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 | 29.013 | play-console-mcpmcp · ai-agents | Enables AI agents to manage Google Play Console reviews and Android app releases, including replying to reviews, promoting releases, managing staged… | 1 star · 1 fork | No one-command install · Source | |
| 1802 | 29.013 | robridgemcp · ai-agents | RoBridge is a free, open-source local MCP server that lets AI agents drive Roblox Studio—DataModel, scripts, terrain, lighting, UI, and playtests—with… | 1 star · 1 fork | No one-command install · Source | |
| 1803 | 29.013 | codex-project-contextmcp · ai-agents | Provides project-aware context for coding agents by selecting relevant AGENTS.md, docs, module paths, and decision records based on task, reducing… | 1 star · 1 fork | No one-command install · Source | |
| 1804 | 29.013 | dosbox-x-mcp-debuggermcp · ai-agents | This MCP server enables AI agents to inspect and control the native DOSBox-X debugger through bounded MCP tools, including breakpoint management… | 1 star · 1 fork | No one-command install · Source | |
| 1805 | 29.013 | hydramindmcp · ai-agents | An MCP server for coding agents that stores facts in HydraDB, links them to entities, detects revisions, and propagates trust decay through… | 1 star · 1 fork | No one-command install · Source | |
| 1806 | 29.013 | claude-codex-computer-usemcp · ai-agents | An unofficial bridge that lets Claude Code control local macOS applications through an existing OpenAI Computer Use installation by launching the… | 1 star · 1 fork | No one-command install · Source | |
| 1807 | 29.013 | alethia-mcpmcp · ai-agents | MCP bridge that lets any MCP client drive the Alethia runtime for agent-native E2E testing. It provides a per-step policy gate that blocks destructive… | 1 star · 1 fork | No one-command install · Source | |
| 1808 | 29.013 | contract-guard-mcpmcp · ai-agents | MCP server for a pre-interaction risk check on any EVM contract/token, enabling agents to verify contracts before approving, swapping, or trusting an… | 1 star · 1 fork | No one-command install · Source | |
| 1809 | 29.013 | one-agent-pluginmcp · ai-agents | Provides a remote MCP server with four tools to list, search, and execute actions across 500+ integrated apps, using OAuth and platform-specific… | 1 star · 1 fork | No one-command install · Source | |
| 1810 | 29.013 | agent-readymcp · ai-agents | Scans websites for AI agent readability against 59 checks covering Vercel Agent Readability Spec, llmstxt.org, and agent-protocol manifests. | 1 star · 1 fork | No one-command install · Source | |
| 1811 | 29.013 | gh-cyanheads-shiftmcp · ai-agents | Lightweight coordination layer for multiple AI agents working on the same codebase simultaneously. | 1 star · 1 fork | No one-command install · Source | |
| 1812 | 29.013 | frontier-compute-zcashmcp · ai-agents | Zcash shielded operations for AI agents — memo decoding, attestation, and proof verification. | 1 star · 1 fork | No one-command install · Source | |
| 1813 | 29.013 | opencode-memorymcp · ai-agents | An MCP server providing semantic vector search, dual memory engines, and Git version control for AI clients, enabling persistent memory with recall… | 1 star · 1 fork | No one-command install · Source | |
| 1814 | 29.013 | fugaku-mcpmcp · ai-agents | MCP server for the Fugaku supercomputer that enables natural language job submission, monitoring, file transfer, and command execution via AI agents… | 1 star · 1 fork | No one-command install · Source | |
| 1815 | 29.013 | managed-agent-control-mcpmcp · ai-agents | Start, observe, and interact with Claude Managed Agents from any MCP client — launch an agent, watch its events, reply, approve the tools it wants to… | 1 star · 1 fork | No one-command install · Source | |
| 1816 | 29.013 | people-memory-mcpmcp · ai-agents | An MCP server that gives AI agents a private, durable memory of people, providing a personal people graph in PostgreSQL with tools to search… | 1 star · 1 fork | No one-command install · Source | |
| 1817 | 29.013 | video-agent-mcpmcp · ai-agents | Enables MCP clients to run project-scoped video editing workflows: propose and approve editing strategies, apply validated plans, review immutable… | 1 star · 1 fork | No one-command install · Source | |
| 1818 | 29.013 | servicenow-mcpmcp · ai-agents | Enables natural language control of ServiceNow from AI clients like Claude and Cursor. Provides 400+ tools for incidents, changes, CMDB, and scripts… | 1 star · 1 fork | No one-command install · Source | |
| 1819 | 29.013 | enhanced-memory-mcp-servermcp · ai-agents | A high-performance memory management system for AI agents with 200+ tools including 4-tier memory architecture, advanced RAG pipeline, and Git-like… | 1 star · 1 fork | No one-command install · Source | |
| 1820 | 29.013 | mcp-server-questdbmcp · ai-agents | QuestDB MCP server connects coding agents to a running QuestDB Web Console. The agent gets tools to create notebook cells, run queries, and build… | 1 star · 1 fork | No one-command install · Source | |
| 1821 | 29.013 | mcp-server-agent-browsermcp · ai-agents | MCP server that wraps agent-browser to let LLMs control a real browser, providing tools for navigation, interaction, reading page content… | 1 star · 1 fork | No one-command install · Source | |
| 1822 | 29.013 | samgovmcp · ai-agents | SAM.gov MCP server providing federal contract opportunities and entity registration data, enabling AI agents to query U.S. government procurement… | 1 star · 1 fork | No one-command install · Source | |
| 1823 | 29.013 | myscrapemcp · ai-agents | A self-contained web-research MCP server that lets local LLM agents search, fetch, and synthesize web content using tools like web_search, web_fetch… | 1 star · 1 fork | No one-command install · Source | |
| 1824 | 29.013 | newsflashmcp · ai-agents | MCP server for Newsflash, offering a deduplicated, corroborated news event graph from 260+ outlets, backfilled five years. Enables agents to query… | 1 star · 1 fork | No one-command install · Source | |
| 1825 | 29.013 | timps-swarmmcp · ai-agents | MCP server that provides 160 specialist AI agents as parallel sub-agents and MCP tools for tasks like security auditing, API design, DB schema design… | 1 star · 1 fork | No one-command install · Source | |
| 1826 | 29.013 | dant3-mcp-servermcp · ai-agents | Read-only MCP server for the Dant3 social network, exposing public feeds, rooms, agents, jobs, and platform stats to AI agents with no write… | 1 star · 1 fork | No one-command install · Source | |
| 1827 | 29.013 | bovediamcp · ai-agents | MCP server that gives Claude Code and other MCP clients persistent memory using plain Markdown notes stored on your disk and optionally synced to… | 1 star · 1 fork | No one-command install · Source | |
| 1828 | 29.013 | mcity-data-engine-mcp-servermcp · ai-agents | Enables natural language interaction with complex computer vision workflows such as auto-labeling, class mapping, and embedding selection through an… | 1 star · 1 fork | No one-command install · Source | |
| 1829 | 29.013 | slivingdocmcp · ai-agents | A distributed durable notebook MCP server for high-scale agents, providing git-like pull and commit tools with automatic conflict resolution. | 1 star · 1 fork | No one-command install · Source | |
| 1830 | 29.013 | reportflowmcp · ai-agents | Generate PDF reports from ReportFlow templates via AI agents — template-driven document automation. | 1 star · 1 fork | No one-command install · Source | |
| 1831 | 29.013 | re-portflowmcp · ai-agents | ReportFlow MCP Server - PDF report generation for Claude and AI agents | 1 star · 1 fork | No one-command install · Source | |
| 1832 | 29.013 | tgms-mcp-servermcp · ai-agents | Enables LLM agents to query a bi-temporal property graph using verified temporal operators via MCP, with auditable claims and correction-aware time… | 1 star · 1 fork | No one-command install · Source | |
| 1833 | 29.013 | agentic-wallet-guardianmcp · ai-agents | A self-hosted decision engine that sits between an AI agent and blockchain execution. Agents submit a proposed action, Guardian returns an explainable… | 1 star · 1 fork | No one-command install · Source | |
| 1834 | 29.013 | bi-mcpmcp · ai-agents | Connects AI assistants like Claude to Blue Iris security camera software, enabling natural language queries about camera status, alerts, and… | 1 star · 1 fork | No one-command install · Source | |
| 1835 | 29.013 | agent-workspace-mcp-servermcp · ai-agents | A secure, containerized workspace for LLMs to autonomously code, test, and debug projects without risking the host machine. | 1 star · 1 fork | No one-command install · Source | |
| 1836 | 29.013 | llm-provider-mcpmcp · ai-agents | Local MCP server for asynchronous coding-agent delegation, enabling Claude Code or Codex to delegate tasks to Cursor, Pi, Codex, or Claude Code and… | 1 star · 1 fork | No one-command install · Source | |
| 1837 | 29.013 | harnios-mcpmcp · ai-agents | Harnios is a self-hosted, MCP-based storage system that gives every AI assistant you use — Claude, ChatGPT, Cursor, or anything else — a shared… | 1 star · 1 fork | No one-command install · Source | |
| 1838 | 29.013 | shrike-mcpmcp · ai-agents | AI agent security scanner with prompt injection detection. | 1 star · 1 fork | No one-command install · Source | |
| 1839 | 29.013 | mnelomcp · ai-agents | Local-first, single-file, knowledge-graph memory layer for AI agents. | 1 star · 1 fork | No one-command install · Source | |
| 1840 | 29.013 | gittr-mcpmcp · ai-agents | MCP server for gittr.space, a decentralized Git platform on Nostr, enabling AI agents to create repos, push code, manage issues/PRs, and work with… | 1 star · 1 fork | No one-command install · Source | |
| 1841 | 29.013 | reveriemcp · ai-agents | CLI + MCP server that bootstraps persistent project context for any AI agent, storing structured information using hierarchical dot notation and… | 1 star · 1 fork | No one-command install · Source | |
| 1842 | 29.013 | paragraph-mcpmcp · ai-agents | MCP server that connects AI agents to your Paragraph publication, enabling post management, subscriber analytics, and search across posts and… | 1 star · 1 fork | No one-command install · Source | |
| 1843 | 29.013 | flux-mcpmcp · ai-agents | Provides agentic MCP tools for the Flux Framework, enabling job submission, management, and resource scheduling for HPC workloads. | 1 star · 1 fork | No one-command install · Source | |
| 1844 | 29.013 | wikimemorymcp · ai-agents | Personal, remotely hosted memory service for Claude, Codex, and other MCP clients that preserves research, project state, and decisions in an… | 1 star · 1 fork | No one-command install · Source | |
| 1845 | 29.013 | windows2-mcpmcp · ai-agents | MCP server exposing Windows desktop UI Automation as tools for AI agents, enabling automated interaction with Windows applications via Appium. | 1 star · 1 fork | No one-command install · Source | |
| 1846 | 29.013 | mcp-nvidiamcp · ai-agents | MCP server to search across NVIDIA blogs and releases to empower LLMs to better answer NVIDIA-specific queries. | 1 star · 1 fork | No one-command install · Source | |
| 1847 | 29.013 | speed-to-lead-agentmcp · ai-agents | MCP server for qualifying and responding to inbound leads in seconds using a multi-agent AI pipeline. | 1 star · 1 fork | No one-command install · Source | |
| 1848 | 29.013 | corralmcp · ai-agents | Exposes your local, Corral-organised workspace to AI coding agents via the Model Context Protocol, supporting tools like Claude Code, Cursor, Cline… | 1 star · 1 fork | No one-command install · Source | |
| 1849 | 29.013 | pine-assistant-mcp-servermcp · ai-agents | A local MCP server that lets any LLM agent manage Pine AI tasks — negotiate bills, cancel subscriptions, resolve disputes, and make phone calls on… | 1 star · 1 fork | No one-command install · Source | |
| 1850 | 29.013 | adsturbo-creative-mcpmcp · ai-agents | A local-only MCP server for AI video ad planning. It helps AI agents build video ad briefs, hooks, UGC scripts, storyboards, variation plans, script… | 1 star · 1 fork | No one-command install · Source | |
| 1851 | 29.013 | saihmmcp · ai-agents | Sovereign encrypted persistent memory for AI agents with GDPR erasure and Filecoin-backed storage. | 1 star · 1 fork | No one-command install · Source | |
| 1852 | 29.013 | odatano-nightgate-mcpmcp · ai-agents | MCP server that lets AI agents interact with NIGHTGATE, the Midnight blockchain attestation layer, to anchor documents, verify zero-knowledge… | 1 star · 1 fork | No one-command install · Source | |
| 1853 | 29.013 | smurfy92-openclaw-controlmcp · ai-agents | Bridge Claude Code to the OpenClaw gateway management plane via JSON-RPC. | 1 star · 1 fork | No one-command install · Source | |
| 1854 | 29.013 | openclaw-control-mcpmcp · ai-agents | Operate the OpenClaw gateway's full management surface from any MCP client — list and trigger crons, inspect sessions, configure agents and channels… | 1 star · 1 fork | No one-command install · Source | |
| 1855 | 29.013 | zerodb-agent-memory-mcp-servermcp · ai-agents | Provides persistent memory management for AI agents with 14 tools, including semantic search, context synthesis, auto-context middleware, and… | 1 star · 1 fork | No one-command install · Source | |
| 1856 | 30.748 | audioknihy-catalogmcp · ai-agents | First Czech audiobook catalog MCP server with cross-partner price comparison. Aggregates Knihy Dobrovský, Martinus, Kosmas, Dobré-knihy, and… | 1,640 installs | No commit datelisted | No one-command install · Source |
| 1857 | 32.223 | razroo-state-tracemcp · ai-agents | Bounded working-memory system for coding agents with typed memories, causal retrieval, and compact briefs. | 2 stars | No commit datelisted | No one-command install · Source |
| 1858 | 32.223 | miguelmartinezcv-chatvoltmcp · ai-agents | Integrates with Chatvolt's conversational platform to manage agents, datastores, and CRM workflows, enabling creation of multi-LLM chatbots with… | 2 stars | No commit datelisted | No one-command install · Source |
| 1859 | 32.223 | jraaguair-browser-proxymcp · ai-agents | Experimental MCP server runtime connecting AI agents to browser automation and network proxy capture for local research workflows. | 2 stars | No commit datelisted | No one-command install · Source |
| 1860 | 32.223 | gzsakura1337-recafmcp · ai-agents | MCP server bridging AI agents to Recaf 4 for JVM bytecode analysis and reverse engineering. | 2 stars | No commit datelisted | No one-command install · Source |
| 1861 | 32.223 | miki-hoshizaki-magi-code-reviewmcp · ai-agents | Orchestrates code reviews through a distributed framework of three specialized agents (Melchior, Balthasar, and Casper) that evaluate submissions and… | 2 stars | No one-command install · Source | |
| 1862 | 32.223 | thinking-toolmcp · ai-agents | Provides a dedicated 'think' tool for externalizing complex reasoning processes without performing any actual operations, creating a working memory… | 2 stars | No one-command install · Source | |
| 1863 | 32.223 | ec2-creation-mcp-toolmcp · ai-agents | Demonstrates how Google's A2A protocol works with Anthropic's MCP protocol for AWS EC2 creation | 2 stars | No one-command install · Source | |
| 1864 | 32.223 | a2a-insecure-demomcp · ai-agents | Demonstration of A2A protocol with insecure settings | 2 stars | No one-command install · Source | |
| 1865 | 32.223 | agentic-multi-ai-toolkitmcp · ai-agents | Organizes AI functionality into specialized agents (OpenAI, Ollama, and File agents) through a centralized tool registry, enabling hybrid workflows… | 2 stars | No one-command install · Source | |
| 1866 | 32.223 | superego-mcpmcp · ai-agents | Superego MCP is an intelligent tool-call review system for AI agents that provides configurable security rules and automated guardrails. | 2 stars | No one-command install · Source | |
| 1867 | 32.223 | adner-dataversemcp · ai-agents | Integrates with Microsoft Dataverse to execute FetchXML queries, create bulk contacts with progress tracking, and generate Chart.js reports while… | 2 stars | No one-command install · Source | |
| 1868 | 32.223 | whiteducksoftware-flockmcp · ai-agents | Provides modular MCP servers and tools for the Flock AI agent framework, covering web scraping, search, Azure, LLM, and code operations. | 2 stars | No one-command install · Source | |
| 1869 | 32.223 | project-tracker-mcp-servermcp · ai-agents | MCP server for managing hierarchical project tracking with PostgreSQL. Enables AI agents to create, read, update, and delete projects, epics, stories… | 2 stars | No one-command install · Source | |
| 1870 | 32.223 | anubhav-77-dev-multi-agent-deep-researchermcp · ai-agents | Orchestrates three specialized agents (web searcher, research analyst, and technical writer) using CrewAI to automate comprehensive information… | 2 stars | No one-command install · Source | |
| 1871 | 32.223 | elite-dangerous-local-ai-tie-in-mcpmcp · ai-agents | This MCP server provides real-time integration between Elite Dangerous and Claude Desktop, enabling AI-powered analysis of your gameplay data and… | 2 stars | No one-command install · Source | |
| 1872 | 32.223 | krzemienski-shannonmcp · ai-agents | Multi-agent collaborative system where 26 specialized agents implement Claude Code CLI integration with automatic binary discovery, real-time session… | 2 stars | No one-command install · Source | |
| 1873 | 32.223 | pfx-mcp-servermcp · ai-agents | Connects AI assistants like Claude, ChatGPT, and Gemini to Forterro Proffix Px5 ERP, enabling natural language queries, data access, and workflow… | 2 stars | No one-command install · Source | |
| 1874 | 32.223 | strudel-mcpmcp · ai-agents | Enables LLMs to interact with Strudel, a JavaScript live coding music environment, by executing patterns, retrieving states, and accessing… | 2 stars | No one-command install · Source | |
| 1875 | 32.223 | github-ruleset-mcpmcp · ai-agents | An MCP server that lets Claude (or any MCP client) manage GitHub branch protection rulesets programmatically. | 2 stars | No one-command install · Source | |
| 1876 | 32.223 | ferdiangunawan-debate-agentmcp · ai-agents | Orchestrates competitive code review debates between CLI-based language models with deterministic scoring to generate merged recommendations and… | 2 stars | No one-command install · Source | |
| 1877 | 32.223 | glitterkill-gemini-patchedmcp · ai-agents | Windows-compatible Gemini CLI integration with intelligent quota management, automatic model fallback, brainstorming tools, and changeMode formatting… | 2 stars | No one-command install · Source | |
| 1878 | 32.223 | gpt-commandermcp · ai-agents | A security-first MCP server that provides LLMs with structured tools for filesystem, process, search, build/test/lint, IDE integration, and more. | 2 stars | No one-command install · Source | |
| 1879 | 32.223 | eth-mcpmcp · ai-agents | MCP server that enables AI agents to build and deploy Ethereum applications using Scaffold-ETH. | 2 stars | No one-command install · Source | |
| 1880 | 32.223 | chumbayoumba-simple-prompt-optimizermcp · ai-agents | Transforms user prompts into optimized versions using the CO-STAR framework with instant improvement and deep critique-and-refine modes. | 2 stars | No one-command install · Source | |
| 1881 | 32.223 | m2ai-christensenmcp · ai-agents | Clayton Christensen persona agent for strategic advisory using disruption theory. | 2 stars | No one-command install · Source | |
| 1882 | 32.223 | stefans71-openrouter-bridgemcp · ai-agents | Bridges Claude Code to OpenRouter API for accessing multiple AI models (GPT, Gemini, DeepSeek, Llama) with tools for querying different models… | 2 stars | No one-command install · Source | |
| 1883 | 32.223 | meshseeksmcp · ai-agents | Coordinates specialized coding agents in a mesh network to decompose complex programming problems into parallel tasks, enabling simultaneous analysis… | 2 stars | No one-command install · Source | |
| 1884 | 32.223 | local-repository-bridgemcp · ai-agents | Provides a bridge between Claude and local repositories, enabling direct code analysis, bug fixes, and feature development through specialized tools… | 2 stars | No one-command install · Source | |
| 1885 | 32.223 | falcon-mcp-servermcp · ai-agents | A Python MCP server using the Falcon web framework, providing Streamable HTTP transport for connecting AI agents and MCP clients. | 2 stars | No one-command install · Source | |
| 1886 | 32.223 | claude-flowmcp · ai-agents | Multi-agent AI orchestration platform for Claude Code that enables deploying and coordinating specialized agents in swarms with self-learning… | 2 stars | No one-command install · Source | |
| 1887 | 32.223 | alby2007-pltmmcp · ai-agents | Implements a jury-based memory validation system that extracts semantic triples from conversations, validates them through multi-judge architecture… | 2 stars | No one-command install · Source | |
| 1888 | 32.223 | mcp-seemcp · ai-agents | An MCP server that gives AI agents the ability to observe and understand images via multi-provider vision, object detection, hierarchical analysis… | 2 stars | No one-command install · Source | |
| 1889 | 32.223 | darkphilosophy-vibemcp · ai-agents | Wraps Mistral Vibe CLI as a subagent, enabling task execution and session management with cost tracking and persistence across project directories. | 2 stars | No one-command install · Source | |
| 1890 | 32.223 | mnemographmcp · ai-agents | A persistent, event-sourced knowledge graph MCP server for AI coding agents that enables semantic search, tiered context retrieval, and git-based… | 2 stars | No one-command install · Source | |
| 1891 | 32.223 | openclaw-bridge-remotemcp · ai-agents | A high-performance bridge that exposes OpenClaw capabilities as an MCP server, enabling remote AI agents to securely delegate local tasks such as… | 2 stars | No one-command install · Source | |
| 1892 | 32.223 | openkaimcp · ai-agents | OpenKai is an open-source MCP server that gives AI agents persistent memory across conversations, supporting core, long-term, short-term, episodic… | 2 stars | No one-command install · Source | |
| 1893 | 32.223 | netandreus-pi-automcp · ai-agents | Provides usage-aware model switching and load-balancing across coding agent backends like Claude Code, OpenAI Codex, and CursorAI. | 2 stars | No one-command install · Source | |
| 1894 | 32.223 | llm-backlogmcp · ai-agents | MCP server for managing a project backlog as Markdown files in Git, enabling AI agents to read, create, and update tasks programmatically. | 2 stars | No one-command install · Source | |
| 1895 | 32.223 | kacli · ai-agents | AI agent accessible via CLI or network, A2A compatible | 2 stars | No one-command install · Source | |
| 1896 | 32.223 | ossec-mcpmcp · ai-agents | MCP server that exposes OSSEC HIDS security monitoring capabilities as tools, resources, and prompts for AI assistants. | 2 stars | No one-command install · Source | |
| 1897 | 32.223 | memmd-mcpmcp · ai-agents | A shared memory layer for AI agents — one memory.md synced across Claude Desktop, Cursor, Claude Code, OpenAI Codex, and any MCP client. | 2 stars | No one-command install · Source | |
| 1898 | 32.223 | chuk-mcp-code-raptormcp · ai-agents | Deep code intelligence for MCP — an MCP server that gives AI agents semantic understanding of codebases via RAPTOR hierarchical indexing and code… | 2 stars | No one-command install · Source | |
| 1899 | 32.223 | gimmick-vision-mcpmcp · ai-agents | Bridges Claude Code to local OpenAI-compatible vision models, enabling image analysis, comparison, and OCR via three tools. | 2 stars | No one-command install · Source | |
| 1900 | 32.223 | gh-castellotti-gimmick-visionmcp · ai-agents | Bridges Claude Code to local OpenAI-compatible vision models for image analysis and OCR. | 2 stars | 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.