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 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 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 | |
| 1201 | 29.013 | groundx-ragmcp · search | Integrates with GroundX to provide document search and ingestion capabilities, enabling domain-specific knowledge retrieval without requiring direct… | 1 star · 1 fork | No one-command install · Source | |
| 1201 | 29.013 | alfresco-mcp-chatmcp · back-end | Turns hundreds of Alfresco MCP REST endpoints into a small set of tools for a local LLM, enabling natural language interaction with Alfresco while… | 1 star · 1 fork | No one-command install · Source | |
| 1201 | 29.013 | research-paper-agentmcp · ai-agents | A remote MCP server for searching arXiv papers, extracting paper details, and generating structured prompts for LLM agents. | 1 star · 1 fork | No one-command install · Source | |
| 1201 | 29.013 | sentinel-core-agentmcp · ai-agents | Enables file system operations, web scraping, and AI-powered search through MCP tools for use by LLM agents. | 1 star · 1 fork | No one-command install · Source | |
| 1201 | 29.013 | terryso-metatag-geniemcp · database | Enables AI to write standardized metadata to various image file formats including HEIC and PNG for automated tagging, photo organization, and… | 1 star · 1 fork | No one-command install · Source | |
| 1201 | 29.013 | erddap-mcp-demomcp · search | Enables LLMs to interact with ERDDAP search, metadata, and tabledap services for oceanographic data. | 1 star · 1 fork | No one-command install · Source | |
| 1201 | 29.013 | documentation-searchmcp · search | Provides a documentation search tool that retrieves the latest Python library documentation from LangChain, LlamaIndex, and OpenAI through targeted… | 1 star · 1 fork | No one-command install · Source | |
| 1201 | 29.013 | prem-aimcp · search | Provides direct access to Prem AI's chat completions and RAG capabilities through tools for chat interactions, document uploads, and template-based… | 1 star · 1 fork | No one-command install · Source | |
| 1201 | 29.013 | mcp-groqmcp · search | Provides a suite of AI tools for web search, mathematical calculations, and tech news aggregation via MCP, leveraging Groq LLMs. | 1 star · 1 fork | No one-command install · Source | |
| 1201 | 29.013 | mindmesh-mcp-servermcp · ai-agents | Enables enriched reasoning through a quantum-inspired swarm of Claude 3.7 Sonnet instances with field coherence optimization, allowing users to… | 1 star · 1 fork | No one-command install · Source | |
| 1201 | 29.013 | jumasheff-ragdocs-vector-documentation-searchmcp · search | Enables semantic documentation search and retrieval using vector databases, allowing for URL extraction, source management, and indexing queues with… | 1 star · 1 fork | No one-command install · Source | |
| 1201 | 29.013 | misanthropic-ai-playwrightmcp · browser | Enables LLM-powered browser automation for web tasks including navigation, interaction, and content extraction through Playwright's comprehensive… | 1 star · 1 fork | No one-command install · Source | |
| 1251 | 26.938 | aeo-toolmcp · ai-agents | Audit any website for AI citability on **67 criteria across 7 AI engines** (ChatGPT, Gemini, Perplexity, Claude, Copilot, Grok, Google AI Overviews)… | 1,439 installs | No commit datelisted | No one-command install · Source |
| 1252 | 23.374 | terrabasemcp · ai-agents | LLM-assisted, safety-gated Postgres migrations exposed as an MCP server, using a deterministic rule engine over Postgres's own parser AST for safety… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | mise-en-spacemcp · ai-agents | An MCP server that enables LLMs to search, fetch, and act on Google Workspace (Drive, Gmail, Docs, Sheets, etc.) with rich, one-call results and file… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | mrrlin-dev-external-agentsmcp · ai-agents | Routes work from your coding agent across 20+ free-tier LLMs to cut costs 10-100x using a round-robin dispatch pool with cooldown-aware auto-fallback. | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | team-protocolmcp · ai-agents | Enables structured role-to-role handoffs and merge gating for multi-agent collaboration. It persists evidence and computes approval gates without… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | eve-esi-llm-bridgemcp · back-end | MCP server that connects EVE Online's ESI API to LLM clients, enabling reading private and public EVE data, resolving names and IDs, and optionally… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | molmcpmcp · ai-agents | A graph-based codebase capability discovery engine for LLM agents, exposing indexed code symbols, signatures, and relationships over MCP to enable… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | loom-mcp-servermcp · ai-agents | Exposes Iceberg-backed ontology objects, links, and actions as typed MCP tools for LLM agents, enabling governed data access and operations without… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | health4aimcp · ai-agents | Apple HealthKit → PostgreSQL sync + MCP server for Claude Code, Cursor, and Ollama. Open-source iOS app with reliable background sync… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | wwn-mcpmcp · search | A local-embeddings RAG + Model Context Protocol server that provides retrieval-backed knowledge of the Wawona stack to Cursor models. | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | winauto-mcpmcp · ai-agents | MCP server that lets an LLM see and drive any running Windows app: attach a window, screenshot it, read its UI Automation tree, and send clicks, typed… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | sdnext-mcpmcp · ai-agents | Enables LLM hosts to control SD.Next (Stable Diffusion Next) WebUI via 125 MCP tools for text-to-image, image-to-image, upscaling, control, tagging… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | motionspecmcp · front-end | Enables LLMs to generate safe, accessible scroll-driven web animations by translating natural language requests into validated JSON specs, then… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | umamcp · ai-agents | A local RAG context optimizer MCP server that filters retrieved context to the minimum an LLM needs to answer correctly, using a cross-encoder and… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | io-github-singleflo-odoo-assistantmcp · ai-agents | An MCP server that acts as a virtual Odoo employee, enabling LLMs to query, create, update, and execute workflows on Odoo records with configurable… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | pseudonym-mcpmcp · back-end | Local pseudonymisation MCP server that detects PII in text, replaces it with opaque tokens before sending to cloud LLMs, and restores tokens… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | woladi-pseudonymmcp · ai-agents | Intercepts and pseudonymizes sensitive data before it reaches cloud LLMs. | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | opportunity-party-mcpmcp · browser | Scrapes the Opportunity Party website and converts policy PDFs to structured markdown for LLM consumption. | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | lyrion-mcp-servermcp · back-end | Enables LLMs to control a Lyrion Music Server (LMS/Squeezebox) for playback, search, library browsing, and player management. | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | els-mcp-servermcp · back-end | Enables LLM agents to query the Explore Local Statistics API for local area data like employment rates and demographics. | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | mcp-hslmcp · ai-agents | An MCP server exposing Greater Helsinki public transport data from Digitransit, enabling LLM hosts to answer live transit queries, plan journeys, and… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | veil-mcpmcp · ai-agents | An agent-native shell as an MCP server, designed for LLM agents (like Claude Code) to execute commands with structured output, lazy detail retrieval… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | runmetermcp · ai-agents | An MCP server that provides cost and reliability observability for LLM and agent workflows. It records model calls and allows querying and aggregating… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | iron-bridge-construction-mcp-equipment-safety-server-2mcp · back-end | Provides LLM scoped, safe access to heavy equipment data, gating high-risk actions behind capability checks, supervisor sign-off, and human… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | r-stats-mcpmcp · ai-agents | An MCP server that provides an LLM with access to R's statistical toolkit including hypothesis tests, regression, psychometrics, survival analysis… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | tolmachov-telegrammcp · comms | Integrates with Telegram through the MTProto API to send messages, retrieve chat histories, search conversations, manage notifications, and perform… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | indousmcpmcp · ai-agents | Agent-first data layer for the Indian-American diaspora, enabling LLM agents to search and retrieve information about Indian restaurants, temples… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | sem-g-secure-enterprise-mcp-gatewaymcp · ai-agents | A zero-trust gateway for securely brokering interactions between AI models and internal tools via the Model Context Protocol, with DLP, prompt… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | israeli-weather-mcp-agentmcp · browser | Enables LLMs to retrieve Israeli weather forecasts by controlling a browser via Playwright and scraping data from an Israeli weather website. | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | llmstxt-mcpmcp · ai-agents | 用于管理远程llms.txt文档的MCP服务器，支持添加、编辑、删除、列出和获取llms.txt文档内容。 | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | super-memory-tsmcp · database | Local-first semantic memory server with project indexing for AI assistants. It enables AI assistants to store, retrieve, and search memories and… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | auto-mcp-servermcp · back-end | Enables LLMs to interact with any REST API that has an OpenAPI specification by providing a lightweight MCP server that translates between natural… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | open-vision-mcpmcp · back-end | Provider-neutral Vision MCP Server — image analysis via 10 inference providers through a single MCP server. | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | multi-model-mcpmcp · ai-agents | An MCP server that exposes tools for sub-agent style reasoning across multiple LLM providers, enabling delegation of prompts to various models and… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | deepsiftmcp · ai-agents | DeepSIFT is an MCP server that wraps SANS SIFT Workstation forensic tools with structured JSON output and RAG threat intelligence, reducing LLM… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | platform-adapter-mcpmcp · ai-agents | Wraps multiple bug bounty platform APIs (HackerOne, Bugcrowd, etc.) behind a uniform MCP tool surface, enabling LLM agents to query programs, scope… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | mcp-llm-offloadmcp · ai-agents | An MCP server that offloads light LLM work from Claude to a model you control, such as a local LLM or any OpenAI-compatible provider, saving… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | synapse-researchmcp · ai-agents | A deep-research MCP server exposing a single task-augmented tool that runs GPT-Researcher with Tavily search, Anthropic Claude, and OpenAI embeddings… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | nwtools-mcpmcp · ai-agents | Provides accurate IPv4 subnet and address tools for LLMs using Python's ipaddress library. Includes CIDR parsing, overlap detection, IP… | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | abhishek2432001-deeprepomcp · search | RAG engine for local codebases with multi-provider AI support and semantic search. | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | alephantmcp · ai-agents | AI cost control and BYO-key routing across 50+ LLM providers and 320+ models. | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | sapmcpmcp · ai-agents | Enables operating and querying SAP ECC/S/4HANA systems via SAP NetWeaver RFC SDK, exposing MCP tools, resources, and prompts for LLMs. | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | pathcourse-healthmcp · ai-agents | MCP server integrating PathCourse Health services for LLM inference, USDC-based agent payments, and agent identity lookup. | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | pch-mcp-servermcp · ai-agents | MCP server for PathCourse Health enabling cheaper LLM inference, USDC-based agent payments, and agent identity/reputation lookup. | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | mdfifty50-boop-agentic-observabilitymcp · ai-agents | Agent tracing, cost tracking, and anomaly detection for LLM-based agents. | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | utilifymcp · other | Texas utility plan comparison and enrollment for electricity, internet, natural gas, water, and trash across 4,844 ZIP codes. | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | embgrepmcp · search | Provides local semantic search over files using embeddings, enabling directory indexing and natural language queries without external services. | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | local-brain-mcpmcp · back-end | A local MCP server for AI assistants to store and retrieve personal memories on disk, with optional semantic search using embeddings. | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | tesseract-26-eyeshot-mcpmcp · ai-agents | Enables AI-driven CAD operations through natural language, integrating LLM and Eyeshot SDK for model manipulation. | 1 fork | No one-command install · Source | |
| 1252 | 23.374 | agent-output-guard-mcpmcp · ai-agents | Validates agent outputs in multi-agent systems to prevent coordination failures, with tools for schema verification, hallucination detection, and… | 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.