Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 801 | 49.325 | kubesearch-mcpmcp · search | Enables LLMs to search Flux HelmReleases and Argo Applications from kubesearch.dev, and temporarily clone repos to review actual manifests. | 6 stars | No one-command install · Source | |
| 801 | 49.325 | sumitroajiprabowo-llm-wikimcp · ai-agents | Persistent knowledge base using the LLM Wiki pattern with structured markdown files. | 6 stars | No one-command install · Source | |
| 801 | 49.325 | lacausecrypto-sophonmcp · ai-agents | Deterministic context compression layer for agents that reduces prompt, history, code, and shell tokens without LLMs, GPUs, or API keys. | 6 stars | No one-command install · Source | |
| 801 | 49.325 | mnemotreemcp · ai-agents | Mnemotree is an MCP server that provides biologically-inspired memory for LLM agents, enabling storage, retrieval, and analysis of structured… | 6 stars | No one-command install · Source | |
| 801 | 49.325 | marlondivino-opencodemcp · ai-agents | Wraps the OpenCode coding assistant for token-efficient prompt refinement and code analysis with RAG-powered memory using LanceDB and Ollama. | 6 stars | No one-command install · Source | |
| 801 | 49.325 | manideep1822-omnillmmcp · ai-agents | MCP gateway connecting AI assistants to multiple LLM providers including Claude, GPT-4o, and Gemini with real-time monitoring. | 6 stars | No one-command install · Source | |
| 801 | 49.325 | saramali15792-agentragmcp · ai-agents | Agentic RAG MCP server providing persistent semantic memory over private data for Claude. | 6 stars | No one-command install · Source | |
| 801 | 49.325 | litellm-mcp-server-bridgemcp · back-end | Connects Antigravity to a LiteLLM instance, enabling chat completions, model listing, health checks, and more via the Model Context Protocol. | 6 stars | No one-command install · Source | |
| 801 | 49.325 | java-class-analyzer-mcpmcp · ai-agents | MCP server that scans Maven project dependencies, decompiles Java class files, and provides class structure analysis to LLMs for accurate code… | 6 stars | No one-command install · Source | |
| 810 | 49.118 | project-humanmcp · ai-agents | The MCP server incorporate humanity into the LLM response | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | davidecolombo-local-file-opsmcp · ai-agents | Delegates file read, write, edit, delete, and rename operations to a local Ollama model to keep file contents out of Claude's context. | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | adomcpmcp · database | AdoMcp is a Model Context Protocol (MCP) server that helps large language models (LLMs) understand database structure, read table comments, and… | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | parkour-mcpmcp · back-end | A content exploration MCP server that helps LLMs surface high-signal, unsummarized web content through clean APIs and Markdown conversion, with… | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | indhar01-memographmcp · ai-agentsalso listed as io-github-indhar01-memograph | Graph-based memory system for LLMs with knowledge graphs, hybrid search, and semantic embeddings. | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | pdf-analyzermcp · ai-agents | Enables AI agents to read and analyze PDF documents for natural language Q\&A. Supports multiple LLM providers including Google Gemini, Anthropic… | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | exasol-mcp-server-with-governed-sql-optionmcp · database | Provides LLM access to Exasol database via MCP tools, including metadata reading and data queries, with an optional on-premise text-to-SQL (Governed… | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | imladrismcp · ai-agents | Enables multi-LLM deliberation via a council of panel members, judges responses for consensus and contradictions, and returns analysis to the calling… | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | zloeber-terraform-ingestmcp · devops | Ingest and analyze Terraform modules from multiple repositories for AI RAG systems | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | opencode-llm-wiki-mcp-servermcp · back-end | Enables AI agents to interact with a persistent knowledge graph backend using MCP tools for reading, searching, and analyzing wiki pages with vector… | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | geekmai90-remiomcp · search | Manage Remio notes and knowledge base with 8 tools for search, content reading, creation, updates, and RAG queries. | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | wikistratamcp · ai-agents | Enables querying and interacting with a Markdown wiki generated from Confluence pages, with search and MCP server for LLM access. | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | shipitandpray-mcp-turboquantmcp · ai-agents | LLM quantization via tool call. Convert models to GGUF, GPTQ, and AWQ formats. Recommend optimal quant settings, evaluate quality, and push to Hugging… | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | spl-bgu-planningcopilotmcp · ai-agents | A tool-augmented LLM system for the full PDDL planning pipeline, improving reliability without domain-specific training. | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | docragmcp · search | Provides RAG (Retrieval Augmented Generation) access to technical documentation through MCP, enabling LLMs to search and retrieve relevant… | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | cyanheads-survey-mcp-servermcp · back-end | Enables LLMs to conduct dynamic, conversational surveys with skip logic, session resume, and pluggable storage. | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | mandolinemcp · ai-agents | Integrates with Mandoline's LLM evaluation platform to create custom metrics, run evaluations on prompt-response pairs, and retrieve results with… | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | vmware-mcp-servermcp · back-end | Enables management of VMware vCenter and ESXi environments, including VM operations, resource management, and automation with Ollama AI and n8n… | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | ragingwind-web-llm-playwrightmcp · browser | Provides browser-based local LLM inference by running Web-LLM models entirely in a headless Chromium browser without external API dependencies… | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | bangla-news-mcpmcp · back-end | A Model Context Protocol server that retrieves Bangla news headlines and allows querying news by topic for integration with LLMs. | 4 stars · 1 fork | No one-command install · Source | |
| 810 | 49.118 | eliovp-vllm-benchmarkmcp · devops | Benchmarks vLLM deployments by measuring throughput, latency, and token generation speed through natural language test configuration | 4 stars · 1 fork | No one-command install · Source | |
| 832 | 48.479 | esp32-mcp-servermcp · back-end | Bridges the Model Context Protocol (MCP) with ESP32 devices running Tasmota firmware, enabling LLMs to send structured commands like toggling relays… | 1 star · 3 forks | No one-command install · Source | |
| 832 | 48.479 | kanboard-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that exposes Kanboard API functionality to Large Language Models (LLMs), enabling AI assistants to interact with… | 1 star · 3 forks | No one-command install · Source | |
| 832 | 48.479 | mcp-rag-servermcp · search | A Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG) for answering questions about imaginary SuperNova documentation… | 1 star · 3 forks | No one-command install · Source | |
| 832 | 48.479 | hedera-mcp-servermcp · back-end | Integrates with a Langchain wrapper to interact with the Hedera network via natural language commands. | 1 star · 3 forks | No one-command install · Source | |
| 836 | 48.150 | logic-mcpmcp · database | Executes advanced logic primitives and cognitive operations via MCP tools, with dynamic LLM configuration and database tracing for reasoning tasks. | 4 forks | No one-command install · Source | |
| 837 | 47.273 | code-intel-mcp-servermcp · back-end | Provides LLMs with code intelligence tools like relationship explanation, PR impact analysis, and health reports via the Model Context Protocol. | 3 stars · 2 forks | No one-command install · Source | |
| 837 | 47.273 | paraview-mcpmcp · ai-agents | Connects ParaView to LLM assistants via the Model Context Protocol, enabling direct Python code execution and pipeline control within the ParaView… | 3 stars · 2 forks | No one-command install · Source | |
| 837 | 47.273 | adampippert-multi-service-gatewaymcp · ai-agents | Provides a unified gateway for LLMs to access GitHub, GitLab, Google Maps, Memory storage, and Puppeteer web automation tools through a Flask-based… | 3 stars · 2 forks | No one-command install · Source | |
| 837 | 47.273 | dockhand-mcpmcp · back-end | Exposes the Dockhand Docker management API as tools for LLMs, enabling container, stack, image, volume, and network management via natural language. | 3 stars · 2 forks | No one-command install · Source | |
| 837 | 47.273 | translategemma-mcp-servermcp · back-end | Enables on-device text translation via a local TranslateGemma LLM API, supporting multiple language pairs with automatic retries and rate limiting for… | 3 stars · 2 forks | No one-command install · Source | |
| 837 | 47.273 | aman-cerp-amanmcpmcp · database | Provides local-first semantic code search with hybrid BM25 and vector embeddings, featuring automatic project indexing and zero-config setup. | 3 stars · 2 forks | No one-command install · Source | |
| 837 | 47.273 | agent-hanju-char-index-mcpmcp · ai-agents | Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve… | 3 stars · 2 forks | No one-command install · Source | |
| 837 | 47.273 | log-logn-langfuse-mcp-javamcp · observability | Query Langfuse traces, debug exceptions, analyze sessions, scores, datasets, schema, observations and manage prompts. Full observability toolkit for… | 3 stars · 2 forks | No one-command install · Source | |
| 837 | 47.273 | webustlermcp · ai-agents | Enables clean, LLM-ready markdown extraction from any URL with automatic anti-bot bypass. | 3 stars · 2 forks | No one-command install · Source | |
| 837 | 47.273 | mcp-page-capturemcp · browser | An MCP server that uses headless Chromium (Puppeteer) to capture pixel-perfect screenshots and extract DOM from URLs, with LLM-friendly step-based… | 3 stars · 2 forks | No one-command install · Source | |
| 837 | 47.273 | python-sandbox-mcp-servermcp · devops | This is a secure Python code execution server that enables LLMs to run Python code safely in isolated Docker containers, supporting stdout capture and… | 3 stars · 2 forks | No one-command install · Source | |
| 837 | 47.273 | recruitee-mcp-servermcp · back-end | Enables extraction and analysis of candidate profiles from Recruitee recruitment pipelines, optimized for LLM evaluation with clean, bias-free data. | 3 stars · 2 forks | No one-command install · Source | |
| 837 | 47.273 | mcp-synapticmcp · search | A memory-enhanced MCP server with RAG database and expiring memory capabilities, enabling AI systems to store and retrieve memories and documents with… | 3 stars · 2 forks | No one-command install · Source | |
| 837 | 47.273 | nps-explorer-mcp-servermcp · back-end | Provides LLM context on U.S. national parks by integrating National Park Service, Recreation.gov, and weather APIs, enabling queries about park info… | 3 stars · 2 forks | No one-command install · Source | |
| 837 | 47.273 | word-document-formattermcp · other | Enables Microsoft Word document manipulation with text formatting and color control capabilities through python-docx and langchain-mcp-adapters. | 3 stars · 2 forks | No one-command install · Source | |
| 837 | 47.273 | software-mcp-servermcp · back-end | Enables LLMs to list, open, and close installed software on Windows, macOS, and Linux through natural language. | 3 stars · 2 forks | No one-command install · Source | |
| 853 | 46.654 | okandemirel-strada-unitymcp · search | Framework-aware Unity development server with 76 tools, RAG search, and real-time Editor bridge. | 5 stars | No one-command install · Source | |
| 853 | 46.654 | vcv-rack-mcpmcp · search | Enables LLMs to compose VCV Rack modular synth patches by generating plain JSON, with tools for patch creation, catalog search, and live OSC control. | 5 stars | No one-command install · Source | |
| 853 | 46.654 | serial-mcpmcp · ai-agents | MCP server that lets LLMs talk to serial devices: microcontrollers, routers, modems, embedded Linux, anything with a UART. | 5 stars | No one-command install · Source | |
| 853 | 46.654 | charan-place-astramcp · database | MCP server that builds persistent code knowledge graphs using tree-sitter, vector embeddings, and PageRank for semantic code search. | 5 stars | No one-command install · Source | |
| 853 | 46.654 | felixanhalt-figma-contextmcp · front-endalso listed as figma-to-code-mcp | LLM-optimized fork of Figma Context MCP with CSS-aligned properties and 99.5% response size reduction. | 5 stars | No one-command install · Source | |
| 853 | 46.654 | figranium-mcp-servermcp · back-end | Enables LLM clients to discover, create, execute, inspect, and schedule Figranium automation tasks, with rich input validation for self-correction. | 5 stars | No one-command install · Source | |
| 853 | 46.654 | three-ws-ibm-x402-mcpmcp · database | Pay-per-use IBM Granite AI over MCP — chat, code, embeddings, analysis, and forecasting, billed in USDC on Solana. No IBM account required. | 5 stars | No one-command install · Source | |
| 853 | 46.654 | thebrain-mcpmcp · back-end | An MCP server for TheBrain 15 that enables semantic search, graph traversal, and structured writing to a personal knowledge base via its local API. It… | 5 stars | No one-command install · Source | |
| 853 | 46.654 | labgrid-mcpmcp · back-end | Local or self hosted LLM server for Labgrid hardware-in-the-loop device operations | 5 stars | No one-command install · Source | |
| 853 | 46.654 | mcp-rubber-duckmcp · ai-agents | An MCP server that bridges multiple LLMs (OpenAI-compatible APIs and CLI coding agents) for collaborative debugging and diverse AI perspectives. | 5 stars | No one-command install · Source | |
| 853 | 46.654 | latentcontext-mcp-servermcp · ai-agents | A session-scoped memory layer for LLMs that enables AI assistants to explicitly store and retrieve notes, decisions, and context within a single… | 5 stars | No one-command install · Source | |
| 853 | 46.654 | langchain-mcpmcp · search | Provides semantic search across the entire LangChain ecosystem, including documentation and source code for LangChain, LangGraph, LangSmith, and… | 5 stars | No one-command install · Source | |
| 853 | 46.654 | ableton-mindmcp · ai-agents | MCP server for Ableton Live that exposes the Live Object Model to LLMs, enabling natural language control of music production. | 5 stars | No one-command install · Source | |
| 853 | 46.654 | vrtxomega-omega-brain-mcpmcp · ai-agents | Omega Brain MCP Server. Hardened AI execution pipeline prioritizing NAEF logic constraints over narrative LLM hallucination. 15 VERITAS Build Gates… | 5 stars | No one-command install · Source | |
| 853 | 46.654 | context-bookmcp · database | Persistent knowledge library for AI agents using vector embeddings to provide relevant context on demand. | 5 stars | No one-command install · Source | |
| 853 | 46.654 | jwrede-llmprobemcp · ai-agents | Synthetic monitoring for LLM inference endpoints. Measure TTFT, latency, throughput, and errors across OpenAI, Anthropic, Google, Azure, Bedrock, and… | 5 stars | No one-command install · Source | |
| 853 | 46.654 | gh-octid-io-osmpmcp · ai-agents | Encodes agentic AI instructions for low-bandwidth and offline channels with 60% compression and inference-free decoding. | 5 stars | No one-command install · Source | |
| 853 | 46.654 | cicoub13-scribemcp · ai-agents | Route bulk file operations and documentation generation from Claude to cheaper OpenAI-compatible LLMs, reducing token costs by 60–90% on routine… | 5 stars | No one-command install · Source | |
| 853 | 46.654 | ros-claw-unitree-mujocomcp · ai-agents | Simulates and controls Unitree robots through MuJoCo physics for LLM-driven robot development. | 5 stars | No one-command install · Source | |
| 853 | 46.654 | prompt-refinery-mcp-servermcp · ai-agents | Retrieval-grounded prompt refinement engine that repairs and polishes prompts via a single LLM call, exposing a refine_prompt tool for integration… | 5 stars | No one-command install · Source | |
| 853 | 46.654 | varun29ankus-mif-toolsmcp · ai-agents | Converts, validates, and inspects AI agent memories across formats including mem0, CrewAI, LangChain, and Markdown. | 5 stars | No one-command install · Source | |
| 853 | 46.654 | ai-calendar-assistantmcp · ai-agents | Provides a set of MCP tools to manage Google Calendar events via natural language, allowing creation, querying, updating, and deletion of events… | 5 stars | No one-command install · Source | |
| 853 | 46.654 | faceton-mcp-servermcp · back-end | FaceTron is a high-performance face embedding server with ONNX Runtime, dynamic multi-model loading, and MCP-compatible OpenAPI metadata for offline… | 5 stars | No one-command install · Source | |
| 853 | 46.654 | drvbss-msty-adminmcp · back-end | Provides administration and automation capabilities for Msty Studio Desktop, enabling database queries, model management, conversation analysis, and… | 5 stars | No commit datelisted | No one-command install · Source |
| 878 | 44.256 | diffctxmcp · ai-agents | Selects the minimum code context an LLM needs to understand a git diff: graph-based fragment selection under a token budget, deterministic output, 30+… | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | misterdevmcp · ai-agents | An autonomous, extensible LLM build orchestrator. Give it a repo and a goal; it decomposes the goal into tasks, edits code, and gates every change on… | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | punt-quarrymcp · back-endalso listed as quarry | Enables local semantic search over documents (PDFs, code, etc.) using local embedding models, allowing AI agents and users to find information by… | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | wago-plc-mcp-servermcp · back-end | MCP server that connects WAGO PLCs to LLM agents via the WDx/WDA REST API, enabling AI assistants to read sensor values, change configuration, trigger… | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | e-nab-z-mcpmcp · ai-agents | Local MCP server to access your personal health data from E-Nabız (Turkish Ministry of Health) via an LLM. Read-only, secure, and respects privacy. | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | iamvirul-wso2-docsmcp · databasealso listed as wso2-docs-mcp-server | Provides RAG-based semantic search over WSO2 product documentation including API Manager, Choreo, Ballerina, and Micro Integrator using pgvector… | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | cern-root-mcp-servermcp · ai-agents | An MCP server and CLI tool that allow LLMs to interact with CERN ROOT files. | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | spawn-mcpmcp · ai-agents | Local MCP server for the Spawn Games agent API, enabling LLMs to manage game projects, push updates, and interact with live games via a Playwright… | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | opencut-mcpmcp · ai-agents | MCP server that enables LLM agents to control the OpenCut classic video editor's timeline through a Playwright-controlled browser, allowing automated… | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | moss-brainmcp · ai-agents | MCP server that provides semantic memory with search, related-content traversal, and write-back capabilities, all powered by local embeddings of your… | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | mcp-edgemcp · ai-agents | Enables cloud LLM agents to discover and invoke physical hardware on edge and IoT devices through standard MCP tools, bridging constrained device… | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | lmorg-web-scrapermcp · browser | Provides web scraping capabilities using Chrome's headless browser with automatic HTTP fallback, handling JavaScript-heavy sites and single-page… | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | office-addin-mcpmcp · ai-agents | MCP server for driving Office add-ins (Excel, Word, Outlook, PowerPoint, OneNote) through high-level workflow tools and queries, enabling LLM agents… | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | baidu-mochow-vector-databasemcp · database | Provides direct access to Mochow vector database capabilities for managing databases, tables, and performing vector similarity and full-text searches… | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | jscott3201-bacnetmcp · ai-agents | Enables LLM agents to interact with BACnet building automation networks for device discovery, property reads/writes, and local object management. | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | epanet-mcp-servermcp · back-end | Enables LLMs to load, simulate, modify, and generate what-if scenarios for EPANET water-distribution network models through natural language… | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | gdb-mcpmcp · ai-agents | MCP server that wraps gdb to enable LLMs to drive live debugging sessions, including starting sessions on binaries, attaching to processes, and… | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | rawtherapee-mcp-servermcp · back-end | Enables AI-assisted RAW photo development via RawTherapee CLI, with a visual feedback loop that allows the LLM to see and iteratively edit images. | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | speedyfoxai-nuntiusmcp · ai-agents | Delegate agentic tasks to local or cloud Ollama models by proxying Claude's configured MCP tools. | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | gh-annibale-x-webgatemcp · search | Provides clean, bounded web search and page retrieval that strips HTML noise, caps token usage, and optionally summarizes results through a secondary… | 3 stars · 1 fork | No one-command install · Source | |
| 878 | 44.256 | underratedf00l-locimcp · database | Persistent cross-session memory with hybrid keyword and semantic search using local embeddings and SQLite. | 3 stars · 1 fork | 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.