Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3901 | 32.180 | 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 |
| 3901 | 32.180 | 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 |
| 3901 | 32.180 | 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 |
| 3904 | 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 |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | mnymann-nordic-datamcp · ai-agents | EU company data for AI agents: KYB verification, sanctions screening, VAT validation, and LEI lookup across 12 countries. | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | openclaw-control-mcpmcp · ai-agentsalso listed as smurfy92-openclaw-control | 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 | |
| 3905 | 29.056 | mnelomcp · ai-agents | Local-first, single-file, knowledge-graph memory layer for AI agents. | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | mcp-siimcp · ai-agents | Open-source MCP server for Chile's SII free invoicing system, enabling AI agents to query issued and received tax documents. | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | pddiktimcp · ai-agents | Enables AI agents to query structured Indonesia higher-education data, including universities, study programs, lecturers, students, and aggregate… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | shrike-mcpmcp · ai-agents | AI agent security scanner with prompt injection detection. | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | re-portflowmcp · ai-agentsalso listed as reportflow | ReportFlow MCP Server - PDF report generation for Claude and AI agents | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | 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 | |
| 3905 | 29.056 | pilot-mcpmcp · ai-agents | An MCP server that gives agents access to a network of 435 specialist agents and peer-to-peer A2A messaging, enabling keyless, real-time data queries… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | san-techie21-astraciphermcp · ai-agents | Encryption and decryption tools for AI agents with multiple cipher algorithm support. | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | comfypilotmcp · ai-agents | An MCP server that bridges AI agents with ComfyUI for automated workflow building, execution, monitoring, and output routing. | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | ethergptmcp · ai-agents | A secure MCP server that gives ChatGPT access to local terminal, files, and background processes, and lets it discover, manage, and call any… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | occ-foragentmcp · ai-agents | MCP server for OpenChatCut, enabling AI agents to create, edit, and export fully editable video projects through a real multitrack timeline and… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | unicortexmcp · ai-agents | An MCP server that enables AI agents to control the Unity Editor externally, providing tools for scene, GameObject, component, and other editor… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | edgegate-mcpmcp · ai-agents | MCP server for EdgeGate that enables setting up edge-AI regression gates on Snapdragon devices directly from Claude Code, Cursor, or Claude Desktop. | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | posternmcp · ai-agents | MCP server for the Postern personal context gateway, enabling agents to read and act on data from finance, health, mail, calendar, contacts, and home… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | bravemcpmcp · ai-agents | A local-first browser extension and MCP server that captures your browsing history, bookmarks, highlights, and notes, making them searchable by Claude… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | enterprise-ai-toolkit-mcpmcp · ai-agents | An enterprise MCP server that exposes 16 standardized tools for document intelligence, RAG, knowledge graph, SQL analysis, LLM evaluation, cost… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | mcp-redmine-2mcp · ai-agents | MCP server for Redmine that lets coding agents read and write Redmine: search issues, view histories, comment, log time, browse wiki, and download… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | agent-tools-cloudmcp · ai-agents | An MCP server providing discovery of x402 paid services, MCP servers, and A2A agents, with safety scanning capabilities. | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | wigle-mcpmcp · ai-agents | An MCP server that exposes WiGLE.net wardriving lookups as tools for LLMs, enabling searches and details for WiFi networks, Bluetooth devices, and… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | opsdeskmcp · ai-agents | A remote MCP server that lets a commerce operations agent investigate and resolve stuck orders without escalating to engineering or needing database… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | bastionmcp · ai-agents | A local-first control plane for AI agent tools, providing policy enforcement, spend caps, rate limiting, and audit trails for MCP servers. | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | llm-koshmcp · ai-agents | A local-first memory cartridge for MCP-compatible AI clients, providing durable, inspectable, and auditable memory storage with a read-only-by-default… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | notch-mcpmcp · ai-agents | Enables agents to display status readouts in the Mac's notch area via MCP, with multiple styles and progress indicators. | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | claude-multi-peermcp · ai-agents | Lets Claude Code instances discover each other and exchange messages instantly across projects, with persistent peer IDs and automatic message… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | coreldraw-live-mcpmcp · ai-agents | Enables control of an already open CorelDRAW document via MCP, with live editing, atomic undo, and safe coordinate-based operations. Supports… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | gitcadmcp · ai-agents | Enables agents to create and manipulate 3D CAD models using natural language via MCP, with git-based versioning and manufacturing output generation. | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | agentcadmcp · ai-agents | Enables engineering agents to perform parametric CAD operations through a controlled MCP gateway built on FreeCAD, with transactions, diagnostics, and… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | stackguide-mcpmcp · ai-agents | Dynamic context and active engineering workflow for AI coding assistants, enabling project-aware rules, code review, TDD, and delivery orchestration. | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | curatedmcpmcp · ai-agents | A CLI agent that acts as an MCP hub, enabling discovery, auditing, and governance of MCP servers across AI tools like Claude and Cursor. | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | mcp-cairn-file-systemmcp · ai-agents | A local-first, open-source harness for organizing your files with an AI agent. | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | bob-rossmcp · ai-agents | Enables AI agents to manage a Canonical Landscape estate, including inventory, alerts, patching, and script execution, with built-in safety layers to… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | omni-kit-mcpmcp · ai-agents | Enables driving Omniverse Kit apps (Isaac Sim, Isaac Lab) over MCP, allowing agents to control simulations, run Python, and call namespace-scoped… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | claude-chatgpt-agent-bridgemcp · ai-agents | An MCP task broker that enables Claude and Codex/ChatGPT agents to delegate tasks to each other, with persistent queues, worker adapters, and security… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | joergmichno-clawguard-mcpmcp · ai-agents | Security scanner for AI agents that detects prompt injections using 42+ regex patterns | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | vee3mcp · ai-agents | Vee3 connects coding agents to a hosted catalog of live data and action tools through one MCP server at https://mcp.vee3.io/mcp. Use it for market… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | agentluxmcp · ai-agents | MCP toolkit for the AgentLux AI agent marketplace — access marketplace listings, avatar inventory, creator workflows, and social features across 33… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | mcp-shellcheckmcp · ai-agents | MCP server that provides shell script linting via ShellCheck. Allows AI agents to analyze shell scripts for common errors, stylistic issues, and… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | telegram-ads-mcpmcp · ai-agents | An MCP server that lets AI agents read and manage Telegram Ads campaigns, including listing accounts and ads, reading stats and budgets, and… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | ble-toy-mcpmcp · ai-agents | Enables AI agents to control MuSe/LoveSpouse/Leten Bluetooth toys via MCP by sending BLE advertisements from a Windows PC. | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | chathookmcp · ai-agents | Enables AI agents to prompt users for input directly within the chat UI using MCP's elicitation capabilities, allowing for interactive multi-turn… | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | pop-paymcp · ai-agents | Local MCP server for secure AI agent payments — prevents card leaks and hallucinated purchases with configurable guardrails. | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | holographic-memorymcp · ai-agents | Provides AI agents with associative long-term memory using Sparse Distributed Memory, enabling recall from vague cues and interference detection. | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | chrbailey-promptspeakmcp · ai-agents | Pre-execution governance for AI agents with 9-stage validation, drift detection, human approval queues, and circuit breakers. | 1 star · 1 fork | No one-command install · Source | |
| 3905 | 29.056 | 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 · 1 fork | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.