Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1801 | 56.183 | synapse-memorymcp · ai-agents | A lightweight MCP server that provides long-term memory for LLMs by storing and retrieving important facts, decisions, and preferences through smart… | 10 stars | No one-command install · Source | |
| 1801 | 56.183 | a2a-example-2mcp · ai-agents | Example implementation of A2A | 10 stars | No one-command install · Source | |
| 1803 | 56.054 | vistoya-2mcp · ai-agents | The Vistoya MCP server gives AI agents direct access to a curated, multi-brand fashion catalog. Agents can search by structured filters, discover… | 3,790 installs | No commit datelisted | No one-command install · Source |
| 1804 | 55.515 | arena-agentmcp · ai-agents | Local automation bridge that is both an MCP server and client: 234 tools across 44 namespaces for shell, filesystem, git, desktop control, browser… | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | bacnet-mcp-servermcp · ai-agents | A lightweight MCP server that connects LLM agents to BACnet devices for building automation, enabling real-time monitoring, actuation, and task… | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | mcp-devtools-servermcp · ai-agents | An MCP server that standardizes and binds development tool patterns, enabling AI assistants like Claude Code to generate code more efficiently with… | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | local-delegatemcp · ai-agents | Delegates mechanical text-to-text tasks to a local LLM to save Claude subscription quota, reading files server-side so large content never enters… | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | rucio-mcpmcp · ai-agents | An MCP server that exposes Rucio distributed data management operations as tools for LLMs. Designed for ATLAS physicists working with grid data on… | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | knowledgepa3-gia-governancemcp · ai-agents | Governance layer for Claude AI agents with decision classification and audit trails. | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | agent-pool-mcpmcp · ai-agents | Multi-agent orchestration server that enables parallel task delegation, sequential pipelines, cron scheduling, and cross-model peer review via CLI… | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | michaelrice-zendeskmcp · ai-agents | Zendesk integration for Claude Code and MCP clients — manage tickets, knowledge base, and support workflows. | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | fenderstudiopromcpmcp · ai-agents | An MCP server that turns PreSonus Studio One into an AI-controllable DAW, enabling production workflows like editing, MIDI manipulation, mixing… | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | backloghq-backlogmcp · ai-agents | Persistent, cross-session task management for Claude Code. 24 MCP tools, 7 skills, and agent coordination with event-sourced storage and per-project… | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | advanced-seo-mcpmcp · ai-agents | Provides AI agents with professional-grade SEO capabilities including on-page analysis, technical audits, PageSpeed insights, and Ahrefs data… | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | keshrath-agent-commmcp · ai-agents | Agent intercommunication with messaging, channels, shared state, and real-time events. | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | remotebridgemcp · ai-agents | A safe, configurable MCP server enabling AI agents to sync, deploy, diagnose, and compare remote servers via structured tools like rsync and SSH. | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | claude-colabmcp · ai-agents | Enables Claude Code to execute shell commands, Python code, and file transfers on a Google Colab T4 GPU via an MCP server, bridging the GPU gap for AI… | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | video-edit-toolsmcp · ai-agents | Enables AI agents to perform deterministic video editing operations like trim, resize, add text, and more using MCP tools. | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | paean-dex-mcpmcp · ai-agents | DEX trading MCP server enabling autonomous token swaps on Base (Uniswap v3) and Solana (Jupiter) for AI agents, with privacy-first design and… | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | agent-never-give-up-mcpmcp · ai-agentsalso listed as askman-agent-never-give-up | A MCP server that acts as an 'escape guide' for AI coding agents, providing structured thinking protocols to help agents unstuck themselves without… | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | wn01011-llm-token-trackermcp · ai-agents | Token usage tracker for OpenAI and Claude APIs with MCP support, real-time session tracking, and accurate pricing for 2025 models | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | customgpt-mcp-servermcp · ai-agents | A full-featured MCP server providing seamless access to CustomGPT.ai APIs, enabling agent and conversation management through MCP-compatible clients. | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | letta-railwaymcp · ai-agents | Bridges clients with Letta.ai agents through HTTP transport, enabling stateful conversations with persistent memory, agent lifecycle management, and… | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | oak-mcpmcp · ai-agents | Enables AI agents to interact with ontologies through the Ontology Access Kit, providing ontology querying and management capabilities. | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | zenmemoriai-solanamcp · ai-agents | Provides a bridge between personal memory storage and Solana blockchain for storing, validating, and retrieving memory blocks with emotional context… | 5 stars · 2 forks | No one-command install · Source | |
| 1804 | 55.515 | dustland-genesis-worldmcp · ai-agents | Bridges AI assistants with Genesis World simulations, enabling execution of customizable agent-based simulations and virtual world creation for… | 5 stars · 2 forks | No one-command install · Source | |
| 1828 | 55.213 | mcp-kql-servermcp · ai-agents | MCP server for executing Kusto Query Language (KQL) queries against Azure Data Explorer clusters, integrating with Claude Desktop and VS Code via… | 6 forks | No one-command install · Source | |
| 1828 | 55.213 | mcp-tasks-organizermcp · ai-agents | Converts Cursor agent plans into structured markdown task lists and organizes them in your repository. | 6 forks | No one-command install · Source | |
| 1830 | 55.168 | cst-studio-orchestrator-mcpmcp · ai-agents | Enables AI agents to control CST Studio Suite for 3D electromagnetic simulation, antenna design, and schematic-based field-circuit co-simulation… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | fpf-memorymcp · ai-agents | This MCP server provides a deterministic index of the First Principles Framework (FPF) spec, enabling agents to query patterns, routes, and relations… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | randomparity-rusty-imapmcp · ai-agents | Security-first IMAP email MCP server written in Rust with prompt-injection defenses. | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | cytoscape-mcp-servermcp · ai-agents | An embedded MCP server for Cytoscape Desktop that lets AI agents load networks, set active views, and control the desktop application over HTTP. | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | par5-mcpmcp · ai-agents | An MCP server that enables parallel execution of shell commands and AI coding agents across lists of items, perfect for batch processing files and… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | netcoredbg-mcpmcp · ai-agents | Enables AI coding agents to debug .NET applications with breakpoints, stepping, variable inspection, and GUI automation for WPF, WinForms, and… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | coding-osmcp · ai-agents | MCP server for coding-os, a cognitive operating system that gives AI agents memory, structure, and discipline. It exposes tools for project… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | rf-toolsmcp · ai-agents | MCP server for rftools.io — 213 RF & electronics calculators + 13 server-side simulation tools for AI agents. Give Claude, Cursor, or any… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | mitmproxy-mcpmcp · ai-agents | A lightweight MCP server built on mitmproxy that lets LLMs capture, inspect, replay, and modify HTTP traffic through a set of focused tools. | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | mcp-prompt-optimizermcp · ai-agents | MCP server for professional prompt engineering and agentic scaffolding, with cloud and local optimization. | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | culpritmcp · ai-agents | Deterministic, offline root-cause analysis for coding agents: find the commit that introduced a bug, and verify a fix is complete before committing. | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | financymcp · ai-agents | MCP server that exposes banking data (connections, accounts, balances, transactions) and agent skills, allowing AI agents to query and refresh… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | neural-stimulusmcp · ai-agents | An MCP server that provides persistent semantic memory for LLMs by building a concept graph with vector search. It enables storing, linking, and… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | mem0-mcp-togglemcp · ai-agents | A local Mem0 MCP server for macOS with a menu bar toggle, storing memories locally in Chroma and using any OpenAI-compatible LLM for fact extraction. | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | sanzarumcp · ai-agents | Stateless MCP server that wraps OpenAI's Sora, Whisper, GPT-4o Audio, and TTS APIs for generating videos, images, and processing audio. | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | intentforge-mcp-servermcp · ai-agents | Enables coding agents to convert natural language engineering prompts into editable parametric CAD models with deterministic parsing, validation, and… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | nushey-agents-md-generatormcp · ai-agents | Analyzes codebases with tree-sitter and generates AGENTS.md files for AI coding agents. | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | mcprobemcp · ai-agents | A stdio MCP server that audits other MCP servers over the live protocol. It connects to any MCP target (stdio or HTTP), lints every tool's schema for… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | jarbobomcp · ai-agents | Enables LLMs to draw interactive diagrams (architecture, sequence, class) inside the editor, with clickable nodes that jump to source code. | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | hy3-local-gatewaymcp · ai-agents | MCP server that reuses an existing CodeBuddy login to provide read-only model access as a sub-agent and an OpenAI-compatible proxy, without requiring… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | pbirb-mcpmcp · ai-agents | An MCP server for editing Power BI Report Builder paginated reports (.rdl) through Claude, providing tools for datasets, tablixes, page setup… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | assessor-lookup-mcpmcp · ai-agents | Enables AI agents to look up county assessor public records for properties, check MLS discrepancies against public data, and discover new county… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | codex-chatgpt-bridgemcp · ai-agents | Local MCP bridge enabling ChatGPT web to access approved local files and execute tasks via local Codex. | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | oohiyorioo-neo-memorymcp · ai-agents | Graph-based memory system using embedded KuzuDB with local ONNX embeddings for coding agents. | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | mcp-fetch-nodemcp · ai-agents | A Node.js port of the official Fetch MCP server that enables LLMs to fetch and extract web page content as markdown, with support for pagination… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | mcp-ssh-tmuxmcp · ai-agents | A high-performance MCP server that manages persistent SSH sessions via a local tmux instance, enabling command execution, file transfer, and session… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | stream29-intellij-kotlin-replmcp · ai-agents | IntelliJ IDEA plugin exposing a stateful Kotlin REPL as an MCP server for AI agents to interact with IDE internals via HTTP. | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | hpc-mcpmcp · ai-agents | Provides MCP tools for high-performance computing (HPC) and converged computing, enabling agentic interactions with HPC resources and workflows. | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | preclickmcp · ai-agentsalso listed as preclick-mcp-server | URL preflight scanning service that analyzes links for security threats and verifies alignment with the agent's intended browsing goal. | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | mempalace-jsmcp · ai-agents | A local-first, zero-LLM memory system and MCP server that gives AI assistants a searchable, structured persistent memory using a spatial metaphor. | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | conductormcp · ai-agents | Provides a persistent hierarchical task tree for LLM agents, enabling them to decompose work, track progress, record results, and handle failures… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | hamzafarooq-a2a-adk-mcpmcp · ai-agents | Multi-agent pipeline combining A2A protocol, Google ADK, and MCP for secure database query processing with PII masking. | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | morsa-memory-bankmcp · ai-agents | Memory bank integration for the Morsa.io platform. | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | llmmcpmcp · ai-agents | Provides real-time, up-to-date documentation for major LLM providers (OpenAI, Anthropic, Google Gemini) to prevent hallucinations and outdated code… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | pincer-mcpmcp · ai-agents | A security-hardened MCP gateway that enables AI agents to call LLM APIs (Gemini, OpenAI, Claude, etc.) using ephemeral proxy tokens, eliminating… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | mcp-ssh-interactivemcp · ai-agents | MCP server that enables AI agents to run fully interactive SSH sessions (via tmux) and execute commands like a human operator, with persistent… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | widescreen-researchmcp · ai-agents | Orchestrates distributed research drones on Google Cloud Run, enabling scalable and bidirectional research task management. | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | publish-registry-helpermcp · ai-agents | Provides automated guidance for publishing MCP servers to the registry through specialized prompts that evaluate optimal publishing approaches… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | netforensicmcpmcp · ai-agents | An MCP server for offline network forensic analysis and threat intelligence, enabling LLMs to analyze PCAP files, extract streams, detect threats, and… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | cloud-ru-tech-a2a-routermcp · ai-agents | Multi-agent system that combines Google's Agent Development Kit with router-based architecture to coordinate specialized AI agents, enabling task… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | imgmcpmcp · ai-agents | Unified multimedia AI server providing access to image, audio, and video generation models from OpenAI, Stability AI, and Replicate with… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | claude-text-editormcp · ai-agents | Enables system-wide text editing on macOS by monitoring file directories where selected text is automatically processed through customizable prompts… | 6 stars · 1 fork | No one-command install · Source | |
| 1830 | 55.168 | janvarev-vsegpt-image-generatormcp · ai-agents | Integrates with VseGPT API to generate images from English-language prompts and store them locally with timestamp-based filenames. | 6 stars · 1 fork | No one-command install · Source | |
| 1874 | 54.833 | memory-arbiter-mcpmcp · ai-agents | A lightweight, fully local MCP server that provides AI coding tools with a shared SQLite memory store and built-in conflict arbitration, enabling… | 9 stars | No one-command install · Source | |
| 1874 | 54.833 | redconmcp · ai-agents | Deterministic repository context packing for AI coding agents: selects, compresses, and budgets only the files a task needs. Measured 83% fewer input… | 9 stars | No one-command install · Source | |
| 1874 | 54.833 | padmarajnidagundi-mobile-testingmcp · ai-agents | AI-driven mobile app testing for Android and iOS with a three-agent system — Planner, Generator, and Healer — automating test creation, execution, and… | 9 stars | No one-command install · Source | |
| 1874 | 54.833 | gh-gitmem-dev-gitmemmcp · ai-agentsalso listed as gitmem | Persistent institutional memory for AI coding agents that compounds over time. | 9 stars | No one-command install · Source | |
| 1874 | 54.833 | elster-mcp-servermcp · ai-agents | An MCP server that allows AI assistants like Claude to automate interactions with the German tax portal ELSTER via Puppeteer, including form filling… | 9 stars | No one-command install · Source | |
| 1874 | 54.833 | codex-cua-mcpmcp · ai-agents | Enables AI agents to control Windows desktop applications by wrapping Codex's Computer Use capability. | 9 stars | No one-command install · Source | |
| 1874 | 54.833 | occasiomcp · ai-agents | Tamper-evident, Sigstore-signed audit trail for Claude Code and other AI coding agents. | 9 stars | No one-command install · Source | |
| 1874 | 54.833 | llm-busmcp · ai-agents | MCP server that provides a live coordination layer for AI agents, including attributable handoffs, a shared event ledger, atomic work-claiming, and… | 9 stars | No one-command install · Source | |
| 1874 | 54.833 | veritymcp · ai-agents | A multi-agent verification MCP server that uses cross-family LLM critics, NLI, and consistency checks to minimize hallucinations and false claims in… | 9 stars | No one-command install · Source | |
| 1874 | 54.833 | mnlt-wellreadmcp · ai-agents | Shared research cache across AI agents. Hit → instant answer from verified sources. Miss → your research saves the next dev's tokens. `npx wellread`… | 9 stars | No one-command install · Source | |
| 1874 | 54.833 | sharozdawa-ai-visibilitymcp · ai-agents | Track brand visibility and mentions across ChatGPT, Perplexity, Claude, and Gemini. | 9 stars | No one-command install · Source | |
| 1886 | 54.421 | dominion-observatory-2mcp · ai-agents | Behavioral trust scoring and MCP gateway proxy for 14,820+ MCP servers. Query real attestation data — interaction history, success rates, latency… | 3,460 installs | No commit datelisted | No one-command install · Source |
| 1887 | 53.985 | kernel-lore-mcpmcp · ai-agents | MCP server enabling structured search and querying over Linux kernel mailing list archives (lore.kernel.org) for LLM-powered developer tools. | 4 stars · 3 forks | No one-command install · Source | |
| 1887 | 53.985 | ipgeolocation-iomcp · ai-agents | IP geolocation, security intelligence, ASN lookups, timezone conversions, astronomy data, and user-agent parsing. | 4 stars · 3 forks | No one-command install · Source | |
| 1887 | 53.985 | a202-mcpmcp · ai-agents | Official reference MCP server for A202, the Verifiable Agreement Protocol for Agent-Led Commerce. Gives an agent the seven capabilities two… | 4 stars · 3 forks | No one-command install · Source | |
| 1887 | 53.985 | usap-skillsmcp · ai-agents | Exposes 79 cybersecurity skills and 12 orchestrator agents over MCP, with a typed 11-field output contract, an enforced resolvable-evidence gate (no… | 4 stars · 3 forks | No one-command install · Source | |
| 1887 | 53.985 | super-mcp-ocr-deepseekmcp · ai-agents | An MCP server that gives text-only LLMs like DeepSeek vision capabilities by OCRing images, PDFs, Office documents, and text files into pure text. It… | 4 stars · 3 forks | No one-command install · Source | |
| 1887 | 53.985 | sap-bdc-mcpmcp · ai-agents | Enables AI agents to safely discover and validate SAP Business Data Cloud contracts (ORD, CSN, share plans) with enterprise guardrails like redaction… | 4 stars · 3 forks | No one-command install · Source | |
| 1887 | 53.985 | tuskpoint-checkpointsmcp · ai-agents | MCP server for managing verifiable LangGraph agent state on Walrus, enabling exact checkpoint save/load/resume and semantic search via MemWal. | 4 stars · 3 forks | No one-command install · Source | |
| 1887 | 53.985 | fitbit-googlehealth-mcpmcp · ai-agents | This MCP server enables Claude to access and log Fitbit health data, including activity, sleep, heart rate, and nutrition, with the ability to log… | 4 stars · 3 forks | No one-command install · Source | |
| 1887 | 53.985 | mcp-fortressmcp · ai-agents | Security scanner detecting vulnerabilities, prompt injection, and tool poisoning | 4 stars · 3 forks | No one-command install · Source | |
| 1887 | 53.985 | looplens-mcpmcp · ai-agents | An MCP server for detecting retry loops and analyzing iteration patterns in agentic coding workflows, providing structured debugging intelligence to… | 4 stars · 3 forks | No one-command install · Source | |
| 1887 | 53.985 | ai-solutions-ru-mikrotik-mcp-servermcp · ai-agents | High-performance TypeScript MCP server for MikroTik RouterOS management, enabling Claude, GPT-4, or any MCP-compatible AI to manage routers through… | 4 stars · 3 forks | No one-command install · Source | |
| 1887 | 53.985 | ai-software-engineering-team-mcp-multi-agent-systemmcp · ai-agents | Enables users to generate complete, production-ready software projects from simple ideas by coordinating 8 specialized AI agents through the Model… | 4 stars · 3 forks | No one-command install · Source | |
| 1887 | 53.985 | cc-session-searchmcp · ai-agents | An MCP server that provides tools for searching and analyzing Claude Code conversation history. | 4 stars · 3 forks | No one-command install · Source | |
| 1887 | 53.985 | blizzy78-task-managermcp · ai-agents | Provides structured task management with dependency tracking, complexity assessment, and automatic subtask decomposition for complex multi-step… | 4 stars · 3 forks | 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.