Retrieving Developer Knowledge
google/skills
Searches, retrieves, and synthesizes official Google developer documentation across Google Cloud, AI/Gemini, Android, Chrome, Web, Flutter, Go, Firebase, and other Google developer platforms.
Entry point for inspecting or driving a running Flutter app from your AI assistant — routes to the right task skill (inspect / control / debug / custom app surfaces) and runs preflight.
Install Flutter MCP Toolkit Guide
$ npx skills add Arenukvern/mcp_flutter --skill flutter-mcp-toolkit-guide -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Arenukvern/mcp_flutter flutter-mcp-toolkit-guide --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Arenukvern/mcp_flutter.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugin/skills/flutter-mcp-toolkit-guide .claude/skills/flutter-mcp-toolkit-guide && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "flutter-mcp-toolkit-guide" agent skill from https://github.com/Arenukvern/mcp_flutter/tree/main/plugin/skills/flutter-mcp-toolkit-guide into .claude/skills/flutter-mcp-toolkit-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flutter-mcp-toolkit-guide", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Arenukvern/mcp_flutter/tree/main/plugin/skills/flutter-mcp-toolkit-guideType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Arenukvern/mcp_flutter --skill flutter-mcp-toolkit-guide -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Arenukvern/mcp_flutter flutter-mcp-toolkit-guide --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Arenukvern/mcp_flutter.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugin/skills/flutter-mcp-toolkit-guide .agents/skills/flutter-mcp-toolkit-guide && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "flutter-mcp-toolkit-guide" agent skill from https://github.com/Arenukvern/mcp_flutter/tree/main/plugin/skills/flutter-mcp-toolkit-guide into .agents/skills/flutter-mcp-toolkit-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flutter-mcp-toolkit-guide", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Arenukvern/mcp_flutter --skill flutter-mcp-toolkit-guide -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Arenukvern/mcp_flutter flutter-mcp-toolkit-guide --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Arenukvern/mcp_flutter.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugin/skills/flutter-mcp-toolkit-guide .cursor/skills/flutter-mcp-toolkit-guide && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "flutter-mcp-toolkit-guide" agent skill from https://github.com/Arenukvern/mcp_flutter/tree/main/plugin/skills/flutter-mcp-toolkit-guide into .cursor/skills/flutter-mcp-toolkit-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flutter-mcp-toolkit-guide", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Arenukvern/mcp_flutter.git --path plugin/skills/flutter-mcp-toolkit-guide--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Arenukvern/mcp_flutter --skill flutter-mcp-toolkit-guide -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Arenukvern/mcp_flutter flutter-mcp-toolkit-guide --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Arenukvern/mcp_flutter.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugin/skills/flutter-mcp-toolkit-guide .gemini/skills/flutter-mcp-toolkit-guide && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "flutter-mcp-toolkit-guide" agent skill from https://github.com/Arenukvern/mcp_flutter/tree/main/plugin/skills/flutter-mcp-toolkit-guide into .gemini/skills/flutter-mcp-toolkit-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flutter-mcp-toolkit-guide", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Arenukvern/mcp_flutter flutter-mcp-toolkit-guideInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Arenukvern/mcp_flutter --skill flutter-mcp-toolkit-guide -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Arenukvern/mcp_flutter.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugin/skills/flutter-mcp-toolkit-guide .github/skills/flutter-mcp-toolkit-guide && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "flutter-mcp-toolkit-guide" agent skill from https://github.com/Arenukvern/mcp_flutter/tree/main/plugin/skills/flutter-mcp-toolkit-guide into .github/skills/flutter-mcp-toolkit-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flutter-mcp-toolkit-guide", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Arenukvern/mcp_flutter --skill flutter-mcp-toolkit-guide -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Arenukvern/mcp_flutter flutter-mcp-toolkit-guide --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Arenukvern/mcp_flutter.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugin/skills/flutter-mcp-toolkit-guide .opencode/skills/flutter-mcp-toolkit-guide && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "flutter-mcp-toolkit-guide" agent skill from https://github.com/Arenukvern/mcp_flutter/tree/main/plugin/skills/flutter-mcp-toolkit-guide into .opencode/skills/flutter-mcp-toolkit-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flutter-mcp-toolkit-guide", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
flutter-mcp-toolkit-guide- GitHub stars
- 386
- Token cost
- ~1.3k tokens
- SKILL.md length
- 521 words
- Files
- 1
- Skills in repo
- 23
- Repo updated
- First seen
- Licence
- MIT
At a glance
Entry point for inspecting or driving a running Flutter app from your AI assistant — routes to the right task skill (inspect / control / debug / custom app surfaces) and runs preflight.
- Works in 3 steps: Preflight → Pick the right skill for the user's intent → Execute
- Tasks that involve Cross-platform mobile apps
- SKILL.md covers When to use, Step 1: Preflight, Step 2: Pick the right skill… and Step 3: Execute, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Flutter MCP Toolkit Guide is an agent skill from Arenukvern/mcp_flutter. Entry point for inspecting or driving a running Flutter app from your AI assistant — routes to the right task skill (inspect / control / debug / custom app surfaces) and runs preflight.
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Mobile, covering Cross-platform mobile apps and MCP servers. It works with Flutter and Model Context Protocol. The repository describes itself as: MCP Toolkit for Flutter AI Agent Driven Development (MCP/CLI + custom client side tools) - via closed feedback loop (visual & semantic snapshot) and high client side… The licence is MIT.
When your agent uses it
- Tasks that involve Cross-platform mobile apps
- Tasks that involve MCP servers
Example prompts
- “/flutter-mcp-toolkit-guide”
Workflow steps
3 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 62f3ee1. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Flutter MCP Toolkit Guide loads about 1.3k tokens when it runs. Until then it costs about 53 tokens; SKILL.md has 521 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from Arenukvern/mcp_flutter at commit 62f3ee1, republished under its MIT licence (© Arenukvern). 521 words, ~1,314 tokens.
Download SKILL.mdSave it as
.claude/skills/flutter-mcp-toolkit-guide/SKILL.md (or your agent's skills folder).- name
- flutter-mcp-toolkit-guide
- description
- Entry point for inspecting or driving a running Flutter app from your AI assistant — routes to the right task skill (inspect / control / debug / custom app surfaces) and runs preflight.
<!-- @FMT_MODE_PRELUDE -->When to use
Use this skill when the user wants to inspect or drive a running Flutter app from this conversation. Examples:
- "Tap the login button in my app"
- "Why is the home screen blank?"
- "Take a screenshot and tell me what's broken"
- "Expose my cart / flags / internal state to the agent via MCP"
If the user is asking about Flutter concepts unrelated to a running app (architecture questions, package selection), this skill does not apply.
Step 1: Preflight
Always run flutter-mcp-toolkit doctor --json first. Parse the output:
status: "ok"— proceed to Step 2.status: "error"anderror.code: "binary_not_found"— loadflutter-mcp-toolkit-setupand follow its install instructions.status: "error"anderror.code: "vm_not_connected"— loadflutter-mcp-toolkit-setupand follow its troubleshooting section.- Any other error — load
flutter-mcp-toolkit-debugand read the error envelope playbook.
Step 2: Pick the right skill for the user's intent
| User intent | Load skill |
|---|---|
| Read state ("what's on screen?", "show me errors", "screenshot") | flutter-mcp-toolkit-inspect |
| Drive UI ("tap X", "type into Y", "scroll to Z", "hot reload") | flutter-mcp-toolkit-control |
| Diagnose ("why is X failing?", "show recent logs", "evaluate expression") | flutter-mcp-toolkit-debug |
Register app-specific MCP tools/resources (AgentCallEntry, addEntries) | flutter-mcp-toolkit-custom-tools |
| Upgrade from removed legacy call-entry APIs | flutter-mcp-toolkit-intentcall-migration |
| Audit CLI/MCP/schema/dynamic-registry parity before changing tool surfaces | flutter-mcp-boundary-audit |
Maintain showcase/flutter_test_app web / WebMCP showcase hooks; agent list/execute via Chrome DevTools MCP (list_webmcp_tools / execute_webmcp_tool) | flutter-mcp-toolkit-maintain-web |
Maintain showcase/flutter_test_app macOS / native IntentCall hooks | flutter-mcp-toolkit-maintain-macos |
| Score dogfood iterations or route dogfood evidence | flutter-mcp-toolkit-dogfood-iterations |
Write repeatable E2E scenarios as Dart (flutter_mcp_harness: build/launch/attach/drive/assert, showcase launcher) | flutter-mcp-e2e-harness |
| Wire automation for an app across surfaces (MCP / CLI / harness / oka), first loops, runner sessions | flutter-mcp-automation-chain |
| Release, version, or plugin skill bundle maintenance | flutter-mcp-toolkit-repo-maintainer |
Harness Script lint/run/Maestro and promo/video capture live in their owner
repositories. Do not look for flutter-mcp-semantic-test,
flutter-mcp-capture, or hyperframes-video in this plugin.
If the task spans more than one (e.g. "tap the button and show me what
changed"), load inspect AND control. Skills are additive.
Show full SKILL.md (212 more words)Show less
Step 3: Execute
Each task skill has the tool list, parameter shapes, and example calls. Follow the prelude at the top of the skill — it tells you whether you're calling MCP tools or shelling out to the CLI.
Tool taxonomy reference
The core toolkit tools fall into these categories. The full list with parameter shapes lives in the task skills.
- Inspection (read-only):
discover_debug_apps,get_app_errors,get_screenshots,get_view_details,get_vm,get_extension_rpcs,semantic_snapshot,inspect_widget_at_point,capture_ui_snapshot,connect_debug_app. →flutter-mcp-toolkit-inspect. - Interaction (mutating):
tap_widget,long_press,enter_text,reveal_search,fill_form,scroll,swipe,drag,hover,focus_widget,press_key,wait_for,navigate,handle_dialog,hot_reload_flutter,hot_restart_flutter,hot_reload_and_capture. →flutter-mcp-toolkit-control. - Debug:
get_recent_logs,evaluate_dart_expression. →flutter-mcp-toolkit-debug. - Dynamic registry (app-defined): after registration in the Flutter app,
MCP calls use
fmt_list_client_tools_and_resources, thenfmt_client_tool/fmt_client_resource. When shelling out to the CLI, command names appear only asexec --name <name>values; do not call barelist_client_tools_and_resources,client_tool, orclient_resourceas MCP tools. →flutter-mcp-toolkit-custom-tools. - Boundary/proof maintenance: use
flutter-mcp-boundary-auditbefore changing catalog/schema/registry surfaces; useflutter-mcp-toolkit-maintain-weborflutter-mcp-toolkit-maintain-macosfor showcase platform hooks; useflutter-mcp-toolkit-repo-maintainerfor release, version, and generated skill-bundle work. - True WebMCP (browser): with Chrome DevTools MCP
(
--categoryExperimentalWebmcp), uselist_webmcp_tools/execute_webmcp_toolafter navigating to the web app. Details influtter-mcp-toolkit-maintain-web.
When in doubt
If doctor is green but a tool call fails, read the returned error.code
and error.recovery fields. The full code → recovery table is in
flutter-mcp-toolkit-debug.
© Arenukvern, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in plugin/skills/flutter-mcp-toolkit-guide of Arenukvern/mcp_flutter.
Open the folder on GitHubat commit 62f3ee1
Compare with similar skills
Flutter MCP Toolkit Guide next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Flutter MCP Toolkit Guide this skillArenukvern/mcp_flutter | 386 | — | ~1.3k | Automated safety check: Pass | MIT | |
| Retrieving Developer Knowledgegoogle/skills | 21k | — | ~2k | Automated safety check: Pass | Apache-2.0 | |
| MCP Dart Clientleehack/mcp_dart | 116 | — | ~1.8k | Automated safety check: Pass | MIT | |
| Appllama UsageAppllama/appllama-skills | 2.5k | 1 repos | ~1.6k | Automated safety check: Pass | MIT | |
| Marionette Flutter Drive Appleancodepl/marionette_mcp | 482 | — | ~11k | Automated safety check: Pass | Apache-2.0 | |
| Aaalice Dev SessionsAaalice233/Aaalice_NAI_Launcher | 188 | — | ~902 | Automated safety check: Pass | MIT |
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Repository Governance Lifecycle
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Related
Works with
Categories
Questions about Flutter MCP Toolkit Guide
What does Flutter MCP Toolkit Guide do?
Entry point for inspecting or driving a running Flutter app from your AI assistant — routes to the right task skill (inspect / control / debug / custom app surfaces) and runs preflight. Flutter MCP Toolkit Guide is an agent skill from Arenukvern/mcp_flutter. Entry point for inspecting or driving a running Flutter app from your AI assistant — routes to the right task skill (inspect / control / debug / custom app surfaces) and runs preflight.
When should I use Flutter MCP Toolkit Guide?
Flutter MCP Toolkit Guide fits situations like: tasks that involve Cross-platform mobile apps; tasks that involve MCP servers.
How do I install Flutter MCP Toolkit Guide in Claude Code?
Run `npx skills add Arenukvern/mcp_flutter --skill flutter-mcp-toolkit-guide -a claude-code`. Or copy the skill folder (plugin/skills/flutter-mcp-toolkit-guide in Arenukvern/mcp_flutter) into .claude/skills/flutter-mcp-toolkit-guide in your project. Claude Code loads it when a task matches its description.
How do I install Flutter MCP Toolkit Guide in Codex?
Run `npx skills add Arenukvern/mcp_flutter --skill flutter-mcp-toolkit-guide -a codex`. Or copy the skill folder (plugin/skills/flutter-mcp-toolkit-guide in Arenukvern/mcp_flutter) into .agents/skills/flutter-mcp-toolkit-guide in your project. Codex loads it when a task matches its description.
Can I use Flutter MCP Toolkit Guide in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Arenukvern/mcp_flutter --skill flutter-mcp-toolkit-guide -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/flutter-mcp-toolkit-guide, .gemini/skills/flutter-mcp-toolkit-guide, .github/skills/flutter-mcp-toolkit-guide and .opencode/skills/flutter-mcp-toolkit-guide in your project.
What does Flutter MCP Toolkit Guide need to run?
SKILL.md names no scripts, command-line tools or credentials: Flutter MCP Toolkit Guide is instructions for the agent only.
Does Flutter MCP Toolkit Guide access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Flutter MCP Toolkit Guide safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Flutter MCP Toolkit Guide use?
Flutter MCP Toolkit Guide is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Flutter MCP Toolkit Guide use?
About 1.3k tokens (SKILL.md is roughly 5.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Flutter MCP Toolkit Guide?
Skills that share tags, products or a category with Flutter MCP Toolkit Guide: Retrieving Developer Knowledge (google/skills, 21k stars), MCP Dart Client (leehack/mcp_dart, 116 stars), Appllama Usage (Appllama/appllama-skills, 2.5k stars) and Marionette Flutter Drive App (leancodepl/marionette_mcp, 482 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Flutter MCP Toolkit Guide?
Arenukvern (a GitHub user) maintains it in Arenukvern/mcp_flutter, which has 386 GitHub stars. The repository holds 23 skills in this directory. The repository was last updated on October 3, 2026.
Source: Arenukvern/mcp_flutter on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.