flutter-mcp-automation-chain

flutter-mcp-automation-chain is a skill for Claude Code from Arenukvern/mcp_flutter. It costs 176 tokens per session (2,086 once invoked), scanned C, original, MIT.

An automation guide for driving Flutter apps through interactive tools, command-line runs, scripted Dart scenarios, browser controls, and external build and lifecycle runners. These surfaces use a shared observe, act, and verify process.

In plain words
What is it for?
Use it to wire Flutter app automation, select a driver, compose an end-to-end chain, or connect app tools with browser and build runners.
Why use it?
It helps choose and connect the right automation layer instead of maintaining separate ways to inspect, control, and check an app.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin. Also seen: mentions Codex; built for cline.

Part of the flutter-mcp-toolkit plugin — 16 skills, 1 agent shipped together

Good fit Use it to wire Flutter app automation, select a driver, compose an end-to-end chain, or connect app tools with browser and build runners.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/arenukvern/mcp_flutter/flutter-mcp-automation-chain
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add Arenukvern/mcp_flutter --skill flutter-mcp-automation-chain
Clone the repo
git clone --depth 1 https://github.com/Arenukvern/mcp_flutter

Made for: Claude Code.

Or install flutter-mcp-toolkit, the plugin that ships this one along with the rest of its 16 skills, 1 agent.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for flutter-mcp-automation-chain

README.md
[![agentmods](https://agentmods.dev/badge/skills/arenukvern/mcp_flutter/flutter-mcp-automation-chain/github.svg)](https://agentmods.dev/skills/arenukvern/mcp_flutter/flutter-mcp-automation-chain)
Your own site
<a href="https://agentmods.dev/skills/arenukvern/mcp_flutter/flutter-mcp-automation-chain"><img src="https://agentmods.dev/badge/skills/arenukvern/mcp_flutter/flutter-mcp-automation-chain/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for flutter-mcp-automation-chain

Your own site · 80×15
<a href="https://agentmods.dev/skills/arenukvern/mcp_flutter/flutter-mcp-automation-chain"><img src="https://agentmods.dev/badge/skills/arenukvern/mcp_flutter/flutter-mcp-automation-chain.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 176 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,086 The whole file, excluding the scripts and references it only reads on demand.
Security scan C 2 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00176 $0.02086
Opus 5.5 $0.00070 $0.00834
Sonnet 5.5 $0.00035 $0.00417
Haiku 4.5 $0.00018 $0.00209

Measured 13d ago against content hash 7b8c2b67b9d8, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade C, and why

flutter-mcp-automation-chain scanned grade C with 2 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 13d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Downloads and executes remote codehighSupply chain

curl | sh runs whatever the server returns today, which is not necessarily what it returned when this was reviewed.

curl -fsSL https://raw.githubusercontent.com/Arenukvern/mcp_flutter/main/install.sh | bash

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -fsSL https://raw.githubusercontent.com/Arenukvern/mcp_flutter/main/install.sh | bash
plugin/skills/flutter-mcp-automation-chain/SKILL.md · 161 lines

How it starts

The opening of the file, as written. The whole thing — 161 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Flutter MCP Automation Chain

The toolkit's surfaces are one chain, not competing products. The app registers ext.mcp.toolkit.* service extensions (mcp_toolkit), and every surface drives those same extensions through the universal AutomationDriver contract (universal_automation_interface, ADR-0038): observe (semantic snapshot with refs/bounds) → act (tap/type/navigate) → verify (snapshot again, read values). Agents learn one grammar regardless of the target — Flutter apps, browsers (CdpDriver), OS-native tiers.

 intentcall hints (MCP _meta)                     declarative build + lifecycle
        │                                         (oka: oka.yaml → targets)
        ▼                                                │
 ┌──────────────┐   transport over ext.mcp.toolkit.*   ▼
 │ MCP fmt_*    │ ◄── the same extensions ──►  flutter_mcp_harness
 │ CLI (fmtk)   │      (ToolkitDriver implements      Scenario / AppTargets /
 │ dynamic      │       AutomationDriver)             VmClient / LogTap
 │ app tools    │
 └──────────────┘ ◄── universal_automation_* contracts ──► CdpDriver (web)

The one ownership law

At most one owning attach session per app. The owning session (a flutter run, or an external runner's dev command like oka dev) is the only compile-capable reload channel — a second attach on a session someone else owns is the ADR-0014 failure mode (the second attach can kill the first). Everything else in the chain is an observer: it reads the same VM service and drives extensions, but never takes ownership. When an external runner owns the session, it writes .flutter_mcp/runner-session.json (spec v2, ADR-0014) so the toolkit and harness can find the VM and delegate reload/restart to the owner. Absence of the file is the liveness signal.

Pick the surface

Need Surface Skill / doc
Chat-driven debugging ("tap X, what changed?") MCP fmt_* tools flutter-mcp
Script/CI one-shot commands (snapshot, exec, batch) CLI (flutter-mcp-toolkit / fmtk) CLI vs MCP
Repeatable scenario as checked-in Dart, CI exit codes flutter_mcp_harness flutter-mcp-e2e-harness
Build + install + launch + process lifecycle (Android/iOS devices) oka (separate repo) this skill, oka section below
Browser tier (web demos, WebMCP dogfood) CdpDriver over CDP flutter-mcp-toolkit-maintain-web
Intent → driver routing without hardcoding transport IntentDriverRouter + hints this skill, intentcall section

Read the full file on GitHub · 161 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 13d ago Changed · +1 lines 7b8c2b67b9d8
  2. 15d ago First seen · 160 lines · 176 tokens per session scan C 66542683be34

Subscribe to this mod's changes

flutter-mcp-automation-chain is a skill published in the GitHub repository Arenukvern/mcp_flutter (389 stars, last pushed 5d ago), licensed MIT. It adds 176 tokens to every session and 2,086 once invoked, about $0.0007 per session on Opus 5.5. A static security scan graded it C with 2 findings (downloads and executes remote code, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-02.

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