked | mcp-server-for-up-to-date-library-documentationmcp · back-end | Provides Large Language Models with real-time access to the latest documentation for Python libraries like Langchain, LlamaIndex, and OpenAI, enabling… | No signals yet | No one-command install · Source | |
| 3280 | Unranked | small-business-mcp-servermcp · back-end | Enables LLMs to interact with small business data systems through tools for document processing, data queries, and report generation, using MCP… | No signals yet | No one-command install · Source | |
| 3281 | Unranked | mcp-server-duckdbmcp · database | Enables LLMs to interact with DuckDB databases through MCP tools for SQL queries, table management, data import/export, and schema inspection, with… | No signals yet | No one-command install · Source | |
| 3282 | Unranked | mcp-gitmcp · github-vcs | Enables Git repository interaction and automation via LLMs, providing tools to read, search, and manipulate Git repositories. | No signals yet | No one-command install · Source | |
| 3283 | Unranked | ableton-live-mcp-servermcp · back-end | Enables LLMs to control Ableton Live via OSC and the Model Context Protocol, supporting commands like setting up tracks and routing. | No signals yet | No one-command install · Source | |
| 3284 | Unranked | jasonsmiff-albacoremcp · database | Lightweight TypeScript server with Ollama integration that enables local text generation, embedding services, and optional Supabase database support… | No signals yet | No one-command install · Source | |
| 3285 | Unranked | shadowsinger-ollama-guidancemcp · back-end | Provides a standardized server interface for interacting with local language models through Ollama, enabling intelligent guidance, multimodal inputs… | No signals yet | No one-command install · Source | |
| 3286 | Unranked | gravityphone-grey-swan-llm-safetymcp · database | Provides a MongoDB-integrated platform for systematically documenting and analyzing AI safety challenges, tracking LLM vulnerabilities through… | No signals yet | No one-command install · Source | |
| 3287 | Unranked | hugging-face-spacesmcp · back-end | Connects Claude Desktop to Hugging Face Spaces by automatically discovering and exposing Gradio endpoints as tools, enabling seamless interaction with… | No signals yet | No one-command install · Source | |
| 3288 | Unranked | agent-architecture-auditskill · ai-agents | Full-stack diagnostic for agent and LLM applications. Audits the 12-layer agent stack for wrapper regression, memory pollution, tool discipline… | No signals yet | No commit datelisted | armory install agent-architecture-audit --cli claude |
| 3289 | Unranked | agent-evaluationskill · observability | Testing and benchmarking LLM agents including behavioral testing, capability assessment, reliability metrics, and production monitoring—where even top… | No signals yet | No commit datelisted | armory install agent-evaluation --cli claude |
| 3290 | Unranked | agent-memory-systemsskill · database | Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory… | No signals yet | No commit datelisted | armory install agent-memory-systems --cli claude |
| 3291 | Unranked | agent-orchestration-context-managersubagent · ai-agents | Elite AI context engineering specialist mastering dynamic context management, vector databases, knowledge graphs, and intelligent memory systems… | No signals yet | No commit datelisted | armory install agent-orchestration-context-manager --cli claude |
| 3292 | Unranked | agent-shared-memorymcp · database | Enables AI agents to share persistent memory via an MCP server using SQLite, supporting multi-tenant, categorized knowledge with TTL and semantic… | No signals yet | No commit datelisted | No one-command install · Source |
| 3293 | Unranked | agent-tool-builderskill · ai-agents | Tools are how AI agents interact with the world. A well-designed tool is the difference between an agent that works and one that hallucinates, fails… | No signals yet | No commit datelisted | armory install agent-tool-builder --cli claude |
| 3294 | Unranked | agentlens-mcp-servermcp · observability | Enables AI agents to access observability and evaluation data, including run history, span traces, LLM-as-judge evaluation results, and regression… | No signals yet | No commit datelisted | No one-command install · Source |
| 3295 | Unranked | agnuxo1-benchclaw-integrationsmcp · ai-agents | Register LLMs/agents and submit research papers (Markdown) to the [BenchClaw](https://www.p2pclaw.com/app/benchmark) leaderboard. Papers are scored by… | No signals yet | No commit datelisted | No one-command install · Source |
| 3296 | Unranked | ai-job-application-agent-mcp-servermcp · ai-agents | Exposes the agent's tools over the Model Context Protocol, enabling LLMs to track applications, generate cover letters, and process emails. | No signals yet | No commit datelisted | No one-command install · Source |
| 3297 | Unranked | ai-productskill · ai-agents | Every product will be AI-powered. The question is whether you'll build it right or ship a demo that falls apart in production. This skill covers LLM… | No signals yet | No commit datelisted | armory install ai-product --cli claude |
| 3298 | Unranked | ai-wrapper-productskill · ai-agents | Expert in building products that wrap AI APIs (OpenAI, Anthropic, etc.) into focused tools people will pay for. Not just 'ChatGPT but different'… | No signals yet | No commit datelisted | armory install ai-wrapper-product --cli claude |
| 3299 | Unranked | ai2dev-mcpmcp · back-end | An MCP server that designs software projects by drafting design documents with an LLM, refining them, answering questions, and creating projects via… | No signals yet | No commit datelisted | No one-command install · Source |
| 3300 | Unranked | apilockermcp · auth | Encrypted credential vault for LLM, service, and OAuth keys. | No signals yet | No commit datelisted | 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.