Vercel Composition Patterns
supabase/supabase
React composition patterns that scale. An agent skill from supabase/supabase.
处理代码审查反馈并修复审查中发现的问题。当用户要求修复审查问题、处理 review 反馈时触发。参数为 task-id。
Install Refine Task
$ npx skills add ModelEngine-Group/fit-framework --skill refine-task -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ModelEngine-Group/fit-framework refine-task --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/ModelEngine-Group/fit-framework.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/refine-task .claude/skills/refine-task && 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 "refine-task" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/refine-task into .claude/skills/refine-task/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "refine-task", 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/ModelEngine-Group/fit-framework/tree/main/.agents/skills/refine-taskType 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 ModelEngine-Group/fit-framework --skill refine-task -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ModelEngine-Group/fit-framework refine-task --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ModelEngine-Group/fit-framework.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/refine-task .agents/skills/refine-task && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "refine-task" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/refine-task into .agents/skills/refine-task/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "refine-task", 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 ModelEngine-Group/fit-framework --skill refine-task -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ModelEngine-Group/fit-framework refine-task --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ModelEngine-Group/fit-framework.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/refine-task .cursor/skills/refine-task && 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 "refine-task" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/refine-task into .cursor/skills/refine-task/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "refine-task", 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/ModelEngine-Group/fit-framework.git --path .agents/skills/refine-task--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 ModelEngine-Group/fit-framework --skill refine-task -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ModelEngine-Group/fit-framework refine-task --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ModelEngine-Group/fit-framework.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/refine-task .gemini/skills/refine-task && 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 "refine-task" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/refine-task into .gemini/skills/refine-task/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "refine-task", 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 ModelEngine-Group/fit-framework refine-taskInstalls 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 ModelEngine-Group/fit-framework --skill refine-task -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ModelEngine-Group/fit-framework.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/refine-task .github/skills/refine-task && 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 "refine-task" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/refine-task into .github/skills/refine-task/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "refine-task", 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 ModelEngine-Group/fit-framework --skill refine-task -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ModelEngine-Group/fit-framework refine-task --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ModelEngine-Group/fit-framework.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/refine-task .opencode/skills/refine-task && 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 "refine-task" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/refine-task into .opencode/skills/refine-task/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "refine-task", 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
refine-task- GitHub stars
- 2.1k
- Token cost
- ~134 tokens
- SKILL.md length
- 31 words
- Files
- 1
- Skills in repo
- 21
- Repo updated
- First seen
- Licence
- MIT
At a glance
处理代码审查反馈并修复审查中发现的问题。当用户要求修复审查问题、处理 review 反馈时触发。参数为 task-id。
- Works in 7 steps: 验证前置条件 → 读取审查报告，整理问题 → 按优先级逐项修复，修复后运行相关测试验证。 → …
- Development work in your project
- Calls mvn
What it does
Refine Task is an agent skill from ModelEngine-Group/fit-framework. 处理代码审查反馈并修复审查中发现的问题。当用户要求修复审查问题、处理 review 反馈时触发。参数为 task-id。
Its SKILL.md is about 130 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 Development. The repository describes itself as: FIT: 企业级AI开发框架，提供多语言函数引擎（FIT）、流式编排引擎（WaterFlow）及Java生态的LangChain替代方案（FEL）。原生/Spring双模运行，支持插件热插拔与智能聚散部署，无缝统一大模型与业务系统。 The licence is MIT.
When your agent uses it
- Development work in your project
Example prompts
- “/refine-task”
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- 验证前置条件
- 读取审查报告，整理问题
- 按优先级逐项修复，修复后运行相关测试验证。
- 运行测试验证
- 更新 implementation.md，追加"修复记录"章节。
- 更新任务状态。
- 提示重新审查（review-task）或直接提交（commit）。
What it can do on your machine
Read from SKILL.md and the folder at commit e2f285d. 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
Shell commands in SKILL.md call:
mvn
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
Refine Task loads about 134 tokens when it runs. Until then it costs about 18 tokens; SKILL.md has 31 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 ModelEngine-Group/fit-framework at commit e2f285d, republished under its MIT licence (© ModelEngine-Group). 31 words, ~134 tokens.
Download SKILL.mdSave it as
.claude/skills/refine-task/SKILL.md (or your agent's skills folder).- name
- refine-task
- description
- 处理代码审查反馈并修复审查中发现的问题。当用户要求修复审查问题、处理 review 反馈时触发。参数为 task-id。
修复审查问题
执行步骤
验证前置条件:
- .ai-workspace/active/
<task-id>/task.md 存在 - .ai-workspace/active/
<task-id>/review.md 存在
- .ai-workspace/active/
读取审查报告，整理问题:
- 🔴 Blocker 问题（必须修复）
- 🟡 Major 问题（建议修复）
- 🟢 Minor 问题（可选修复）
按优先级逐项修复，修复后运行相关测试验证。
运行测试验证:
bash mvn test -pl :<module-name>更新 implementation.md，追加"修复记录"章节。
更新任务状态。
提示重新审查（review-task）或直接提交（commit）。
注意: 严格按照审查报告修复，不要添加额外变更。不要自动 git commit。
© ModelEngine-Group, 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 .agents/skills/refine-task of ModelEngine-Group/fit-framework.
Open the folder on GitHubat commit e2f285d
Compare with similar skills
Refine Task 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 |
|---|---|---|---|---|---|---|
| Refine Task this skillModelEngine-Group/fit-framework | 2.1k | — | ~134 | Automated safety check: Pass | MIT | |
| Vercel Composition Patternssupabase/supabase | 111k | 59 repos | ~726 | Automated safety check: Pass | MIT | |
| Finishing a Development Branchobra/superpowers | 296k | 5 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Typescript Advanced Typesrolling-scopes/rsschool-app | 10k | 25 repos | ~4.2k | Automated safety check: Pass | MPL-2.0 | |
| PR Babysitteropeninterpreter/openinterpreter | 69k | 3 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 5 repos | ~1.1k | Automated safety check: Pass | MIT |
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Master TypeScript's advanced type system including generics, conditional types, mapped types, template literals, and utility types for building type-safe applications.
PR Babysitter
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Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.
Code Review Checklist
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Reviews code against a five-part checklist covering security, correctness, performance, maintainability and testing, and reports findings in a fixed format.
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分析 Code Scanning (CodeQL) 告警，评估安全风险并创建修复任务。当用户要求分析 Code Scanning 告警、CodeQL 告警时触发。参数为告警编号。
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Related
Categories
Questions about Refine Task
What does Refine Task do?
处理代码审查反馈并修复审查中发现的问题。当用户要求修复审查问题、处理 review 反馈时触发。参数为 task-id。. Refine Task is an agent skill from ModelEngine-Group/fit-framework.
When should I use Refine Task?
Refine Task fits situations like: development work in your project.
How do I install Refine Task in Claude Code?
Run `npx skills add ModelEngine-Group/fit-framework --skill refine-task -a claude-code`. Or copy the skill folder (.agents/skills/refine-task in ModelEngine-Group/fit-framework) into .claude/skills/refine-task in your project. Claude Code loads it when a task matches its description.
How do I install Refine Task in Codex?
Run `npx skills add ModelEngine-Group/fit-framework --skill refine-task -a codex`. Or copy the skill folder (.agents/skills/refine-task in ModelEngine-Group/fit-framework) into .agents/skills/refine-task in your project. Codex loads it when a task matches its description.
Can I use Refine Task 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 ModelEngine-Group/fit-framework --skill refine-task -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/refine-task, .gemini/skills/refine-task, .github/skills/refine-task and .opencode/skills/refine-task in your project.
What does Refine Task need to run?
Going by SKILL.md and its folder, Refine Task needs the command-line tools its instructions call (mvn).
Does Refine Task 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 Refine Task 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 Refine Task use?
Refine Task 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 Refine Task use?
About 134 tokens (SKILL.md is roughly 536 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 Refine Task?
Skills that share tags, products or a category with Refine Task: Vercel Composition Patterns (supabase/supabase, 111k stars), Finishing a Development Branch (obra/superpowers, 296k stars), Typescript Advanced Types (rolling-scopes/rsschool-app, 10k stars) and PR Babysitter (openinterpreter/openinterpreter, 69k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Refine Task?
ModelEngine-Group (a GitHub organization) maintains it in ModelEngine-Group/fit-framework, which has 2,117 GitHub stars. The repository holds 21 skills in this directory. The repository was last updated on March 13, 2026.
Source: ModelEngine-Group/fit-framework on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.