Contextual Commit Messages
yamadashy/repomix
Writes Conventional Commits whose bodies carry action lines recording the intent, decisions and constraints behind a change, not only what changed.
深度分析 Issue 或 PR 内容并重构标题为 Conventional Commits 格式。当用户要求优化标题、重命名 issue/PR 标题、规范化标题格式时触发。参数为 issue 或 PR 编号。
Install Refine Title
$ npx skills add ModelEngine-Group/fit-framework --skill refine-title -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ModelEngine-Group/fit-framework refine-title --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-title .claude/skills/refine-title && 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-title" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/refine-title into .claude/skills/refine-title/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "refine-title", 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-titleType 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-title -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ModelEngine-Group/fit-framework refine-title --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-title .agents/skills/refine-title && 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-title" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/refine-title into .agents/skills/refine-title/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "refine-title", 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-title -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ModelEngine-Group/fit-framework refine-title --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-title .cursor/skills/refine-title && 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-title" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/refine-title into .cursor/skills/refine-title/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "refine-title", 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-title--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-title -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ModelEngine-Group/fit-framework refine-title --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-title .gemini/skills/refine-title && 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-title" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/refine-title into .gemini/skills/refine-title/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "refine-title", 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-titleInstalls 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-title -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-title .github/skills/refine-title && 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-title" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/refine-title into .github/skills/refine-title/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "refine-title", 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-title -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-title --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-title .opencode/skills/refine-title && 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-title" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/refine-title into .opencode/skills/refine-title/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "refine-title", 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-title- GitHub stars
- 2.1k
- Token cost
- ~185 tokens
- SKILL.md length
- 37 words
- Files
- 1
- Skills in repo
- 21
- Repo updated
- First seen
- Licence
- MIT
At a glance
深度分析 Issue 或 PR 内容并重构标题为 Conventional Commits 格式。当用户要求优化标题、重命名 issue/PR 标题、规范化标题格式时触发。参数为 issue 或 PR 编号。
- Works in 4 steps: 识别对象与获取信息 → 智能分析 → 生成建议与交互，询问用户确认。 → …
- Tasks that involve Commit messages
- Calls gh
What it does
Refine Title is an agent skill from ModelEngine-Group/fit-framework. 深度分析 Issue 或 PR 内容并重构标题为 Conventional Commits 格式。当用户要求优化标题、重命名 issue/PR 标题、规范化标题格式时触发。参数为 issue 或 PR 编号。
Its SKILL.md is about 190 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, covering Commit messages. 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
- Tasks that involve Commit messages
Example prompts
- “/refine-title”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- 识别对象与获取信息
- 智能分析
- 生成建议与交互，询问用户确认。
- 执行修改
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:
gh
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use gh, which can reach the network depending on how they are called.
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 Title loads about 185 tokens when it runs. Until then it costs about 29 tokens; SKILL.md has 37 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). 37 words, ~185 tokens.
Download SKILL.mdSave it as
.claude/skills/refine-title/SKILL.md (or your agent's skills folder).- name
- refine-title
- description
- 深度分析 Issue 或 PR 内容并重构标题为 Conventional Commits 格式。当用户要求优化标题、重命名 issue/PR 标题、规范化标题格式时触发。参数为 issue 或 PR 编号。
重构标题
针对 GitHub Issue 或 PR，读取其详细描述、标签和代码变更，深度理解其意图，生成符合 type(scope): subject 规范的新标题。
执行步骤
识别对象与获取信息: 先尝试 Issue，失败则尝试 PR:
bash gh issue view <id> --json number,title,body,labels,state gh pr view <id> --json number,title,body,labels,state,files智能分析:
- 确定 Type: 阅读 body、检查 labels、分析 files
- 确定 Scope: 分析涉及的模块（fit/waterflow/fel）
- 生成 Subject: 从 body 中提炼核心意图，20字以内中文
生成建议与交互，询问用户确认。
执行修改:
bash gh issue edit <id> --title "<new-title>" # 或 gh pr edit <id> --title "<new-title>"
注意: 必须先分析内容，不要直接使用原标题。确保用户确认后再执行修改。
© 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-title of ModelEngine-Group/fit-framework.
Open the folder on GitHubat commit e2f285d
Compare with similar skills
Refine Title 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 Title this skillModelEngine-Group/fit-framework | 2.1k | — | ~185 | Automated safety check: Pass | MIT | |
| Contextual Commit Messagesyamadashy/repomix | 29k | 1 repos | ~2.7k | Automated safety check: Pass | MIT | |
| React Router Release Notes Prepremix-run/react-router | 57k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Caveman Commitvishiri/fantasia-archive | 409 | 13 repos | ~642 | Automated safety check: Pass | GPL-3.0 | |
| PR Finalize Reviewmicrosoft/garnet | 12k | — | ~3.1k | Automated safety check: Pass | MIT | |
| ToolJet Multi-Repo CommitToolJet/ToolJet | 41k | — | ~1.3k | Automated safety check: Pass | AGPL-3.0 |
Similar skills
React Router Release Notes Prep
remix-run/react-router
Polishes pending React Router change files before the versioning scripts run, and decides whether a long-form What's Changed section is warranted.
Caveman Commit
vishiri/fantasia-archive
Ultra-compressed commit message generator. An agent skill from vishiri/fantasia-archive.
- Official
PR Finalize Review
microsoft/garnet
Checks that a pull request's title and description match its implementation and reviews the code for Garnet best practices, reporting findings without posting them.
ToolJet Multi-Repo Commit
ToolJet/ToolJet
Commits changes across ToolJet's root repo and its server/ee and frontend/ee submodules, writing messages from the diffs and updating submodule pointers in order.
Git Workflow and Versioning
addyosmani/agent-skills
Sets git habits for every change: short-lived branches, atomic commits with descriptive messages, clean pull requests, plus versioning, tagging and changelogs for releases.
More from ModelEngine-Group/fit-framework
All 21 skills in this repoCommit
ModelEngine-Group/fit-framework
提交当前变更到 Git，包含版权头年份检查和任务状态更新。当用户要求提交代码、git commit、保存变更时触发. An agent skill from ModelEngine-Group/fit-framework.
Create Release Note
ModelEngine-Group/fit-framework
从 PR/commit 中自动生成结构化的 Release Notes，并可选创建 GitHub Draft Release。支持 x.y.0 版本合并前一 minor 系列的 release notes。当用户要求生成发布说明、创建 release notes 时触发。参数为版本号和可选的上一版本号。
Test Integration
ModelEngine-Group/fit-framework
执行 FIT Framework 集成测试（服务启动 + 接口验证），需要先完成 Maven 构建。当用户要求运行集成测试、验证服务接口时触发。
Analyze Codescan
ModelEngine-Group/fit-framework
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。
Close Codescan
ModelEngine-Group/fit-framework
关闭 Code Scanning (CodeQL) 告警，需提供合理理由。当用户要求关闭 Code Scanning 告警、dismiss CodeQL 告警时触发。参数为告警编号。
Create PR
ModelEngine-Group/fit-framework
创建 Pull Request 到指定或自动推断的目标分支。当用户要求创建 PR、提交 PR、发起合并请求时触发。可选参数为目标分支。
Related
Categories
Questions about Refine Title
What does Refine Title do?
深度分析 Issue 或 PR 内容并重构标题为 Conventional Commits 格式。当用户要求优化标题、重命名 issue/PR 标题、规范化标题格式时触发。参数为 issue 或 PR 编号。. Refine Title is an agent skill from ModelEngine-Group/fit-framework.
When should I use Refine Title?
Refine Title fits situations like: tasks that involve Commit messages.
How do I install Refine Title in Claude Code?
Run `npx skills add ModelEngine-Group/fit-framework --skill refine-title -a claude-code`. Or copy the skill folder (.agents/skills/refine-title in ModelEngine-Group/fit-framework) into .claude/skills/refine-title in your project. Claude Code loads it when a task matches its description.
How do I install Refine Title in Codex?
Run `npx skills add ModelEngine-Group/fit-framework --skill refine-title -a codex`. Or copy the skill folder (.agents/skills/refine-title in ModelEngine-Group/fit-framework) into .agents/skills/refine-title in your project. Codex loads it when a task matches its description.
Can I use Refine Title 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-title -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-title, .gemini/skills/refine-title, .github/skills/refine-title and .opencode/skills/refine-title in your project.
What does Refine Title need to run?
Going by SKILL.md and its folder, Refine Title needs the command-line tools its instructions call (gh).
Does Refine Title access the network?
SKILL.md contains no URLs. Its commands use gh, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Refine Title 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 Title use?
Refine Title 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 Title use?
About 185 tokens (SKILL.md is roughly 740 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 Title?
Skills that share tags, products or a category with Refine Title: Contextual Commit Messages (yamadashy/repomix, 29k stars), React Router Release Notes Prep (remix-run/react-router, 57k stars), Caveman Commit (vishiri/fantasia-archive, 409 stars) and PR Finalize Review (microsoft/garnet, 12k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Refine Title?
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.