Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1201 | 32.223 | chensunlai-phymcpmcp · ai-agents | Lightweight physical MCP protocol for nearby IoT devices, enabling LLM agents to discover and control ESP32 microcontrollers via ESP-NOW with a Python… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | slop-copmcp · ai-agents | Detects and fixes LLM prose patterns in text, exposing tools for auditing and improving writing quality in MCP-compatible hosts. | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | pageindex-local-mcpmcp · back-end | A local-first MCP server for PageIndex — the vectorless, reasoning-based RAG framework. It lets local AI agents index and query local PDF and Markdown… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | 23f2005639-mcpgenmcp · back-end | MCP server generator that auto-creates MCP servers from API documentation pages or regular websites using Firecrawl and LLMs. | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | musaraf-m-sentinalmcp · ai-agents | Redis health monitoring, BullMQ queue inspection, memory analysis, and slow query diagnostics. | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | chakkritte-ollama-web-toolsmcp · back-end | Provides web search and web fetch tools via Ollama's hosted API for use in Claude Code. | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | venkateshamatam-recallmcp · database | Local SQLite MCP server enabling multiple AI agents to share persistent memory with on-device vector embeddings across Claude, Cursor, and other… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | mobile-growth-mcpmcp · ai-agents | MCP server for mobile growth & user acquisition, connecting LLMs to a curated knowledge base of ad optimization insights and analytical skills for… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | gh-nibsbin-quillmarkmcp · ai-agents | MCP server exposing Quillmark schematized document rendering primitives to LLM consumers. | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | tien226anh-asepritemcp · ai-agents | Python MCP server bridging LLMs to Aseprite for programmatic pixel art creation, animation, and sprite management. | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | gh-krulewis-tokencastmcp · ai-agentsalso listed as tokencast | Pre-execution cost estimation for LLM agent workflows with calibration learning. | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | ed-mcpmcp · ai-agents | An MCP server and CLI for Ed Discussion that gives LLMs access to threads, comments, attendance, moderation, file uploads, and instant local search… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | doobidoo-memory-service-rsmcp · database | High-performance Rust drop-in replacement for mcp-memory-service with SQLite storage and ONNX embeddings. | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | icerhymers-unity-catalogmcp · database | Semantic search over Databricks Unity Catalog metadata using BGE-large embeddings and pgvector. | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | ndjordjevic-pinragmcp · search | RAG system for indexing and querying PDFs, code repositories, YouTube transcripts, Discord logs, and plain text. | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | odigo-elastic-s2l-mcpmcp · observability | Connects LLMs to Elasticsearch with a Semantic-to-Lexical layer that translates technical field names into business knowledge, enabling autonomous… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | w3-mcp-server-qdrantmcp · database | Python MCP server for vector search using Qdrant vector database and Ollama embeddings, with advanced query techniques like query expansion, HyDE, and… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | nosana-mcp-agentmcp · ai-agents | An open-source AI agent powered by a local LLM (Qwen3.5 9B) running on decentralized GPUs via Nosana, providing MCP and HTTP interfaces to connect… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | fuga-memorymcp · database | An MCP server providing long-term memory for LLMs via hybrid search (FTS5 + vector) stored in SQLite, with time-decay scoring and support for multiple… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | paperstackmcp · search | Enables arXiv paper search, PDF download, text extraction, and context chunking for LLM pipelines, along with advanced features like citation graphs… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | bitbucket-cloud-mcp-servermcp · back-end | MCP server for the Bitbucket Cloud REST API v2.0, providing 32 tools across 5 toolsets for repository management, pull requests, issues, pipelines… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | pdf2zh-next-mcpmcp · ai-agents | MCP server for translating PDFs using pdf2zh-next, preserving document context by extracting all text segments for LLM translation at once. | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | pinecone-assistant-mcpmcp · back-end | A generic MCP server for conversational AI document research using the Pinecone Assistant API, providing customizable RAG knowledge base access… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | dexopt-ahmemcp · comms | Background daemon that compresses chat conversations into structured JSON summaries using local Ollama models for persistent cross-session memory. | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | llm-backlogmcp · ai-agents | MCP server for managing a project backlog as Markdown files in Git, enabling AI agents to read, create, and update tasks programmatically. | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | zei-world-mcpmcp · search | Exposes ESG/CSR data from Zei World to LLMs, enabling sector browsing, company search, ESG score comparison, and detailed evaluation criteria… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | sarfraznawaz2005-windows-screenshotmcp · database | Captures Windows desktop screenshots through full-screen and interactive region selection modes, automatically saving timestamped images and… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | zhangkaigod2000-bing-searchmcp · browser | Performs Bing web searches using Playwright scraping with optional LLM-powered query rewriting and content summarization. | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | neosun100-kyutai-ttsmcp · other | Containerized text-to-speech service using Kyutai's neural TTS models with GPU-accelerated inference and streaming capabilities. | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | strudel-mcpmcp · ai-agents | Enables LLMs to interact with Strudel, a JavaScript live coding music environment, by executing patterns, retrieving states, and accessing… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | praveenc-cloudscape-docsmcp · front-end | Semantic search over AWS Cloudscape Design System documentation using vector embeddings and LanceDB to find relevant component documentation and… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | memo-mcpmcp · search | Enables LLMs to search and retrieve personal journal entries using RAG, and add new entries with date filtering and multiple vector stores. | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | db-assistant-mcp-servermcp · database | Enables natural language performance analysis and optimization of AWS Aurora MySQL databases, using AI (Bedrock, Claude) and RAG to generate HTML… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | swagger-json-mcpmcp · back-end | A powerful MCP server for querying and processing large Swagger/OpenAPI JSON documents, enabling LLMs to efficiently access API documentation without… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | webtool-mcp-servermcp · search | Provides web browsing, multi-engine search, and news retrieval tools for local LLMs via the Model Context Protocol, optimized for low-token iterative… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | whiteducksoftware-flockmcp · ai-agents | Provides modular MCP servers and tools for the Flock AI agent framework, covering web scraping, search, Azure, LLM, and code operations. | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | smart-context-mcp-servermcp · back-end | An AI Context Engineer that transforms vague queries into structured context packages for LLMs by extracting code, mapping relationships, and… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | littlesis-api-servermcp · back-end | Provide access to the LittleSis API to track corporate power and accountability. Enable querying and exploring relationships and entities related to… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | atlas-vector-search-docsmcp · database | Provides semantic search and document retrieval using MongoDB Atlas Vector Search with Voyage AI embeddings, enabling intelligent querying across… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | mcp-local-contextmcp · search | A simple MCP server for local documentation with RAG capabilities, enabling AI assistants to access and search local documents. | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | chillbruhhh-crawl4aimcp · search | Provides advanced web crawling and RAG capabilities through Crawl4AI with semantic search, knowledge graph integration, and hallucination detection… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | ayrtonfelipe-groqcloudmcp · back-end | Integrates with Groq's high-speed inference API for text completion, audio transcription, and vision analysis with automatic model selection based on… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | agentic-multi-ai-toolkitmcp · ai-agents | Organizes AI functionality into specialized agents (OpenAI, Ollama, and File agents) through a centralized tool registry, enabling hybrid workflows… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | deepspiringai-searchmcp · search | Provides web search and information extraction capabilities using SearchAPI.io for queries, Firecrawl for content scraping, and embedding models for… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | whisslemcp · back-end | Integrates with Whissle's speech processing API to enable speech-to-text transcription with timestamps and speaker diarization, machine translation… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | sndani-weaviatemcp · database | Provides a flexible vector database system for storing, searching, and retrieving persistent memories and structured knowledge across conversation… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | deploya-labs-browser-usemcp · back-end | Enables AI assistants to interact with web browsers through a FastAPI server for web browsing, content extraction, and automation tasks with… | 2 stars | No one-command install · Source | |
| 1201 | 32.223 | mcp-zoteromcp · database | Enables interaction with Zotero libraries for searching, managing collections, items, tags, and attachments, plus optional semantic search across PDFs… | 2 stars | No commit datelisted | No one-command install · Source |
| 1250 | 29.013 | pine-assistant-mcp-servermcp · ai-agents | A local MCP server that lets any LLM agent manage Pine AI tasks — negotiate bills, cancel subscriptions, resolve disputes, and make phone calls on… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | mcp-nvidiamcp · ai-agents | MCP server to search across NVIDIA blogs and releases to empower LLMs to better answer NVIDIA-specific queries. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | remoteshell-mcpmcp · back-end | A server that enables LLMs to securely manage and execute commands on remote SSH servers. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | llm-provider-mcpmcp · ai-agents | Local MCP server for asynchronous coding-agent delegation, enabling Claude Code or Codex to delegate tasks to Cursor, Pi, Codex, or Claude Code and… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | agent-workspace-mcp-servermcp · ai-agents | A secure, containerized workspace for LLMs to autonomously code, test, and debug projects without risking the host machine. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | tgms-mcp-servermcp · ai-agents | Enables LLM agents to query a bi-temporal property graph using verified temporal operators via MCP, with auditable claims and correction-aware time… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | wavexismcpmcp · browser | A comprehensive browser automation MCP server providing 149 tools across 13 capability tiers, enabling LLMs to control Chrome/Edge via CDP or BiDi… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | mcity-data-engine-mcp-servermcp · ai-agents | Enables natural language interaction with complex computer vision workflows such as auto-labeling, class mapping, and embedding selection through an… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | myscrapemcp · ai-agents | A self-contained web-research MCP server that lets local LLM agents search, fetch, and synthesize web content using tools like web_search, web_fetch… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | mcp-server-agent-browsermcp · ai-agents | MCP server that wraps agent-browser to let LLMs control a real browser, providing tools for navigation, interaction, reading page content… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | enhanced-memory-mcp-servermcp · ai-agents | A high-performance memory management system for AI agents with 200+ tools including 4-tier memory architecture, advanced RAG pipeline, and Git-like… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | agent-readymcp · ai-agents | Scans websites for AI agent readability against 59 checks covering Vercel Agent Readability Spec, llmstxt.org, and agent-protocol manifests. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | universal-ai-hubmcp · back-end | A secure multi-LLM gateway with dual REST and MCP interfaces, enabling tool-gated access to AI providers and web search with structural sandboxing. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | enterprise-ai-toolkit-mcpmcp · ai-agents | An enterprise MCP server that exposes 16 standardized tools for document intelligence, RAG, knowledge graph, SQL analysis, LLM evaluation, cost… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | exocortexmcp · search | Personal unified memory system for AI coding agents, providing persistent memory with hybrid RAG retrieval via MCP integration, allowing agents to… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | wigle-mcpmcp · ai-agents | An MCP server that exposes WiGLE.net wardriving lookups as tools for LLMs, enabling searches and details for WiFi networks, Bluetooth devices, and… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | llm-koshmcp · ai-agents | A local-first memory cartridge for MCP-compatible AI clients, providing durable, inspectable, and auditable memory storage with a read-only-by-default… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | perseus-vaultmcp · database | An encrypted, local-first memory server for AI agents that uses SQLite + FTS5 hybrid search, keeping memory off the GPU to maximize HBM for inference. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | mcp-camptocampmcp · back-end | Exposes the Camptocamp.org API to LLMs, enabling querying of alpine routes, summit altitudes, and course descriptions with reliable data to avoid… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | devitway-rag-startermcp · search | Minimal local RAG stack with an MCP server that provides document search for any agent. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | opds-mcpmcp · ai-agents | An MCP server that lets an LLM browse, search, and download books from OPDS catalogs (e.g., Project Gutenberg, Standard Ebooks) using tools for feed… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | brick-bacnet-mcpmcp · ai-agents | A read-only BACnet/IP gateway that exposes building automation point databases to LLM agents via MCP, with Brick + Project Haystack semantic tagging… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | vicon-datastream-mcp-servermcp · ai-agents | Enables AI agents and LLMs to interact with Vicon motion capture systems for real-time streaming of kinematic data, markers, force plates, eye… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | poe2-build-mcpmcp · ai-agents | An MCP server for Path of Exile 2: a queryable game corpus plus Path-of-Building-faithful calculations, so an LLM can import your build, answer… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | agentfetchmcp · search | An open-source web retrieval MCP server that fetches, crawls, and searches the web, returning clean markdown for AI agents. It integrates with Claude… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | camofox-browser-mcp-server-stage2mcp · ai-agents | Provides persistent browser tabs with tools to read, click, type, and interact with web pages, enabling local LLM agents to perform multi-step web… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | midi-composer-mcpmcp · ai-agents | Provides atomic music-theory and MIDI tools for composing, enabling LLMs to chain deterministic steps like scale/chord lookups, degree resolution… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | streeteasy-mcpmcp · back-end | A remote MCP server that wraps the StreetEasy GraphQL API to enable LLM agents to search and parse NYC rental listings. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | doctree-mcpmcp · database | Enables agentic document retrieval over markdown, CSV, and JSONL using BM25 and tree navigation, without vector databases or embeddings, allowing AI… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | ipykernel-mcpmcp · ai-agents | An MCP server that manages an IPython kernel, allowing LLMs to execute Python code in a project's virtual environment. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | cartoonitunes-inlaymcp · ai-agents | Makes any website discoverable by AI agents via hosted endpoints, llms.txt generation, and structured data optimization. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | deapimcp · back-end | AI inference API for audio transcription, image generation, video creation, TTS, OCR, and embeddings. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | mesh-memorymcp · database | Self-hosted semantic memory for AI agents. Save worklogs, decisions, and notes via MCP, then recall them across sessions by meaning rather than… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | woling-dev-promptthriftmcp · ai-agents | Reduces LLM API costs by 70-90% through intelligent conversation history compression and model optimization. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | petro-mcpmcp · ai-agents | MCP server that gives LLMs access to 70 petroleum engineering tools for well logs, decline curves, PVT, drilling, economics, and more. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | reality-defender-mcp-servermcp · back-end | Enables LLMs to analyze images, videos, audio, and text files for AI-generated content using the Reality Defender API, with support for user file… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | aakashbhardwaj27-ai-scannermcp · back-endalso listed as ai-scanner-mcp | Scan codebases for LLM and AI SDK usage, exposed API tokens, and hardcoded secrets. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | oci-kafka-mcp-servermcp · ai-agents | An AI-native control interface for OCI Streaming with Apache Kafka that enables LLM agents to securely manage Kafka clusters through structured tool… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | discord-mcpmcp · back-end | Enables LLMs to read and send Discord messages, list servers and channels, and monitor unread messages via a selfbot that uses a user token (violates… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | prompeteermcp · ai-agents | AI prompt engineering with expert-level generation, quality scoring, and prompt library management. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | dssat-mcpmcp · ai-agents | Enables natural language interaction with the DSSAT crop model for simulation, calibration, and sensitivity analysis through LLM agents. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | zvec-mcpmcp · search | Enables AI agents to store, search, and manage a local vector database for RAG knowledge retrieval and long-term memory, powered by zvec. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | unrestricted-postgresql-mcp-servermcp · database | Provides full read-write access to PostgreSQL databases with advanced transaction management, recovery tools, and schema exploration capabilities… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | better-qdrant-mcpmcp · ai-agents | An MCP server that provides long-term memory and semantic search using Qdrant and OpenAI embeddings, with tools for storing, searching, and managing… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | product-mcp-servermcp · back-end | Enables natural language product management (CRUD) with multiple classification methods, including LLM-based and fast ML classifiers, for product… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | mcp-vps-managermcp · back-end | Enables LLMs to securely manage Virtual Private Servers via SSH, with features including command execution, file operations, system monitoring, and… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | xiy-claude-memorymcp · database | Provides persistent memory storage across conversations using SQLite database with full-text search and optional semantic search through Ollama… | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | intelligent-postgresql-mcp-clientmcp · database | Enables natural language querying of PostgreSQL databases with intelligent SQL generation using LLMs. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | crongridmcp · ai-agents | This MCP server enables LLMs to POST, GET, and DELETE cron jobs that schedule email sends via SendGrid. | 1 star · 1 fork | No one-command install · Source | |
| 1250 | 29.013 | tailabs-milvusmcp · database | Integrates with Milvus vector database to enable collection creation with custom schemas, vector similarity search with configurable metrics, data… | 1 star · 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.