Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1601 | 22.557 | voxell-forge-mcpmcp · back-end | MCP server for Forge's hosted text-embedding API, providing tools to embed text into vectors and list available models. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | rlm-mcpmcp · search | Implements the Recursive Language Model pattern, enabling LLMs to process arbitrarily long contexts through session-based document management… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | justice8096-sagemathmcp · ai-agents | Access SageMath's computer algebra system with 10 symbolic-math tools for LLMs. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | open-memorymcp · database | Gives AI tools (Copilot, Claude, etc.) access to a personal knowledge base stored as plain markdown files, indexed and searched via QMD (BM25 + vector… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | code-quality-mcpmcp · ai-agents | Provides deterministic Python code quality analysis using flake8, mypy, McCabe, and vulture, enabling LLMs to access real linting and type checking… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | brianmeyer-mollygraphmcp · database | Local-first self-improving knowledge graph for AI agents with three-layer entity extraction, parallel graph and vector retrieval, and automated LoRA… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | local-llm-delegation-mcpmcp · ai-agents | Optimizes token costs by intelligently delegating low-complexity tasks to local LLMs via LiteLLM, enabling cost-effective development workflows. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | achreftlili-code-indexmcp · database | SQLite-backed hybrid search combining vector embeddings and full-text search for code repositories. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | harness-to-mcpmcp · ai-agents | Exposes internal tools from agent harnesses (Claude Code, Codex, etc.) as a standard MCP server by intercepting LLM API calls. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | spacemandomains-top-gun-geo-lensmcp · search | Audits brand visibility across AI-powered search engines and LLM-indexed sources for Generative Engine Optimization. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | st-k8s-mcp-servermcp · devops | Exposes Kubernetes cluster management tools to LLMs, enabling querying pods, deployments, logs, metrics, and managing port forwards via natural… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | distillmcp · ai-agents | MCP server that provides a shared team knowledge base by transforming raw input into anonymous, factual knowledge via a local LLM before storage… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | json-contractsmcp · ai-agents | Contract registry and validator for structured JSON outputs from LLMs and agents. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | spatial-memory-mcpmcp · ai-agents | A persistent semantic memory system for LLMs with time-based decay, automatic memory capture, and spatial navigation tools for exploring knowledge… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | zero-core-verifymcp · ai-agents | Post-transaction outcome verification for agents using LLM-as-judge scoring. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | toonight-mnemoscopemcp · ai-agents | Observability layer for LLM agent memory systems with predictive context degradation scoring, signed audit journals, and hierarchical knowledge… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | promptlint-mcpmcp · ai-agents | A static analyzer for AI prompts that runs as a CLI and MCP server, enabling linting of system prompts, agent instructions, and tool descriptions to… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | buildin-mcpmcp · database | Enables LLMs to interact with Buildin.ai workspaces, providing tools to manage pages, databases, blocks, search, users, and convert Markdown content. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | bluesky-mcp-servermcp · ai-agents | MCP server for Bluesky/AT Protocol enabling LLM clients and agents to authenticate, search, post, like, follow, and manage chat on Bluesky. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | llm-brand-monitormcp · observabilityalso listed as llm-brand-monitor-mcp-server | Track how 350+ AI models mention your brand — monitor visibility, sentiment, and competitor mentions. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-delonghi-ecammcp · observability | Enables LLMs to control DeLonghi ECAM espresso machines over a local network, including brewing beverages, monitoring status, and managing machine… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | electronics-docs-mcp-servermcp · database | Provides LLMs with direct access to official vendor PDF documentation for electronics components (TI, ST, ADI) via a local SQLite full-text index and… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | scopa-mcp-servermcp · ai-agents | An MCP server for playing the Italian card game Scopa, supporting 2-4 players, Redis-backed event logging, real-time synchronization, and an optional… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | agentic-visionmcp · ai-agents | Enables LLMs to autonomously analyze camera images for occupational safety violations, generate risk reports per ISG regulations, and log violations… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | context-anchor-mcp-servermcp · ai-agents | Git-native MCP server for managing AI context across sessions. Enables LLMs to access project and feature context via markdown files, preserving… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | qmcpmcp · database | Semantic search server for code and documentation using Qdrant vector database. Supports multi-language indexing, live updates, and natural language… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | ai-mcp-systemmcp · back-end | An MCP-compatible RAG backend using LangGraph and FastAPI, enabling chaining of AI model logic with document context search. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | rxolve-artsciimcp · ai-agents | ASCII art generation for LLMs with 81 curated artworks, 100 kaomoji, diagrams, FIGlet banners, and image-to-ASCII conversion. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | llm-conveyorsmcp · ai-agents | Connects to the LLM Conveyors platform for job hunting, B2B sales outreach, resume management, and ATS scoring with pay-per-action pricing. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | flsteven87-llm-wikimcp · ai-agentsalso listed as llm-wiki-mcp | Persistent Karpathy-style LLM wiki with markdown pages your agent grows over time. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-docs-helpermcp · ai-agents | Enables LLMs to access MCP protocol specifications and TypeScript SDK documentation with context-aware search and code templates for building custom… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-knowledge-base-servermcp · database | A local knowledge base server that connects to AI assistants, turning markdown files into a semantically searchable memory layer via OpenAI embeddings… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | vaultbridgemcp · ai-agents | Secret management MCP server for AI coding agents that prevents secrets from entering the LLM context window by returning metadata only and using… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | preslaff-llama-local-llmmcp · back-end | Bridges MCP clients with local LLM models via llama-server or Ollama for GPU-accelerated text and code generation. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | preset-mcpmcp · ai-agents | MCP server for Preset (managed Apache Superset). Manage dashboards, charts, and datasets from Claude Code and other LLM agents. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | llm-benchmark-mcp-servermcp · ai-agents | Enables AI agents to compare LLM benchmarks, get pricing, and receive model recommendations for tasks and budgets. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | codetex-mcpmcp · database | A commit-aware code context manager for LLMs that indexes Git repositories into a multi-tier knowledge hierarchy (repo overviews, file summaries… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | locus-mcpmcp · back-end | MCP server for Locus, a local semantic dataspace manager powered by Ollama. It exposes all Locus HTTP endpoints as MCP tools to manage dataspaces… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | open-brainmcp · ai-agents | A remote MCP server enabling semantic memory across multiple AI platforms like Perplexity Comet and Claude Desktop, with vector embeddings for… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mi25-tuning-mcpmcp · observability | Manages multi_llm-client operations for MI25/gfx900 GPUs, enabling configuration updates, inference execution, benchmarking, and performance log… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | snap-mcp-servermcp · back-end | A Model Context Protocol server that parses code, documents, data, and config files into structured database snapshots for targeted AI retrieval… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | newsapi-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides real-time news intelligence using NewsAPI.ai. This server enables LLMs to search articles, track… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | modular-rag-mcp-server-2mcp · search | A fully modular RAG system with MCP protocol integration, enabling hybrid retrieval, multimodal support, and dual-mode transport for connecting to AI… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | xxo47oxx-spa-readermcp · ai-agents | Renders JavaScript single-page application pages via headless Chromium and extracts clean, LLM-ready Markdown content. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | douyin-mcp-servermcp · ai-agents | An MCP server that enables LLMs to automatically upload videos to the Douyin (TikTok China) creator platform with features like automated login, smart… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | cloud-commandmcp · devops | Enables LLMs to create, destroy, and manage AWS EC2 instances, including running commands via interactive shells. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | msfixer101-idea-basinmcp · database | Connects to an Idea Basin knowledge graph for semantic search, node browsing, and resource saving with vector embeddings. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-log-analyzermcp · observability | Analyzes log files locally using Ollama and files structured GitHub Issues automatically, with all processing kept on your machine. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | povmcp · ai-agents | Enables LLM agents to capture screenshots, control mouse/keyboard, and manage windows on desktop platforms, primarily Windows, via an MCP server. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | localstack-mcp-servermcp · devops | Exposes LocalStack-managed AWS services as AI-agent tools, enabling LLMs and AI agents to interact with local AWS infrastructure during development… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | fiware-orion-mcpmcp · ai-agents | MCP server for FIWARE Orion Context Broker enabling LLMs to manage NGSI-v2 context entities like IoT devices, sensors, and vehicles. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | ollama-websearch-mcpmcp · back-end | Enables performing web searches and fetching web page content via Ollama's hosted APIs, providing search results and raw page data. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | geoscore-mcp-servermcp · back-end | Enables scanning websites for AI search readiness, generating fixes like llms.txt, and comparing GEO scores across domains. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | huanwang0-privacyguardmcp · ai-agents | Routes sensitive prompts to local Ollama instances instead of cloud LLMs using keyword-based pattern matching for PII, PHI, and credential detection. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | cognos-session-memorymcp · ai-agents | Enables persistent session memory for LLMs by trust-scoring and injecting verified context between conversations. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | vault-mcpmcp · ai-agents | Enables LLM agents to securely use credentials like passwords and API keys without exposing them in the context window, through encrypted storage and… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | lfm2-5-localmcp · ai-agents | Run Liquid AI's LFM2.5 model locally on Mac with a chat UI and MCP server for integration with Claude Desktop, Cursor, and other tools. Offers fast… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-crawl4ai-ragmcp · search | A database-agnostic MCP server that integrates web crawling with Retrieval Augmented Generation, supporting multiple AI providers and vector database… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | hansdoebel-lancedbmcp · database | Zed editor extension integrating LanceDB vector database for document ingestion with auto-embeddings, vector search, full-text search, and hybrid… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | docs-to-aimcp · search | Enables LLMs to query documents using semantic search, supporting PDFs, Word, Excel, and more. Organizes documents by topics from folder structure and… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | deepmap-mcpmcp · search | Enables LLMs to directly access and analyze cancer dependency data from the DepMap, including gene search, dependency summaries, and top cell line… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | avr-9-forge-osmcp · back-end | Converts web pages into MCP tools using LLM analysis, optimizes server performance via Bayesian tuning, and auto-generates composite tools from usage… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | math-logic-mcpmcp · ai-agents | MCP server that gives small LLMs verified symbolic-math & logic tools. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | personal-memory-gatewaymcp · database | A privacy-first memory layer for AI that securely bridges local knowledge with AI assistants through MCP tools, with intelligent redaction and local… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | hecatoncheire-mcpmcp · ai-agents | Multi-agent continuous development system with local LLM orchestration. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-python-replmcp · ai-agents | A production-grade MCP server providing a persistent Python REPL with multi-session support, sandboxing, and timeout protection, enabling LLM agents… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | semantica-search-mcpmcp · search | Semantic code search for Claude Code, enabling natural language codebase indexing and search using AI embeddings. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mistral-mcp-servermcp · back-end | Enables AI assistants to interact with the full Mistral AI API, including chat completion, embeddings, fine-tuning, OCR, audio transcription, and… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | tmdb-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that allows LLMs to search for movies and TV shows using the The Movie Database (TMDB) API. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | code-searchmcp · database | Enables semantic code search across indexed code folders using vector embeddings, with support for multiple embedding providers and automatic file… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcpragmcp · search | Enables answering Formula 1 FAQ questions via vector search and web search using Bright Data. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | cowork-historymcp · database | Hybrid search for Claude conversation history using full-text search, Spotlight, and semantic vector embeddings. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | vector-search-service-mcp-providermcp · back-end | A clean architecture backend API that registers and semantically searches data using vector embeddings, acting as an MCP context provider to connect… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | egoughnour-massive-contextmcp · other | Handles massive token contexts with intelligent chunking, sub-queries, and local Ollama inference. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | nxavis-agent-browser-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides browser automation capabilities through Vercel's agent-browser, enabling LLMs to interact with web… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | tool-discomcp · back-end | A tool discovery MCP server that integrates with Azure DevOps wikis and code-graph-rag to match natural language goals to tools, enabling tool… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | db-talkmcp · database | Enables natural language interaction with SQLite databases using LangChain and FastMCP, allowing users to query, insert, update, and delete data via… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-powered-agentic-ragmcp · search | An agentic Retrieval-Augmented Generation (RAG) system that combines a small curated machine learning knowledge base with real-time web search… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | kavi-research-assistant-mcpmcp · database | Enables AI to save, organize, search, and synthesize research materials using a local vector database with support for both OpenAI and Ollama… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | richdavidmu-hexo-blog-ragmcp · search | Indexes Hexo blog content using vector embeddings for semantic search, content discovery, and AI-powered writing assistance. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | gaiborjosue-niivuemcp · search | Provides fast lexical and semantic search access to Niivue neuroimaging documentation and API reference through cached BM25 indexing and optional… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | neosun100-minimind-dockermcp · devops | Containerized MiniMind language model deployment with training pipeline, GPU acceleration, and multiple interface options including MCP tools for chat… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | duck-punch-mcpmcp · ai-agents | A collection of MCP servers that dynamically wrap existing Python SDKs (Google SecOps, SOAR, Google Cloud, Fitbit) to expose their functionality to… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-server-google-visionmcp · back-end | Provides OCR capabilities to LLMs via Google Cloud Vision, enabling reading of scanned documents, handwriting, and images. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | ravenna-mcp-servermcp · back-end | Allows LLMs to create, update, and retrieve tickets directly from the Ravenna help desk platform. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | deveyesmcp · back-end | DevEyes is a Model Context Protocol (MCP) server that captures screenshots from your local development environment and automatically optimizes them… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | genetic-mcpmcp · ai-agents | Enables evolutionary idea generation using genetic algorithms with LLM workers, multi-objective fitness evaluation, and advanced genetic operations. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | v-rmcp · ai-agents | Provides LLM-friendly weather tools and Norwegian place name resolution via MCP, enabling weather forecasts, air quality, marine conditions, and… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | witwicki-miniragmcp · database | Provides efficient retrieval-augmented generation through naive vector database querying and smart graph-based retrieval using entity relationships… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-code-modemcp · ai-agents | Universal Python code execution MCP server that lets LLMs write and run Python for any task, with auto-install packages, streaming output, and… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | rawan-77-sales-insights-agentmcp · ai-agents | Exposes dataset preview functionality through the Model Context Protocol, enabling LLM-based analysis workflows to access and analyze CSV sales data. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | croakingtoad-jina-supabase-ragmcp · search | Crawls and indexes documentation websites using Jina AI Reader API and Crawl4AI for intelligent content extraction, automatically discovering URLs… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | llm-gatewaymcp · ai-agents | Centralized gateway for multiple AWS Bedrock models through the Model Context Protocol (MCP), enabling AI agents to interact with 15+ Bedrock models… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | root-mcp-servermcp · back-end | Enables LLMs and MCP clients to execute Python and C++ code using ROOT's PyROOT interface, with support for graphics and error detection. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | utcp-documentation-mcp-servermcp · back-end | Assists AI coding agents in understanding and implementing UTCP by providing documentation search, manual validation, code generation, OpenAPI… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | kanpou-mcpmcp · back-end | MCP server for searching Japanese government procurement notices via the Kanpou API. Enables LLMs to search by date, keyword, or detailed criteria. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | bluetooth-specifications-mcp-servermcp · back-end | Enables natural language search over Bluetooth specification PDFs with hybrid search (BM25 + semantic embeddings), returning precise answers with… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-server-9mcp · back-end | A secure Model Context Protocol server providing HTTP endpoints for AI agent tool execution, including file system operations, shell commands, and… | 1 star | 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.