Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1401 | 22.557 | space-invaders-tuimcp · ai-agents | MCP server that lets LLMs play a terminal Space Invaders game with the SUPERHOT rule: time only moves when the agent moves. Exposes tools to start a… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | nvidia-nim-mcpmcp · ai-agents | Enables AI agents to consume 50+ NVIDIA NIM models including LLMs, image generation, and vision through 10 MCP tools with rich metadata and advanced… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | athena-diarymcp · database | Provides a SQLite-backed off-context diary for Letta agents with MCP tools for journaling and retrieval, keeping core memory uncluttered. Supports… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | logicmcp-servermcp · observability | Enables traceable requirement discovery, technical alignment, and ISO-aligned process checking through deterministic MCP tools and resources, without… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | mcp-tokensagemcp · back-end | Enables token counting, usage tracking, and cost calculation for LLM APIs, with a proxy server mode to automatically intercept and monitor API… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | fpt-mcpmcp · back-end | MCP server for Autodesk Flow Production Tracking (ShotGrid) enabling AI assistants to query, create, update, and delete entities via the ShotGrid API… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | local-agent-sensesmcp · back-end | Provides local vision and audio perception for MCP-compatible agents, enabling them to read images, transcribe text from visual media, analyze videos… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | finsagemcp · back-end | Enables natural language analysis, screening, reporting, and comparison of A-share stocks via MCP tools or REST API, with pluggable data… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | pow-mcp-rag-newmcp · search | A local RAG MCP server that indexes project documentation and code into ChromaDB for semantic search, supporting multiple tech stacks and deployment… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | mcp-openroutermcp · back-endalso listed as tsilva-openrouter | A Python MCP server that lets MCP hosts call OpenRouter models for chat, image generation, embeddings, and model search via FastMCP with .env support… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | md-mcpmcp · database | Exposes local markdown documentation, notes, and knowledge bases to AI tools via the Model Context Protocol without embeddings or uploading. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | osm-mcp-servermcp · ai-agents | An OpenStreetMap MCP server that provides location-based services including geocoding, route directions, points of interest search, and neighborhood… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | llm-eval-mcpmcp · ai-agents | MCP server that provides tools for evaluating LLM agent reliability, including adversarial task generation, automated LLM-as-judge assessment, and… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | grp-kbmcp · search | Semantic search MCP server for an Acumatica knowledge base, indexing markdown notes with multilingual embeddings to enable search across English and… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | simple-secret-storagemcp · ai-agents | MCP server for end-to-end encrypted secret storage and retrieval, enabling LLM agents to fetch secrets by name via one-time URLs while keeping… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | vision-bridge-mcp-servermcp · back-end | Enables text-only LLMs to understand images by converting them into text descriptions, supporting multiple vision backends like cloud APIs, local… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | ai-reviewmcp · search | Enables interactive GitHub pull-request review from Claude Code, with tools to fetch PRs, inspect files and repo structure, post review comments, and… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | jadx-mcp-servermcp · ai-agents | Fully automated MCP server built to communicate with JADX-AI-MCP Plugin to analyze Android APKs using LLMs like Claude — uncover vulnerabilities… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | pbs-mcpmcp · back-end | MCP server for Proxmox Backup Server. Exposes datastore status, snapshot inventory, garbage collection, verify, and prune over the PBS REST API as 13… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | ollama-vision-mcp-2mcp · other | A minimal local vision bridge for text-only VS Code Copilot, enabling it to see images by sending them to a local Ollama vision model and returning… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | arachne-mcp-servermcp · back-end | MCP server providing tools for web scraping, browser automation, computer vision, audio transcription, and RAG via API. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | mcp-agent-toolkitmcp · ai-agents | Enables agents to share state via a blackboard, record and retrieve failure resolutions, and cache LLM responses to avoid redundant API calls. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | spz-mcpmcp · ai-agents | MCP server that lets an LLM agent drive StableProjectorz, a 3D modeling app, by inspecting the loaded model, app state, viewport screenshots, and… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | linkedin-analyzermcp · browser | MCP server that lets you analyze your own LinkedIn profile with a local LLM (LM Studio). It uses Playwright to reuse your browser session, fetch… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | health-hub-mcp-servermcp · back-end | Aggregates Android Health Connect data into daily summaries, time-series metrics, sleep details, and sync status, exposing them to LLM clients via MCP… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | codepage-bridge-mcpmcp · ai-agents | Encoding-transparent file tools for Claude Code and other MCP clients, converting project files between legacy codepages and Unicode for LLM… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | cadlens-mcpmcp · back-end | An MCP server that parses CAD files (.dwg, .dxf, .dwf, etc.) via the Cadlens API, enabling LLM clients to extract and reason over entity, layer, and… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | john-ceo-agentic-memorymcp · ai-agents | MCP server that gives AI agents persistent, tenant-scoped memory with semantic search and consolidation, using CockroachDB vector indexes and Amazon… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | swapi-mcp-servermcp · back-end | Enables LLMs and clients to search for Star Wars characters, planets, and films by exposing SWAPI as MCP tools. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | llmconcilmcp · ai-agents | Enables Claude Code to send a prompt to multiple LLMs simultaneously and get a judge model's structured comparison of their responses. This surfaces… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | rental-datamcp · ai-agents | Exposes multifamily rental data including average rent by market, occupancy anomalies, and property summaries to LLM tools via MCP. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | perfsage-jmeter-mcpmcp · ai-agents | Enables LLM agents to run self-healing JMeter performance tests via natural language, from environment setup to capacity discovery and SLO verdict… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | poe-data-mcpmcp · back-end | An MCP server that provides LLMs with access to Path of Exile game data, including gems, unique items, passive tree nodes, item modifiers, maps… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | deepseemcp · back-end | MCP server that gives text-only LLMs like DeepSeek vision capabilities by converting images to text via vision APIs, enabling image description, OCR… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | autopsy-mcpmcp · ai-agents | Read-only MCP server that exposes Autopsy digital forensics case data as tools, enabling LLM clients like Cline to browse filesystems, query… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | linux-manager-mcpmcp · back-end | Enables LLMs to control a Linux server via multiple shell windows with background execution, notes, and sudo separation, allowing… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | mcp-glm-kimi-ollamamcp · ai-agents | Provides three MCP servers for Claude Code to access free/low-cost LLM models: GLM (Zhipu), Kimi (Moonshot), and local Ollama, enabling chat, vision… | 1 star | No one-command install · Source | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 22.557 | mukundakatta-agentvetmcp · ai-agents | Validates LLM-generated tool arguments before execution to prevent malformed calls. | 1 star | No one-command install · Source | |
| 1401 | 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 | |
| 1401 | 22.557 | midasmcp · ai-agents | Local-first AI agent for approval-gated automation and verifiable LLM workflows. | 1 star | No one-command install · Source | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 | |
| 1401 | 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 |
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.