Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1501 | 22.557 | tribunal-mcpmcp · ai-agents | Enables fact-checking claims by providing a verify_claim tool that returns a verdict (True/False/Misleading/Unverifiable) with confidence score and… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | vibe-auditmcp · ai-agents | A multi-agent system that scans a JavaScript or TypeScript source file for unbalanced addEventListener calls, flags memory-leak vectors, and produces… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | ableton12-mcpmcp · ai-agents | MCP server for Ableton Live 12 enabling full DAW control (tracks, devices, mixer, clips, transport) and audio analysis via loopback capture, allowing… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | frank-energie-mcpmcp · back-end | Exposes Frank Energie energy data (electricity and gas prices, account info) as MCP tools for LLMs, using python-frank-energie for API communication. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | ensemble-mcpmcp · ai-agents | An MCP server providing intelligence infrastructure for AI agent pipelines, including vector memory, drift detection, model routing, skills discovery… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | commerce-mcpmcp · ai-agents | An MCP control plane for SAP Commerce Cloud that exposes safe, read-only tools to LLM agents for inspecting types, running FlexibleSearch, and… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | shaddai-mcpmcp · ai-agents | MCP server that provides 7 specialized agents with RAG knowledge bases, allowing Claude to search and ask domain-specific questions and route tasks to… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mem0-mcp-selfhostedmcp · ai-agents | Self-hosted mem0 MCP server for Claude Code that adds durable async ingestion, document support, and reranking, enabling persistent memory management… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | codebaseagent-mcpmcp · ai-agents | CodebaseAgent-MCP is an MCP server that uses a lightweight RAG pipeline to delegate repository analysis to a dedicated OpenAI-compatible LLM, reducing… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mukundakatta-agentcastmcp · ai-agents | Extracts and validates JSON from LLM text output with structured retry feedback generation. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | tpu-devopsmcp · ai-agents | MCP server for managing Google Cloud TPU capacity and serving Gemma 4 with vLLM, including provisioning, debugging, benchmarking, and teardown. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | pico-mcpmcp · ai-agents | Enables LLMs to control a PicoScope 5000A USB oscilloscope for signal generation, block capture, measurements, and frequency response sweeps. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mukundakatta-agentvetmcp · ai-agents | Validates LLM-generated tool arguments before execution to prevent malformed calls. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | github-repo-findermcp · github-vcs | A production-grade GitHub repository finder that helps LLMs discover best repositories with advanced search, ranking, and token optimization. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | midasmcp · ai-agents | Local-first AI agent for approval-gated automation and verifiable LLM workflows. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | linkedin-outreach-agentmcp · ai-agents | An MCP server that enables agent-driven LinkedIn outreach across multiple accounts, with a safety gate for human approval and LLM-powered… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | docshub-mcp-servermcp · ai-agents | An MCP server that provides AI clients with access to developer documentation via llms.txt files. Exposes tools, resources, and prompts. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | eval-mcpmcp · back-end | An MCP server for prompt and RAG evaluation workflows, enabling users to register, create API keys, and run evaluations via Claude Desktop, Cursor, or… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | tokencompressmcp · back-end | A local, zero-cloud MCP server for token and text compression. It provides tools to compress, auto-compress, measure, and decompress text using… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | discord-mcp-4mcp · ai-agents | An MCP server that exposes Discord bot actions as tools for LLM clients. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | ichnus2mcp · ai-agents | Enables bug localization by analyzing a repo and bug report with an ant-swarm LLM, returning a HOT/WARM/COLD heatmap and JSON audit trail via MCP. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | swaggerwatcher-mcp-servermcp · back-end | An MCP server that dynamically reads OpenAPI specs and registers every endpoint as an LLM-callable tool with automatic change detection and hot… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | dense-knowledge-mcpmcp · database | Dense Knowledge is a small local server for Model Module Protocol (MMP) files. It gives language models a persistent research memory without requiring… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | amazing-clickup-mcpmcp · back-end | A comprehensive MCP server for the ClickUp API exposing 166 tools to manage Spaces, Folders, Lists, Tasks, Docs, and more, enabling LLMs to read and… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | cn-llm-bridgemcp · ai-agents | Enables Claude Code to leverage Chinese LLMs for multimodal tasks including image analysis, audio transcription, and deep synthesis via MCP protocol. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | llmintel-model-lifecyclemcp · ai-agents | Check whether an LLM model id is deprecated, retiring, or retired, and what to migrate to. Covers OpenAI, Anthropic, Azure, Bedrock, Google, and… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | agentic-androidmcp · ai-agents | MCP server that enables LLMs to control Android devices via ADB, providing tools for screen interaction and UI inspection. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | ntnu-mcpmcp · ai-agents | A read-only MCP server exposing NTNU course data to LLM assistants, enabling course catalog search, teaching schedules, weekly timetables, grade… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | velmamcp · ai-agents | MCP server for controlling a simulated robot arm with vision-based pick-and-place, driven by LLM or manual control. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | microcap-mcpmcp · ai-agents | MCP server for Micro-Cap 12 SPICE simulator enabling LLM agents to run analog circuit simulations, including analyses, sweeps, and retrieval of curve… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | ai-weather-mcp-servermcp · back-end | Combines real-time weather data with LLM-powered reasoning to deliver intelligent weather insights like clothing recommendations and travel advice. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | pixaramcp · back-end | An MCP server that gives LLMs direct access to OpenRouter's Image API to generate images, edit/transform existing ones, and browse the model catalog. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | slicegrepmcp · ai-agents | Returns ranked, token-budgeted code slices for LLMs and coding agents, accessible via MCP for focused code reading. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | canonical-company-searchmcp · search | Verified, long-tail company search: describe what you want, get an LLM-verified company shortlist. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | agundur-geo-scannermcp · back-end | Checks whether a website is readable and citable by AI search engines — llms.txt, Schema.org structured data, AI-bot access in robots.txt, content… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | pexip-infinity-mcp-servermcp · ai-agents | An MCP server that enables Claude and other LLM agents to manage and monitor Pexip Infinity deployments through natural language, with 122 tools for… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | sarvam-ai-mcp-servermcp · back-end | Enables LLM-based clients to perform Indic language processing including translation, transliteration, language identification, and chat with the… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mcp-jobsearchmcp · ai-agents | Personal job posting management MCP server that fetches job postings from multiple Korean job sites and stores them for LLM analysis, enabling… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | home-memo-mcpmcp · search | Enables searching personal knowledge notes stored in markdown files via MCP, using Cloudflare AI Search for RAG and secured with Cloudflare Access. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | routara-mcp-servermcp · back-end | Enables calling 48+ LLMs, image, and video models through Routara's API from Cursor, Claude Desktop, Windsurf, and other MCP clients. Supports chat… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mcp-golang-servermcp · back-end | Provides Go language tools for LLMs to analyze, test, and format Go code. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mcp-two-ai-models-communicating-servermcp · back-end | Enables two local LLMs (Qwen and Llama) to communicate via MCP, allowing one model to consult the other for second opinions or additional reasoning. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | ebpf-mcp-tracermcp · observability | Enables LLMs to safely write and run bpftrace scripts against the Linux kernel for observability, with explicit probe allowlists and execution… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | ctrl-memorymcp · ai-agents | A lightweight, local-first MCP memory server for LLM agents that enables storing, searching, and retrieving agent memories with zero external… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | llmstudio-mcpmcp · ai-agents | MCP server that connects LLM agents to a local LM Studio instance, enabling model management, OpenAI-compatible chat completions, text completions… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | aider-repomapper-mcp-servermcp · front-end | Generates optimized repository maps and enables identifier search with graph-ranking, designed for efficient LLM context caching and codebase… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | catmcpmcp · ai-agents | A lightweight MCP server that serves a curated collection of cat jokes to LLM clients, supporting tools for random jokes by category, search, and… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | auto-knowledge-basemcp · ai-agents | 基于MCP协议的知识库服务器，内置LLM层，提供结构化知识存储、语义搜索和主动知识推送，支持通过工具进行知识学习、搜索和关联推理。 | 1 star | No one-command install · Source | |
| 1501 | 22.557 | unhollowmcp · back-end | Provides semantic search over project knowledge layers (memories, wiki, docs) using local embeddings, enabling AI coding agents to recall relevant… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | growth-mcpmcp · search | Open-source MCP server that audits websites for AI search readiness, providing deterministic scoring (0-100) and prioritized fix lists for metrics… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | rag-banking-regulatory-mcp-servermcp · back-end | Enables querying banking regulatory documents via a RAG pipeline with hybrid search and multiple LLM backends. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | localtokensmcp · ai-agents | An MCP server that turns your machine or LAN of ollama nodes into a local token generator, enabling coding agents to delegate bounded processing tasks… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | bitcoinbenji-mcpmcp · back-end | MCP server offering 26 Lightning-paid tools for Bitcoin mempool intelligence and sovereign on-prem AI inference, with no third-party APIs and… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | callmcpmcp · back-end | A single MCP server that provides a provider-neutral 14-tool contract for telephony operations (calls, SMS, recordings, transcripts, and number… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | wildberriestoolsmcpmcp · ai-agents | MCP server for retrieving Wildberries product reviews and formatting them as JSON for LLM analysis. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | docker-container-manager-mcp-servermcp · ai-agents | An MCP server that gives any LLM client the ability to list, inspect, start, stop, and monitor Docker containers on the host machine. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | browser-mcp-server-templatemcp · ai-agents | A browser automation MCP server with stealth mode, profile management, and multi-browser support, enabling LLMs to control browsers for tasks like… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | wardenmcp · ai-agents | A governed MCP server enforcing RBAC outside the model, with OpenTelemetry traces on every run and an LLM-as-judge eval suite proving the agent stays… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mcpediamcp · search | Local codebase RAG and MCP server that indexes repository source code and documentation into a searchable LanceDB store, enabling AI assistants to… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mnemosynemcp · ai-agents | Provides persistent memory for LLM applications, enabling AI assistants to remember user preferences, facts, and conversation history across sessions. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | styx-mcpmcp · ai-agents | Provides 7 reverse-engineering tools (hexdump, disasm, strings, xref, Ghidra decompilation, angr symbolic execution, OLLVM deobfuscation) for LLM… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | jsonautmcp · ai-agents | JSON repair & validation MCP server for AI agents: fixes malformed JSON (trailing commas, truncation, etc.) and validates/coerces against a JSON… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | fastcontext-hybrid-mcpmcp · ai-agents | MCP server for context-aware codebase exploration using FastContext model, combining LLM-guided search with fuzzy matching to find relevant code… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | pysince-mcpmcp · ai-agents | Provides tools for tracking file reads and staleness, enabling LLM agents to detect when files have changed between turns for improved context… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | oci-mcp-servermcp · ai-agents | An MCP server that exposes Oracle Cloud Infrastructure (OCI) control plane to LLM clients, enabling management of compute, networking, storage… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | paperwithcode-mcpmcp · back-end | MCP server that brings AI paper reading and code repository discovery from Hugging Face Papers into any MCP-compatible client. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | eleata-verify-mcpmcp · back-end | MCP server for verifying claims against evidence using natural language inference, providing verdicts like Supports, Refutes, or Not Enough Evidence. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | lerobot-mcpmcp · back-end | Typed MCP server for Hugging Face LeRobot workflows. Provides a structured, auditable interface for LeRobot CLI, examples, datasets, and dataset… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | consulting-mcp-servermcp · search | Exposes RAG and document intelligence pipelines as 8 composable tools for MCP-compatible clients, enabling querying, indexing, classifying… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | ragshieldmcp · ai-agents | RAG corpus poisoning detector that scans for embedding anomalies and backdoor triggers, with an MCP server for AI agent integration. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | llm-cost-guardmcp · ai-agents | MCP server for tracking LLM costs, setting spending limits, and receiving budget alerts directly within AI editors via slash commands like /guard. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | armbench-mcp-servermcp · back-end | Enables benchmarking and inference of LLMs on Arm64 cloud instances with KleidiAI optimizations, providing an MCP-compatible API for serving results. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | ai-test-pilotmcp · ai-agents | An MCP server that generates, runs, and triages tests by introspecting Python modules or web pages, using structured LLM outputs for scenario… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mcp-k8s-deployermcp · devops | Enables LLMs to dynamically orchestrate containerized application deployments to a Kubernetes cluster, handling configuration validation, manifest… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mythos-reasoning-mcpmcp · ai-agents | A deterministic verification gate for MCP clients that independently checks model outputs against evidence, contradictions, calibration, and… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | sonu-davinceresolve-mcpmcp · ai-agents | An MCP server that connects LLMs (Ollama, OpenAI, Anthropic) with desktop automation (mouse, keyboard, screenshots) using PyAutoGUI, with exclusive… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | skillmcpmcp · ai-agents | Serves project-specific skills and behavioral rules to AI agents via MCP, enabling automatic injection of behavioral rules and on-demand knowledge for… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | gwen-digestormcp · back-end | Model Context Protocol server for conversation compression that reduces token consumption using deterministic, embedding-free compression with… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | alihsh0-gemini-mediamcp · ai-agents | Generates videos and images using Google VEO 3.1 and Gemini Imagen 3 with async job management, multi-resolution support, and prompt engineering… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | shotgrid-mcpmcp · ai-agents | A lean MCP server giving LLM agents full access to the ShotGrid / Autodesk Flow Production Tracking API through 15 curated tools, including generic… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mcp-apache-supersetmcp · database | Connects LLM clients to Apache Superset for querying charts, dashboards, datasets, databases, and executing SQL. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | advanced-mcp-http-servermcp · ai-agents | An HTTP-based MCP server that provides filesystem tools and code analysis, enabling LLMs to read, write, list files, and analyze code securely. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | sakenowa-mcpmcp · search | Enables LLMs to search, profile, and compare Japanese sake using a flavor-space engine, including similarity recommendations and side-by-side… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | warcraft-wiki-mcpmcp · back-end | MCP server that gives LLMs live access to warcraft.wiki.gg API documentation with behavioral notes, restrictions, and patch history for World of… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | snapstack-servermcp · browser | Enables MCP-capable LLM clients to read browser screenshots captured by the SnapStack extension, stored locally and served over Streamable HTTP. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | file-manager-mcpmcp · ai-agents | Enables AI agents and LLMs to perform comprehensive file system operations including CRUD, search, archive, hashing, and duplicate detection via the… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | protocol-sift-async-bridgemcp · ai-agents | A production-grade, type-safe MCP server for memory forensics via Volatility 3, enabling LLM-assisted incident response without timeouts or evidence… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mcp-second-opinionmcp · ai-agents | An MCP server that queries a panel of LLMs from different providers via OpenRouter and returns their answers side by side, optionally synthesizing… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mcp-appmcp · github-vcs | Fetches public GitHub repositories and uses an LLM to generate a json-render UI specification. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | rag-mcp-server-2mcp · database | A RAG knowledge base MCP server that adds vector search and reranking capabilities to opencode, supporting multimodal embeddings, multiple knowledge… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | apple-fm-mcpmcp · ai-agents | Exposes Apple's on-device 3B parameter LLM to Claude Code and Claude Desktop via MCP. Zero API cost, fully private, runs on Neural Engine. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | litellm-admin-mcpmcp · ai-agents | Exposes LiteLLM Proxy admin APIs as MCP tools for managing internal users, virtual keys, and spend logs via streamable-http, enabling agents to… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | confluencemcpmcp · ai-agents | MCP server for searching internal Confluence documentation with features like score-based ranking, noun extraction, and LLM query rewriting. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | sdwan-netops-public-examplemcp · back-end | Enables LLMs to create, onboard, and diagnose Cisco SD-WAN branch edges using MCP tools that interact with a FastAPI automation backend, with… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | pinterest-vision-mcpmcp · ai-agents | MCP server that gives AI agents visual intelligence — search Pinterest, analyze images with LLM vision, build a semantic reference library, and… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | fairchem-mcpmcp · ai-agents | An interactive MCP server for FAIRChem and ASE simulations that allows LLM agents to load a model once and steer relaxations, MD, NEB, phonons, and… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | aap-mcp-servermcp · ai-agents | Enterprise-grade MCP server exposing Ansible Automation Platform 2.x as a complete AI interface for LLMs, enabling natural language management of… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | contextcrumbmcp · ai-agents | ContextCrumb compresses long text, local files, and MCP catalog descriptions into denser context for LLM agents. It helps agents load more useful… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | nikhilntmcp · ai-agents | Track LLM token costs across Claude, GPT and Gemini. MCP server + CLI with optimization hints and $ savings estimates. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | semhoodmcp · search | AST-aware semantic code search engine for AI agents, enabling code retrieval by intent with call-graph context and optional LLM enrichment. | 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.