Ext Ops Panel
Open dashboard

Agent Pattern MCP

MCP server that provides AI agent pattern expertise for designing agent systems

MCP server · by olk

About

Agent Pattern MCP is an MCP server published by olk. Marketplaces we read that list it: 1 (Official MCP Registry). We first saw it on 2026-10-11 and have recorded no change since. As of our marketplace pass on 2026-10-12.

What it asks for

  • Runs on your machine
  • Secrets: 2
  • Settings: 9

Requires: EMBEDDER_API_KEY (secret), GENERATOR_API_KEY (secret)

What it declares, asks for and runs, in full

Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.

Works with

  • Claude Code
  • Codex
  • Cursor
  • VS Code
  • Copilot CLI

From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.

Connect

Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.

As a local MCP server: Docker image

Built from what Official MCP Registry declares.

Claude CodeTerminal
claude mcp add --env "EMBEDDER_API_KEY=<YOUR_EMBEDDER_API_KEY>" --env "GENERATOR_API_KEY=<YOUR_GENERATOR_API_KEY>" --transport stdio agent-pattern-mcp -- docker run -i --rm -e EMBEDDER_API_KEY -e GENERATOR_API_KEY docker.io/olkowa/agent-pattern-mcp:1.0.4
Codex~/.codex/config.toml
[mcp_servers.agent-pattern-mcp]
command = "docker"
args = ["run", "-i", "--rm", "-e", "EMBEDDER_API_KEY", "-e", "GENERATOR_API_KEY", "docker.io/olkowa/agent-pattern-mcp:1.0.4"]

[mcp_servers.agent-pattern-mcp.env]
EMBEDDER_API_KEY = "<YOUR_EMBEDDER_API_KEY>"
GENERATOR_API_KEY = "<YOUR_GENERATOR_API_KEY>"
Cursor~/.cursor/mcp.json
{
  "mcpServers": {
    "agent-pattern-mcp": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "-e",
        "EMBEDDER_API_KEY",
        "-e",
        "GENERATOR_API_KEY",
        "docker.io/olkowa/agent-pattern-mcp:1.0.4"
      ],
      "env": {
        "EMBEDDER_API_KEY": "<YOUR_EMBEDDER_API_KEY>",
        "GENERATOR_API_KEY": "<YOUR_GENERATOR_API_KEY>"
      }
    }
  }
}
DockerTerminal
docker run -i --rm -e "EMBEDDER_API_KEY=<YOUR_EMBEDDER_API_KEY>" -e "GENERATOR_API_KEY=<YOUR_GENERATOR_API_KEY>" docker.io/olkowa/agent-pattern-mcp:1.0.4

Replace the values in angle brackets with your own. We show the names of the settings, never values.

Optional settings it also lists: EMBEDDER_BASE_URL, EMBEDDER_PROVIDER, GENERATOR_BASE_URL, GENERATOR_MODEL, GENERATOR_PROVIDER, PATTERN_DIRECTORY, RERANKER_BASE_URL.

We do not store launch arguments. If the server needs any, its own documentation names them.

Where it is published

MarketplaceStatusVersionFiguresVerifiedFirst seen
Official MCP Registry (Open the registry record) Listed 1.0.4 Forks (GitHub): 0
Stars (GitHub): 0
Not marked

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

What changed

Nothing has moved on this plugin since we started watching it.

Similar plugins

Products whose own names, descriptions, tools and skills are closest in meaning to this one, on every marketplace we read. Closeness is ranked within this list only.

  • PraisonAI

    AI Agents Framework with Self Reflection and MCP support

    by MervinPraison · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Deep Agentic Core MCP

    Unified MCP server for AgenticLens and Agentic Chaos capabilities.

    by DeepAgentLabs · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • mcp com.decionis/mcp

    Authorize consequential AI agent actions before execution

    by decionis.com · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • contextual-mcp-server io.github.NitishGourishetty/contextual-mcp-server

    RAG-enabled MCP server using Contextual AI. Supports single-agent and multi-agent modes.

    by NitishGourishetty · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • naturali

    Configure AI agents, give them knowledge and tools, and read back every generation they run.

    by naturali.ai · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Proofable MCP

    Context and control for any AI. Agent identity, scoped access, and proof across tools.

    by proofable · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • MeetMyAgent

    Give your business its own AI agent and run it from any MCP client.

    by studiomeyer.io · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • ateam-mcp io.github.ariekogan/ateam-mcp

    Build, validate, and deploy multi-agent AI solutions from any AI environment.

    by ariekogan · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • think-mcp net.agentutil/think-mcp

    Intent security pre-flight checks for autonomous AI agents.

    by agentutil.net · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • ennodia io.github.cherninlab/ennodia

    Connects the AI agents you use: your agent hands a task to another and gets the answer back

    by cherninlab · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

Similar plugins by marketplace

The same question asked of one marketplace at a time: is there an analog of this plugin there?

Has a listing on Claude Code: claude-plugins-community (5)
  • deepmiro io.github.kakarot-dev/deepmiro

    Simulate hundreds of AI agents to predict how communities react to events and policies

    by kakarot-dev · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community · Describes nearly the same job

  • conduitai

    Search, browse, and install MCP servers, agents, skills, prompts, and plugins from the conduitAI catalog — directly from Claude Code.

    by conduit-technologies · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • mcp-agent-social

    MCP server for agent social media platform - enables AI agents to interact in team-based discussions

    by 2389-research · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • joai

    JoAi is a platform for creating and managing your own AI agents.

    by joai-plugins · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • agent-discover io.github.keshrath/agent-discover

    Find, install and enable MCP servers mid-session on any host, with consent and tool pinning

    by keshrath · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community · Describes nearly the same job

Has a listing on Claude Code: claude-plugins-official (5)
  • firebase-mcp io.github.firebase/firebase-mcp

    Gives AI development tools Firebase-specific capabilities and expertise.

    by firebase · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official · Describes nearly the same job

  • agentforce-adlc

    Agentforce Agent Development Life Cycle — author, discover, scaffold, deploy, test, and optimize .agent files

    by SalesforceAIResearch · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • mdk-mcp-server io.github.SAP/mdk-mcp-server

    Model Context Protocol (MCP) server for AI-assisted development of MDK applications.

    by SAP · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Claude Code: claude-plugins-community · Describes nearly the same job

  • mcp-server io.github.cap-js/mcp-server

    Model Context Protocol (MCP) server for AI-assisted development of CAP applications.

    by cap-js · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Claude Code: claude-plugins-community · Describes nearly the same job

  • figma

    Figma design platform integration. Access design files, extract component information, read design tokens, and translate designs into code. Bridge the gap between design and…

    by figma · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Claude: knowledge-work-plugins, Copilot CLI: github/awesome-copilot · Describes nearly the same job

Has a listing on Claude: knowledge-work-plugins (5)
  • figma

    Figma design platform integration. Access design files, extract component information, read design tokens, and translate designs into code. Bridge the gap between design and…

    by figma · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Claude: knowledge-work-plugins, Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • AI-Firstify

    AI-first project auditor and re-engineer based on the 9 design principles and 7 design patterns from the TechWolf AI-First Bootcamp

    by techwolf-ai · Plugin bundle

    Listed on: Claude: knowledge-work-plugins, Claude Code: claude-plugins-community · Describes nearly the same job

  • Desktop Commander

    MCP server for terminal commands, file operations, and process management

    by wonderwhy-er · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Docker MCP Catalog, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • datarobot-agent-skills

    DataRobot skills for AI/ML workflows — model training, deployment, predictions, feature engineering, monitoring, explainability, data preparation, App Framework CI/CD, and…

    by datarobot-oss · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • Synthflow

    Connects Claude Code to the Synthflow AI voice-agent platform through its hosted MCP server, with skills for reviewing calls and auditing agent prompts, plus a docs-search…

    by SynthFlowAI · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community · Describes nearly the same job

Has a listing on Codex: openai-curated (openai/plugins) (5)
  • NVIDIA

    Skills for NVIDIAs ecosystem spans GPU acceleration, CUDA, AI agents, inference, robotics, Physical AI, Omniverse, and simulation. This plugin helps you understand the pieces…

    by NVIDIA · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • OpenAI Developers

    Build with OpenAI APIs, Agents SDK, and ChatGPT Apps, and create and save OpenAI API keys from Codex.

    by OpenAI · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Plugin Eval

    Evaluate Codex skills and plugins from chat with a beginner-friendly start command, local-first reports, token budget explanations, and guided benchmarking.

    by OpenAI Codex · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Superpowers

    An agentic skills framework & software development methodology that works: planning, TDD, debugging, and collaboration workflows.

    by Jesse Vincent · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • crowdstrike-falcon-foundry

    CrowdStrike Falcon Foundry development skills for building cybersecurity applications on the Falcon platform. Includes UI development, collections, functions, workflows, API…

    by CrowdStrike · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Codex: openai-curated (openai/plugins), Copilot CLI: github/awesome-copilot, Community GitHub marketplaces, Claude Code: claude-plugins-community · Describes nearly the same job

Has a listing on Community GitHub marketplaces (5)
  • 4da-mcp-server io.github.4DA-Systems/4da-mcp-server

    Upgrade intelligence for AI agents: what an upgrade changes, where it touches your code, CVE scans.

    by 4DA-Systems · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • touchdesigner-mcp-server io.github.8beeeaaat/touchdesigner-mcp-server

    MCP server for TouchDesigner - Control and operate TouchDesigner projects through AI agents

    by 8beeeaaat · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • agentforce-adlc

    Agentforce Agent Development Life Cycle — author, discover, scaffold, deploy, test, and optimize .agent files

    by SalesforceAIResearch · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • aChurch.ai

    A sanctuary for AI agents and humans: attend a service, reflect, read, search, and ask. No auth.

    by a-church-ai · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • magents

    Shared session bus so Cursor can hand off with Claude, Codex, Grok, and friends.

    by abnegate · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

Has a listing on Copilot CLI: github/awesome-copilot (5)
  • figma

    Figma design platform integration. Access design files, extract component information, read design tokens, and translate designs into code. Bridge the gap between design and…

    by figma · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Claude: knowledge-work-plugins, Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • foundry-hosted-agent-copilotkit

    Build CopilotKit + AG-UI web apps on Microsoft Foundry hosted agents (Microsoft Agent Framework): wiring, native Foundry primitives, human-in-the-loop approvals, azd deploy, and…

    by Sunil Sattiraju · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • microsoft-foundry

    Skills and interactive Copilot canvas for designing, configuring, testing and deploying agents to Microsoft Foundry.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • ai-team-orchestration

    Run a lightweight, role-separated AI development team with flexible tools, developer-selected models, proportionate planning, and optional QA.

    by Denis Evdokimov · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • go-mcp-development

    Complete toolkit for building Model Context Protocol (MCP) servers in Go using the official github.com/modelcontextprotocol/go-sdk. Includes instructions for best practices, a…

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

Has a listing on Copilot CLI: github/copilot-plugins (5)
  • microsoft-365-agents-toolkit

    Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • mcp-apps

    Generate MCP App widgets for MCP tools. Produces self-contained HTML widgets using the MCP Apps protocol.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • model-apps

    Build and deploy Power Apps generative pages for model-driven apps with specialist agents for planning, entity creation, and parallel code generation. Requires PAC CLI >= 2.7.0…

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • canvas-apps

    Build Power Apps Canvas Apps using the Canvas Authoring MCP server.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes a similar job

  • azure-devops-copilot-plugin

    Bring Azure DevOps work-item, repository, and pull-request workflows into GitHub Copilot.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes a related job

Has a listing on Cursor: cursor/plugins (5)
  • CLI for Agents

    Patterns for designing CLIs that coding agents can run reliably: flags, help with examples, pipelines, errors, idempotency, dry-run.

    by Eric Zakariasson · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Ralph Loop

    Iterative self-referential AI loops using the Ralph Wiggum technique.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Orchestrate

    Fan large tasks out across parallel cloud agents with planners, workers, verifiers, and structured handoffs.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Continual Learning

    Incremental transcript-driven memory updates for AGENTS.md using high-signal bullet points only.

    by Eric Zakariasson · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Create Plugin

    Scaffold and validate new agent plugins.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

Has a listing on Docker MCP Catalog (5)
  • Wayfound

    Wayfound’s MCP server allows business users to govern, supervise, and improve AI Agents.

    by docker · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • OpenMesh

    Discover and connect to a curated marketplace of MCP servers for extending AI agent capabilities.

    by docker · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • MCP Task Orchestrator

    Server-enforced workflow discipline for AI agents: work items, dependency graphs, quality gates

    by jpicklyk · MCP server

    Listed on: Official MCP Registry, Docker MCP Catalog · Describes nearly the same job

  • Plugged.in Proxy

    A unified MCP proxy that aggregates multiple MCP servers into one interface, enabling seamless tool discovery and management across all your AI interactions. Manage all your MCP…

    by VeriTeknik · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Prometheus MCP Server

    MCP server providing Prometheus metrics access and PromQL query execution for AI assistants

    by pab1it0 · MCP server

    Listed on: Official MCP Registry, Docker MCP Catalog · Describes nearly the same job

Has a listing on Official MCP Registry (5)
  • PraisonAI

    AI Agents Framework with Self Reflection and MCP support

    by MervinPraison · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Deep Agentic Core MCP

    Unified MCP server for AgenticLens and Agentic Chaos capabilities.

    by DeepAgentLabs · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • mcp com.decionis/mcp

    Authorize consequential AI agent actions before execution

    by decionis.com · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • contextual-mcp-server io.github.NitishGourishetty/contextual-mcp-server

    RAG-enabled MCP server using Contextual AI. Supports single-agent and multi-agent modes.

    by NitishGourishetty · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • naturali

    Configure AI agents, give them knowledge and tools, and read back every generation they run.

    by naturali.ai · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.

Is this your plugin?

Add it to your projects and prove you maintain it with a file in its repository, a file on your domain or a DNS record. You get alerts when a marketplace lists it, drops it, changes its verified mark or what it asks for, and its remote endpoint goes on monitoring as a web service.

Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built