Vercel Composition Patterns
supabase/supabase
React composition patterns that scale. An agent skill from supabase/supabase.
根据技术方案实施任务，编写代码和测试，输出实现报告。当用户要求实施任务、开始编码、执行技术方案时触发。参数为 task-id。
Install Implement Task
$ npx skills add ModelEngine-Group/fit-framework --skill implement-task -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ModelEngine-Group/fit-framework implement-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/implement-task .claude/skills/implement-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 "implement-task" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/implement-task into .claude/skills/implement-task/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "implement-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/implement-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 implement-task -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ModelEngine-Group/fit-framework implement-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/implement-task .agents/skills/implement-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 "implement-task" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/implement-task into .agents/skills/implement-task/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "implement-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 implement-task -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ModelEngine-Group/fit-framework implement-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/implement-task .cursor/skills/implement-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 "implement-task" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/implement-task into .cursor/skills/implement-task/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "implement-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/implement-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 implement-task -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ModelEngine-Group/fit-framework implement-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/implement-task .gemini/skills/implement-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 "implement-task" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/implement-task into .gemini/skills/implement-task/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "implement-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 implement-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 implement-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/implement-task .github/skills/implement-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 "implement-task" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/implement-task into .github/skills/implement-task/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "implement-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 implement-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 implement-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/implement-task .opencode/skills/implement-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 "implement-task" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/implement-task into .opencode/skills/implement-task/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "implement-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
implement-task- GitHub stars
- 2.1k
- Token cost
- ~146 tokens
- SKILL.md length
- 39 words
- Files
- 1
- Skills in repo
- 21
- Repo updated
- First seen
- Licence
- MIT
At a glance
根据技术方案实施任务，编写代码和测试，输出实现报告。当用户要求实施任务、开始编码、执行技术方案时触发。参数为 task-id。
- Works in 7 steps: 验证前置条件 → 读取技术方案（plan.md），理解实现策略和步骤。 → 执行代码实现 → …
- Development work in your project
- Calls mvn
What it does
Implement Task is an agent skill from ModelEngine-Group/fit-framework. 根据技术方案实施任务，编写代码和测试，输出实现报告。当用户要求实施任务、开始编码、执行技术方案时触发。参数为 task-id。
Its SKILL.md is about 150 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
- “/implement-task”
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- 验证前置条件
- 读取技术方案（plan.md），理解实现策略和步骤。
- 执行代码实现
- 运行测试验证
- 输出实现报告到 implementation.md。
- 更新任务状态，标记 implementation 为完成。
- 提示下一步使用 review-task skill。
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
Implement Task loads about 146 tokens when it runs. Until then it costs about 20 tokens; SKILL.md has 39 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). 39 words, ~146 tokens.
Download SKILL.mdSave it as
.claude/skills/implement-task/SKILL.md (or your agent's skills folder).- name
- implement-task
- description
- 根据技术方案实施任务，编写代码和测试，输出实现报告。当用户要求实施任务、开始编码、执行技术方案时触发。参数为 task-id。
实施任务
根据技术方案实施任务，编写代码和测试。
执行步骤
验证前置条件:
- .ai-workspace/active/
<task-id>/task.md 存在 - .ai-workspace/active/
<task-id>/plan.md 存在
- .ai-workspace/active/
读取技术方案（plan.md），理解实现策略和步骤。
执行代码实现:
- 按照 plan.md 中的步骤顺序执行
- 编写完整的单元测试
- 修改带版权头的文件时，先运行
date +%Y获取当前年份并更新版权头
运行测试验证:
bash mvn test -pl :<module-name>输出实现报告到 implementation.md。
更新任务状态，标记 implementation 为完成。
提示下一步使用 review-task skill。
注意: 严格遵循 plan.md，不要添加计划外功能。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/implement-task of ModelEngine-Group/fit-framework.
Open the folder on GitHubat commit e2f285d
Compare with similar skills
Implement 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 |
|---|---|---|---|---|---|---|
| Implement Task this skillModelEngine-Group/fit-framework | 2.1k | — | ~146 | 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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Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.
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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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Related
Categories
Questions about Implement Task
What does Implement Task do?
根据技术方案实施任务，编写代码和测试，输出实现报告。当用户要求实施任务、开始编码、执行技术方案时触发。参数为 task-id。. Implement Task is an agent skill from ModelEngine-Group/fit-framework.
When should I use Implement Task?
Implement Task fits situations like: development work in your project.
How do I install Implement Task in Claude Code?
Run `npx skills add ModelEngine-Group/fit-framework --skill implement-task -a claude-code`. Or copy the skill folder (.agents/skills/implement-task in ModelEngine-Group/fit-framework) into .claude/skills/implement-task in your project. Claude Code loads it when a task matches its description.
How do I install Implement Task in Codex?
Run `npx skills add ModelEngine-Group/fit-framework --skill implement-task -a codex`. Or copy the skill folder (.agents/skills/implement-task in ModelEngine-Group/fit-framework) into .agents/skills/implement-task in your project. Codex loads it when a task matches its description.
Can I use Implement 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 implement-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/implement-task, .gemini/skills/implement-task, .github/skills/implement-task and .opencode/skills/implement-task in your project.
What does Implement Task need to run?
Going by SKILL.md and its folder, Implement Task needs the command-line tools its instructions call (mvn).
Does Implement 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 Implement 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 Implement Task use?
Implement 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 Implement Task use?
About 146 tokens (SKILL.md is roughly 584 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 Implement Task?
Skills that share tags, products or a category with Implement 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 Implement 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.