Ext Ops Panel
Open dashboard

io.github.Roberton003/mcp-server-decisions

Decision tracking with prediction validation and outcome gates for AI agents

MCP server · by Roberton003

About

io.github.Roberton003/mcp-server-decisions is an MCP server published by Roberton003. 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 2026-10-13.

What it asks for

  • Runs on your machine
  • Settings: 1

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

A one-click link opens the client, which asks you to confirm before it adds the server.

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: PyPI package

Built from what Official MCP Registry declares.

Claude CodeTerminal
claude mcp add --transport stdio mcp-server-decisions -- uvx mcp-server-decisions
Codex~/.codex/config.toml
[mcp_servers.mcp-server-decisions]
command = "uvx"
args = ["mcp-server-decisions"]
Cursor~/.cursor/mcp.json
{
  "mcpServers": {
    "mcp-server-decisions": {
      "command": "uvx",
      "args": [
        "mcp-server-decisions"
      ]
    }
  }
}

Optional settings it also lists: MCP_DECISIONS_LOG_PATH.

Where it is published

MarketplaceStatusVersionFiguresVerifiedFirst seen
Official MCP Registry (Open the registry record) Listed 1.0.2 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.

  • 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

  • BIGHUB

    Decision learning for AI agent actions. Evaluate, score, decide, and learn from outcomes.

    by bighub.io · MCP server

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

  • ATENA Decision Intelligence

    Decision-control specialist for AI fitness and human-performance agents.

    by shrek9999 · MCP server

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

  • decisionmatrix-mcp io.github.inity13/decisionmatrix-mcp

    Deterministic multi-criteria decision analysis for AI agents — score, rank & explain options.

    by inity13 · MCP server

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

  • PraisonAI

    AI Agents Framework with Self Reflection and MCP support

    by MervinPraison · MCP server

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

  • robrain io.github.adelinamart/robrain

    Self-hosted decision memory for AI coding agents; warns before re-proposing a rejected approach.

    by adelinamart · 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

  • agent-memory io.github.theprodsde/agent-memory

    Persistent agent memory with a decision layer: replay, restore, verify, or none — explainable.

    by theprodsde · MCP server

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

  • anotherai dev.anotherai/anotherai

    MCP server for building and testing AI agents with multi-model experimentation and insights.

    by anotherai.dev · MCP server

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

  • vectordecisions-mcp-server io.github.NikitaDatar/vectordecisions-mcp-server

    AI Governance MCP Server - GATRI trust scoring, kill-switch, EU AI Act compliance for Claude

    by NikitaDatar · 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, Community GitHub marketplaces · Describes nearly the same job

  • vynn-mcp io.github.beee003/vynn-mcp

    Self-improving AI workflows with backtesting, prompt optimization, and scheduling

    by beee003 · MCP server

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

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

    Pipeline task management for AI agents - stages, dependencies, artifacts, claiming

    by keshrath · MCP server

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

  • eu-ai-act-compliance-mcp io.github.CSOAI-ORG/eu-ai-act-compliance-mcp

    Eu Ai Act Compliance MCP Server by MEOK AI Labs

    by CSOAI-ORG · MCP server

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

  • evalview-mcp io.github.hidai25/evalview-mcp

    Regression testing for AI agents. Golden baselines, CI/CD, LangGraph, CrewAI, OpenAI, Claude.

    by hidai25 · 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

  • 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

  • MLflow Skills

    Skills for tracing, evaluating, and improving AI agents with MLflow. Supports the full agent improvement loop: instrument → trace → evaluate → iterate → validate.

    by mlflow · Plugin bundle

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

  • DeepEval

    Skills for adding DeepEval evaluations, tracing, datasets, Confident AI reports, and iterative improvement loops to AI applications.

    by confident-ai · Plugin bundle

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

  • atomic-agents

    Comprehensive development workflow for building AI agents with the Atomic Agents framework. Includes specialized agents for schema design, architecture planning, code review, and…

    by BrainBlend-AI · Plugin bundle

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

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

  • 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

  • langfuse

    Skills for working with Langfuse, the open-source LLM engineering platform for tracing, prompt management, and evaluation.

    by langfuse · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, 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

  • pixeltable

    Build multimodal AI applications with Pixeltable -- tables, computed columns, embedding search, UDFs, tool-calling agents, and 25+ AI provider integrations.

    by pixeltable · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins · 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

  • 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

  • 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

  • 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

  • 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

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

  • inquisitor io.github.1111111111111111111114oLvT2/inquisitor

    Hypothesis-driven problem solving for AI agents: probe, falsify, escalate.

    by 1111111111111111111114oLvT2 · MCP server

    Listed on: Official MCP Registry, 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

  • 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

  • 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

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

  • BLEA

    Safe BLE diagnostics, evidence workflows, and guarded automation for AI agents.

    by Nitmi · MCP server

    Listed on: Official MCP Registry, 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

  • 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

  • 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

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

  • 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

  • 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 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

  • 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 a similar job

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

  • Advisor

    Consult a stronger model before major decisions, when stuck, and before declaring done.

    by Cursor · Plugin bundle

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

  • Cursor SDK

    Build apps, scripts, and automations with the TypeScript SDK.

    by Cursor · Plugin bundle

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

  • 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

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

  • Opik

    Read and score Opik traces, experiments, datasets and prompts from your AI assistant.

    by comet-ml · MCP server

    Listed on: Official MCP Registry, 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

  • 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

  • testkube-mcp io.github.kubeshop/testkube-mcp

    MCP server for Testkube - Manage test workflows, executions, and artifacts via AI assistants

    by kubeshop · MCP server

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

Has a listing on Official MCP Registry (5)
  • 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

  • BIGHUB

    Decision learning for AI agent actions. Evaluate, score, decide, and learn from outcomes.

    by bighub.io · MCP server

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

  • ATENA Decision Intelligence

    Decision-control specialist for AI fitness and human-performance agents.

    by shrek9999 · MCP server

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

  • decisionmatrix-mcp io.github.inity13/decisionmatrix-mcp

    Deterministic multi-criteria decision analysis for AI agents — score, rank & explain options.

    by inity13 · MCP server

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

  • PraisonAI

    AI Agents Framework with Self Reflection and MCP support

    by MervinPraison · 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