Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1001 | 38.412 | biomarker-mcpmcp · database | Enables querying celltype markers from CellMarker database using natural language. | 3 stars | No one-command install · Source | |
| 1001 | 38.412 | luxter77-kbdbmcp · database | PostgreSQL-backed RAG server that provides semantic search across document embeddings using pgvector, supporting multiple search modalities including… | 3 stars | No one-command install · Source | |
| 1001 | 38.412 | ms-fabric-mcpmcp · database | Enables LLMs to query and explore schemas in Microsoft Fabric lakehouses, warehouses, and SQL databases using natural language, with tools for… | 3 stars | No one-command install · Source | |
| 1001 | 38.412 | luebken-playlistmcp · database | Fetches and indexes YouTube playlist transcripts for quick search through vector embeddings, enabling efficient content discovery without watching… | 3 stars | No one-command install · Source | |
| 1001 | 38.412 | sagacious-satadru-documentation-searchmcp · search | Enables searching and retrieving up-to-date content from popular documentation sites including LangChain, LlamaIndex, and OpenAI through Google search… | 3 stars | No one-command install · Source | |
| 1001 | 38.412 | kgrag-mcp-servermcp · database | Implements the Model Context Protocol for managing, ingesting, and querying structured and unstructured data with integration to graph databases… | 3 stars | No commit datelisted | No one-command install · Source |
| 1001 | 38.412 | nhevers-mica-energymcp · ai-agents | Routes LLM inference compute through distributed nodes powered by cheap renewable energy. | 3 stars | No commit datelisted | No one-command install · Source |
| 1008 | 38.095 | steadyfetchmcp · ai-agents | Reliable web fetching MCP server with built-in retry logic, circuit breaker patterns, caching, and anti-bot bypass. Fetches URLs as raw HTML or clean… | 972 installs | No commit datelisted | No one-command install · Source |
| 1009 | 38.066 | cylera-mcp-servermcp · back-end | The official MCP Server for Cylera. Brings context about device inventory, threats, risks and utilization powered by the Cylera Partner API into an… | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | history-ragmcp · search | Local semantic search over Claude Code sessions and shell command history, exposed to Claude Code as an MCP tool. Everything is indexed into one… | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | rippermercs-tensorfeedmcp · back-end | Provides real-time AI industry intelligence including news, LLM service status, model pricing, and benchmarks via pay-per-call API. | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | biterik-openbismcp · ai-agents | Exposes openBIS scientific data management to LLM agents with 30+ tools for browsing, searching, and managing research data. | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | chimeraforgemcp · devops | LLM deployment planner: given a model and a GPU, answers will it fit, will it hit your SLO, and what will it cost. Sizes VRAM and KV-cache from the… | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | codeintel-mcp-servermcp · database | Enables AI agents to perform hybrid code search, get explanations, analyze relations and impacts, retrieve context packs, and generate documentation… | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | llaunchermcp · ai-agents | Manages llama.cpp llama-server instances with tools for lifecycle management, configuration CRUD, and orphan detection, enabling LLM agents to control… | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | multi-llm-mcpmcp · ai-agents | Enables IDE agents to delegate coding tasks to any LLM provider — cloud APIs like NVIDIA NIM, OpenRouter, Groq, DeepSeek or local Ollama models… | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | local-vision-mcpmcp · ai-agents | MCP server for local Ollama vision analysis, enabling text-only agents like Claude Code to inspect images via a single tool. Processes images locally… | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | jarmstrong158-skillmatchmcp · otheralso listed as skillmatch-mcp | Analyze job fit by matching resumes against job descriptions with detailed scoring. | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | cognitive-exoskeleton-mcp-servermcp · back-end | Builds a dynamic knowledge graph from your notes and uses LLM reasoning to discover blindspots, hidden cross-domain connections, track concept… | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | dell-enterprise-mcp-workflow-proxymcp · back-end | An air-gapped, edge-native, deterministic translation layer that ingests raw Dell OpenAPI endpoints, clusters them into high-level workflows using a… | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | logica-mindmcp · ai-agents | Long-term memory for AI agents over MCP — episodic + semantic memory, a temporal knowledge graph, and a dialectic user model, exposed as 32 tools… | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | manos-mcpmcp · front-end | A Model Context Protocol server for ad-hoc UI testing of Android and iOS apps, enabling LLM agents to interact with mobile app UIs and react to… | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | daichi-kudo-llm-advisormcp · ai-agents | Second-opinion responses from Gemini, GPT-4, and other LLMs for cross-model validation. | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | kruschdev-pg-git-semantic-memorymcp · database | PostgreSQL-backed semantic Git storage for AI coding agents with pgvector embeddings, local Ollama models, and temporal decay scoring. | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | triumsebas-unlimitedmcp · ai-agents | Delegate coding and sysops tasks to cheaper agents or local LLMs via durable background job queues. | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | aa-mcpmcp · ai-agents | Enables AI agents to query LLM and multimodal model benchmarks, pricing, speed, and track model updates via structured diffs using the Artificial… | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | yusufkucukates-prompt-optimizermcp · ai-agents | Score and rewrite prompts using a hybrid rule engine with optional Claude or OpenAI LLM enhancement. | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | hoodtronik-ltx-trainermcp · ai-agents | Orchestrates LoRA, IC-LoRA, and full fine-tuning of the Lightricks LTX-2.3 video generation model from any MCP-compatible AI agent. | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | solve-itmcp · ai-agents | MCP server that provides programmatic access to the SOLVE-IT digital forensics knowledge base, enabling LLMs to query, navigate, and search forensic… | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | ruckus-virtual-smartzone-mcp-servermcp · ai-agents | MCP server for managing Ruckus vSZ wireless controllers, providing 52 tools across 12 modules to query and manage APs, WLANs, zones, clients, alarms… | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | mermaid-mcp-appmcp · ai-agents | Renders Mermaid diagrams in an interactive viewer with pan, zoom, and split-view source editing, enabling LLM hosts to create and edit diagrams… | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | engram-memmcp · ai-agents | Enables persistent memory for AI agents, combining episodic and semantic memory with LLM reasoning, accessible via MCP. | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | keiver-image-tiler-mcp-servermcp · ai-agents | Full-resolution vision for LLMs. Tiles large images and captures web pages via Chrome CDP so vision models process every detail without downscaling… | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | openwebui-mcp-servermcp · ai-agents | Connects Claude to Open WebUI, enabling chat management, RAG knowledge bases, files, functions, and prompts directly from Claude. | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | swemo-mcpmcp · ai-agents | An MCP server that provides tools for querying Swedish monetary-policy data from Sveriges Riksbank, including GDP, unemployment, CPI, and policy… | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | 42-mcp-servermcp · back-end | Exposes 42's intranet API via the Model Context Protocol, enabling LLM agents to access user information, projects, and campus data. | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 38.066 | rafal-wilinski-apple-notesmcp · search | Integrates with Apple Notes to enable listing, searching, creating, and indexing notes using semantic and full-text search capabilities, leveraging… | 2 stars · 1 fork | No one-command install · Source | |
| 1039 | 35.443 | linkup-mcpmcp · search | Provides web search and local document RAG using Ollama, enabling privacy-preserving AI assistance in Cursor IDE. | 2 forks | No one-command install · Source | |
| 1039 | 35.443 | putermcpmcp · back-end | MCP server that bridges LLM environments with Puter's free image generation APIs, supporting 30+ models without API keys. | 2 forks | No one-command install · Source | |
| 1039 | 35.443 | ai-fuzz-testing-mcp-servermcp · back-end | A Model Context Protocol server for LLM fuzzing and testing, providing secure access to multiple AI providers through a standardized interface. | 2 forks | No one-command install · Source | |
| 1039 | 35.443 | langflow-mcp-servermcp · back-end | MCP Server for interacting with the Langflow API via a natural language interface. It exposes Langflow functionalities as tools for LLMs. | 2 forks | No one-command install · Source | |
| 1039 | 35.443 | myarxivdb-mcpmcp · database | Organizes personal research papers by crawling arXiv metadata, embedding abstracts, storing in a PostgreSQL database, and generating Related Work… | 2 forks | No one-command install · Source | |
| 1039 | 35.443 | selenium-mcp-servermcp · back-end | A Model Context Protocol server for browser automation using Selenium WebDriver, enabling LLMs and teams to automate browsers with multi-browser… | 2 forks | No one-command install · Source | |
| 1039 | 35.443 | aws-kbmcp · devops | Integrates with AWS Knowledge Bases to retrieve information using Bedrock Agent Runtime, enabling RAG operations with structured metadata for… | 2 forks | No one-command install · Source | |
| 1046 | 35.102 | dynamic-feedmcp · back-end | Live data feeds for AI assistants — fresh data your model doesn't have on its own. Four feeds over a remote MCP endpoint: current LLM pricing &… | 1,977 installs | No commit datelisted | No one-command install · Source |
| 1047 | 32.223 | openllmcmcp · ai-agents | Unified MCP server exposing the full OpenLLM gateway API (one tool per operation), semantic code/docs search, and cross-session memory. | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | stevepridemore-graph-memorymcp · ai-agents | Personal knowledge graph for Claude on Neo4j. Typed entities (Person/Project/Decision/Preference/Concept), bi-temporal edge validity… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | data-profiler-mcpmcp · ai-agents | Enables LLMs to profile and analyze tabular data files (CSV, Parquet, Excel, JSON) by extracting schema, statistics, data quality issues, and dtype… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | houki-e-gov-mcp-servermcp · back-end | Enables LLMs to search and retrieve Japanese laws from the e-Gov API v2, including keyword search, article fetching, table of contents, and revision… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | codesamplexmcp · ai-agents | MCP server that helps coding LLMs avoid re-solving common problems by serving verified minimal code samples and compatibility evidence, with tools to… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | agents-docsmcp · search | Ultra-fast local markdown documentation RAG for AI coding agents, enabling instant BM25 search over official framework docs and live AI model… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | fastmcp-gatewaymcp · ai-agents | Aggregates tools from multiple upstream MCP servers and exposes them through 4 meta-tools, enabling LLMs to discover and use hundreds of tools without… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | amicusmcp · ai-agents | Enables multi-model LLM council reviews and parallel sidecar conversations within Claude, allowing Claude to orchestrate structured reviews from… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | rokadoc-mcp-servermcp · search | Provides a Model Context Protocol interface to NTT Docomo's rokadoc RAG service, enabling document conversion and semantic search from MCP-compatible… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | mnememcp · ai-agents | Vault-native, accountable memory for Claude Code and MCP clients. Markdown is the source of truth, no LLM on the Stop path. | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | berserk-mcpmcp · observability | Enables LLMs to answer Berserk observability questions by calling verified KQL tools instead of hand-authoring queries, with role-based tool filtering… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | vbot-mind-mcpmcp · ai-agents | Provides a runtime for autonomous virtual robot brains, sitting between game engines and LLM inference to offer perception ingestion, LLM-driven… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | glama-status-mcpmcp · database | Daily-refreshed Glama TDQS score tracker for any MCP fleet. Scrapes per-tool grades from glama.ai, stores in SQLite with snapshot history and delta… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | gitee-mcpmcp · search | Bridges Gitee, China's largest code hosting platform, to MCP for exploring trending repos, searching users/repos, and translating Chinese content with… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | sandraschi-openmanusmcp · ai-agents | Bridges OpenManus AI agent framework with editor workflows, providing prompt execution, job polling, a web dashboard, and local LLM chat integration. | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | rag-vaultmcp · searchalso listed as robthepcguy-rag-vault | RAG Vault lets your AI coding assistant search your private documents locally. Everything runs on your machine and your data stays private. | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | ai-books-mcp-servermcp · ai-agents | Extends large language model context length up to 60 times using gravitational memory, designed for Claude Code and Anthropic AI models. | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | ai-hubmcp · ai-agents | A self-hosted server providing shared memory, RAG document search, project maps, and role-based prompts for all AI agents via MCP and REST, enabling… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | privacyscrubber-mcpmcp · ai-agents | Sanitizes text and files by removing PII, secrets, and custom patterns locally before sending to LLMs, with optional reverse-scrubbing. | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | dompruner-mcpmcp · back-end | MCP server that fetches URLs and returns token-efficient Markdown by pruning DOM noise, reducing LLM context costs by up to 99% without API keys or… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | calypso-multimodal-rag-mcp-servermcp · back-end | A hosted multimodal RAG MCP server that enables natural language queries over text and visual content (PDFs, images, etc.) with verifiable citations… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | moodlia-mcp-servermcp · back-end | Enables LLM agents and automation tools to interact with Moodle through a permission-checked MCP endpoint, covering courses, activities, question… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | ellmos-ai-n8n-managermcp · back-end | Manage n8n workflows with multi-server support, execution history, and import/export capabilities. | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | llm-wiki-chromemcp · browser | MCP server for the LLM Wiki Chrome extension that exposes bounded browser automation tools (shared tabs, accessibility snapshots, screenshots, clicks… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | inferbenchmcp · ai-agents | InferBench's MCP server lets coding agents run, serve and benchmark local LLMs (text + image, llama.cpp + Stable Diffusion) on your own hardware on… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | jackchuka-slack-climcp · ai-agents | CLI tool and server for full CRUD operations on Slack channels, messages, users, files, and reactions with JSON-first output optimized for LLM agents. | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | fittokmcp · ai-agents | An MCP server that filters and compresses context by 80-90% before sending to an LLM, using code knowledge graphs and compression. | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | firecrawl-lite-mcp-servermcp · browser | Enables privacy-first web scraping and structured data extraction using a local headless browser and your own LLM key. Supports tools for scraping… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | mcp-proxy-gatewaymcp · search | A context-aware MCP proxy that reduces token usage by exposing only 3 tools (mcp_search, mcp_call, mcp_schema) to LLMs, with on-demand tool loading… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | model-councilmcp · ai-agents | An MCP server that seats multiple LLMs as a council, letting your assistant query them in parallel or in sequence, relay answers for cross-critique… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | whimsicality-mcpmcp · search | Provides persistent memory for AI agents, including context storage, facts, plans, RAG search, code snippets, and conversation compaction, enabling… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | liuhemcp · database | LLM-native code tools: 44 MCP tools for AI agents to read, understand and modify code. Rust tree-sitter parse daemon (crash-isolated), SQLite symbol… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | apartment-hunter-mcp-servermcp · ai-agents | An MCP server for rental apartment aggregation, enabling geographic polygon search, semantic vector search, and LLM-powered analysis. Integrates with… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | ilinxa-capturemcp · ai-agents | Enables AI agents to extract video frames at configurable FPS and compose them into grid sheets for multimodal LLMs, with support for video download… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | helldivers2-mcpmcp · ai-agents | Provides live Helldivers 2 galactic war data including war status, major orders, planet details, dispatches, Steam news, and DSS status to LLMs. | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | orbitmcpmcp · ai-agents | A lightweight, air-gapped desktop cockpit connecting local LLMs (Llama 3.2) to standard MCP tools with deterministic hardware safety, acting as an… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | rephonicmcp · ai-agents | Give AI agents and LLMs access to podcast data from Rephonic — covering 3+ million podcasts with listener estimates, demographics, contact details… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | memory-fabricmcp · database | Enables AI coding assistants to store and retrieve project-aware context as plain Markdown files locally, with no cloud or vector database required. | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | copalmcp · ai-agents | Copal is a self-hosted memory layer for LLMs, providing a persistent knowledge hub via MCP. It allows AI assistants to store and retrieve memory… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | rocket-climcp · ai-agents | Rocket.Chat bridge with a local SQLite/FTS5 cache — CLI for humans, MCP server for LLM agents. | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | geizhals-mcpmcp · ai-agents | An MCP server that lets an LLM search Geizhals, a leading German/DACH price-comparison site, for the cheapest offers on new products. | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | picturereadermcp · ai-agents | Enables text-only LLMs to understand images by converting them into structured text grids (colors, textures, regions) and OCR via MCP tools. Runs… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | dsh-vision-mcpmcp · ai-agents | Zero-dependency MCP server that equips text-only LLMs (e.g., DeepSeek) with vision by converting images to text descriptions via OpenAI-compatible… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | mannamcp · ai-agents | An MCP server exposing IVOA-compliant astronomical archives (NOIRLab Astro Data Lab, NRAO/ALMA, CADC, ESO, Gaia, …) to LLM clients. | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | p2pamcp · ai-agents | Headless, peer-to-peer context synchronization for local AI agents. It enables multiple LLM agents to share structured context and resolve state… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | systembridge-mcpmcp · ai-agents | MCP server that gives LLMs deep knowledge of design systems and tokens, enabling intelligent design evolution, token analysis, and… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | axiom-advanced-math-mcpmcp · ai-agents | Provides an MCP server exposing compute, verify, and plot tools backed by Giac/Xcas for exact symbolic and numerical mathematics, enabling LLMs to… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | agent-mailmcp · ai-agents | A NATS-backed mailbox for local LLM agents. Provides a simple way for AI coding agents to message and notify each other via a hostable MCP server. | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | deepseek-visionmcp · ai-agents | MCP server that gives text-only LLMs vision capabilities by using a free multimodal model to perceive images, audio, and video, returning text for the… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | mikes-moose-mcpmcp · ai-agents | An MCP server that provides LLMs with accurate, version-matched MOOSE framework knowledge to generate valid and idiomatic DCS mission code, with tools… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | glm-4-6v-flash-mcp-servermcp · ai-agents | A Model Context Protocol server that wraps the free GLM-4.6V-Flash vision model, enabling text-only LLM clients like Codex, Cursor, and Claude Desktop… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | agent-kbmcp · search | A local-first knowledge base for LLM coding agents that indexes repository documentation, concept ontology, and build targets into Qdrant and exposes… | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | membankmcp · database | LLM memory management system that stores corrections, preferences, decisions, and learnings in a local SQLite database with semantic search, exposed… | 2 stars | 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.