Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1101 | 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 | |
| 1101 | 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 | |
| 1101 | 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 | |
| 1101 | 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 | |
| 1101 | 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 | |
| 1101 | 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 | |
| 1101 | 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 | |
| 1108 | 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 |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 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 | |
| 1109 | 32.223 | modelatlasmcp · search | Enables LLMs to search open-source AI models by semantic meaning using directional coordinates and anchors, returning scored, ranked results in under… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | mcp-server-groqmcp · back-end | Enables AI tools to route high-speed inference and code analysis to Groq's LLaMA 3.3 70B engine via fast chat and code summarization tools. | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | fullmt5mcpbyleomcp · ai-agents | Universal MCP server that enables AI assistants to control MetaTrader 5 directly, executing trades, managing data, and automating MT5 operations… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | jadx-rpcmcp · ai-agents | MCP server for analyzing Android APK, DEX, or JAR files via a headless jadx engine, enabling LLM agents to query decompiled code, symbols, call… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | semantic-code-mcpmcp · search | A self-hosted semantic code retrieval MCP server that enables natural language queries to find relevant code snippets using Tree-sitter AST parsing… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | vision-squeezermcp · ai-agents | LLM-native image optimization middleware & MCP server. Reduces vision model token consumption by preprocessing images into tile-boundary-aligned… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | hermes-marketplace-toolsmcp · search | Provides MCP tools for searching and comparing products on Wildberries (and Ozon planned), including product search, detailed card retrieval, and… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | aura-mcp-servermcp · ai-agents | Provides tools to cache answers, run local compute, and retrieve stats, reducing LLM calls by answering prompts for free when possible. | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | advanced-math-mcpmcp · ai-agents | Enables advanced mathematics operations including linear algebra, vector math, symbolic computation, and calculus through MCP tools. Designed for use… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | bookorbit-mcpmcp · search | An MCP server that allows LLMs to read and search the text of ebooks from Book Orbit, using a navigation-first approach with chapter listing and… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | skillgodmcp · ai-agents | An MCP server that automatically injects relevant skills, project memory, and routes complex tasks to specialist agents into AI coding tools like… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | codemode-workersmcp · devops | Expose any API to an LLM agent as two sandboxed MCP tools (search + execute) on Cloudflare Workers. | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | whyy9527-ariadnemcp · back-end | Cross-service API dependency graph for microservice codebases. Give it a business term or endpoint name; get back a ranked chain of GraphQL… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | llm-costmcp · back-end | Token cost math for LLM API calls: current per-million-token rates for 69 models across 17 providers, with local arithmetic for estimates, comparisons… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | cortex-memory-mcpmcp · ai-agents | Persistent semantic memory MCP server for AI agents with hybrid search, LLM scoring, and decay engine, fully local. | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | manchittlab-the-crawlermcp · browser | Universal web scraper returning LLM-ready markdown with RAG chunking and PDF/DOCX support. | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | image-recognition-mcpmcp · ai-agents | Gives vision-less LLMs the ability to recognize clipboard screenshots and images by proxying to an OpenAI-compatible vision model. | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | mds-mcpmcp · ai-agents | A lightweight MCP server that exposes read-only Cisco MDS NX-OS show commands as tools, allowing LLM clients to inspect SAN fabric in plain language. | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | web-fetch-mcpmcp · ai-agents | A web-fetch MCP server for LLM agents that fetches pages with an escalation ladder through different engines, raising FetchBlocked instead of… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | memory-db-mcp-servermcp · database | A lightweight vector-based memory system for AI agents with tools to store, semantically search, and delete memories, using your own embedding model. | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | solocrawlmcp · search | Enables web search, scraping, and live package version lookup for local LLMs, with no API keys required. | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | fusionmcp · database | Enables LLMs to perform analytical SQL queries on PostgreSQL/MySQL databases via DuckDB, with tools for querying, aggregation, and materialized views. | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | agent-wikimcp · ai-agents | An MCP server that enables AI agents to compile, refine, and interlink knowledge into a persistent wiki, replacing RAG with structured, curated… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | mcp-memory-graphdbmcp · ai-agents | A persistent graph-database memory server for Claude and other LLM agents, built on the Model Context Protocol and powered by DuckDB. | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | mcp-ebook-readmcp · ai-agents | A local MCP server that lets LLM agents read EPUB books and PDF documents with outline-first navigation, precise node reads, and local SQLite… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | forsale-mcpmcp · ai-agents | Exposes Kuwait's 4Sale marketplace to LLM agents through 62 tools for searching listings, evaluating prices, detecting scams, and more, enabling… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | opensooq-mcpmcp · ai-agents | A read-only MCP server that gives LLM agents live access to OpenSooq, the largest classifieds marketplace in Kuwait, enabling search, pricing, seller… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | neoforge-kb-mcpmcp · back-end | MCP server that provides RAG-based access to Neoforge Mod API documentation, enabling LLMs to query the latest Neoforge modding knowledge. | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | the-rag-mcpmcp · database | An enterprise-ready MCP server that exposes a RAG tool for retrieving relevant context and metadata from a Qdrant vector database using natural… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | toolpipermcp · browser | 300+ MCP tools for macOS, all on-device — local AI inference (llama.cpp on Metal), voice, vision OCR, local RAG, browser automation, and ~140 system… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | mcp-offline-wikipediamcp · search | Provides offline search and retrieval of Wikipedia articles using Kiwix .zim files, enabling LLMs to access full Wikipedia content without internet. | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | retrieval-lensmcp · search | A black-box flight recorder for RAG retrieval inside MCP agents. Logs what chunks the model saw, scores, sources, and rankings - so you can audit… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | distill-mcpmcp · ai-agents | MCP bridge for Distill — let Claude, Cursor, or any MCP client rename files based on AI content analysis. 9 tools for renaming, suggestions (preview)… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | mcp-dota-2-match-analysis-servermcp · back-end | FastMCP server for Dota 2 match analysis using replay files and OpenDota API, with built-in coaching instructions for LLMs. | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | astrodynamics-mcpmcp · ai-agents | An MCP server that equips LLM clients with authoritative astrodynamics tools including TLE/SGP4 propagation, Lambert solving, ground-station access… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | nornir-mcp-servermcp · ai-agents | An MCP server that integrates Nornir with NAPALM and Netmiko, enabling LLMs to orchestrate multi-vendor network infrastructure through natural… | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | onchainiaintel-pqsmcp · ai-agents | Evaluates LLM prompts before execution with a quality score, letter grade, percentile, and dimensional breakdown. | 2 stars | No one-command install · Source | |
| 1109 | 32.223 | ssh-chat-mcpmcp · ai-agents | Zero-config SSH/SFTP MCP server that lets an LLM client open temporary SSH/SFTP sessions to remote hosts, run commands, and upload/download files… | 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.