Semgrep
vigolium/piolium
Run Semgrep static analysis scan on a codebase using parallel subagents.
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。
Install Analyze Codescan
$ npx skills add ModelEngine-Group/fit-framework --skill analyze-codescan -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ModelEngine-Group/fit-framework analyze-codescan --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/analyze-codescan .claude/skills/analyze-codescan && 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 "analyze-codescan" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/analyze-codescan into .claude/skills/analyze-codescan/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-codescan", 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/analyze-codescanType 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 analyze-codescan -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ModelEngine-Group/fit-framework analyze-codescan --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/analyze-codescan .agents/skills/analyze-codescan && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "analyze-codescan" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/analyze-codescan into .agents/skills/analyze-codescan/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-codescan", 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 analyze-codescan -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ModelEngine-Group/fit-framework analyze-codescan --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/analyze-codescan .cursor/skills/analyze-codescan && 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 "analyze-codescan" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/analyze-codescan into .cursor/skills/analyze-codescan/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-codescan", 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/analyze-codescan--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 analyze-codescan -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ModelEngine-Group/fit-framework analyze-codescan --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/analyze-codescan .gemini/skills/analyze-codescan && 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 "analyze-codescan" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/analyze-codescan into .gemini/skills/analyze-codescan/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-codescan", 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 analyze-codescanInstalls 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 analyze-codescan -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/analyze-codescan .github/skills/analyze-codescan && 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 "analyze-codescan" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/analyze-codescan into .github/skills/analyze-codescan/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-codescan", 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 analyze-codescan -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 analyze-codescan --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/analyze-codescan .opencode/skills/analyze-codescan && 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 "analyze-codescan" agent skill from https://github.com/ModelEngine-Group/fit-framework/tree/main/.agents/skills/analyze-codescan into .opencode/skills/analyze-codescan/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-codescan", 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
analyze-codescan- GitHub stars
- 2.1k
- Token cost
- ~187 tokens
- SKILL.md length
- 49 words
- Files
- 1
- Skills in repo
- 21
- Repo updated
- First seen
- Licence
- MIT
At a glance
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。
- Works in 7 steps: 获取告警信息 → 创建任务目录和文件，基于 .agents/templates/task.md 模板。 → 定位和分析源码 → …
- Tasks that involve Static analysis and SAST
- Calls gh
What it does
Analyze Codescan is an agent skill from 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。
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 Security, covering Static analysis and SAST. 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 Static analysis and SAST
Example prompts
- “/analyze-codescan”
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- 获取告警信息
- 创建任务目录和文件，基于 .agents/templates/task.md 模板。
- 定位和分析源码
- 评估安全风险（代码路径可达性、可利用性、影响程度）。
- 输出分析文档到 analysis.md。
- 更新任务状态。
- 提示下一步: plan-task 设计修复方案，或 close-codescan 关闭告警。
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
Analyze Codescan loads about 187 tokens when it runs. Until then it costs about 27 tokens; SKILL.md has 49 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). 49 words, ~187 tokens.
Download SKILL.mdSave it as
.claude/skills/analyze-codescan/SKILL.md (or your agent's skills folder).- name
- analyze-codescan
- description
- 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。
分析 Code Scanning 告警
分析指定的 Code Scanning（CodeQL）告警，评估安全风险并创建修复任务。
执行步骤
获取告警信息:
bash gh api repos/{owner}/{repo}/code-scanning/alerts/<alert-number>提取: rule (id/severity/description), tool (name), most_recent_instance (location/message)
创建任务目录和文件，基于 .agents/templates/task.md 模板。
定位和分析源码:
- 根据 most_recent_instance.location 定位源码文件和行号
- 读取告警所在的源码上下文
- 理解 CodeQL 规则的含义和检测逻辑
- 检查是否有其他位置也存在相同问题
评估安全风险（代码路径可达性、可利用性、影响程度）。
输出分析文档到 analysis.md。
更新任务状态。
提示下一步: plan-task 设计修复方案，或 close-codescan 关闭告警。
注意: Critical/High 级别立即处理，Medium 计划处理，Low 可延后。
© 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/analyze-codescan of ModelEngine-Group/fit-framework.
Open the folder on GitHubat commit e2f285d
Compare with similar skills
Analyze Codescan 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 |
|---|---|---|---|---|---|---|
| Analyze Codescan this skillModelEngine-Group/fit-framework | 2.1k | — | ~187 | Automated safety check: Pass | MIT | |
| Semgrepvigolium/piolium | 138 | 1 repos | ~2.4k | Automated safety check: Notes | MIT | |
| C To AstNarwhal-Lab/MagicSkills | 316 | — | ~1.1k | Automated safety check: Pass | MIT | |
| Semgrep Security Scantrailofbits/skills | 7.4k | — | ~3.7k | Automated safety check: Notes | CC-BY-SA-4.0 | |
| LLM Sast ScannerSunWeb3Sec/llm-sast-scanner | 286 | — | ~6.2k | Automated safety check: Pass | None | |
| Sast SemgrepAgentSecOps/SecOpsAgentKit | 219 | 2 repos | ~2.4k | Automated safety check: Pass | Custom licence |
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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.
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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。
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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。
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。
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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。
Create Task
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根据用户的自然语言描述创建任务并执行需求分析。当用户描述一个新功能、Bug 或改进需求，要求创建任务时触发。参数为任务的自然语言描述。
Related
Categories
Questions about Analyze Codescan
What does Analyze Codescan do?
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。. Analyze Codescan is an agent skill from ModelEngine-Group/fit-framework.
When should I use Analyze Codescan?
Analyze Codescan fits situations like: tasks that involve Static analysis and SAST.
How do I install Analyze Codescan in Claude Code?
Run `npx skills add ModelEngine-Group/fit-framework --skill analyze-codescan -a claude-code`. Or copy the skill folder (.agents/skills/analyze-codescan in ModelEngine-Group/fit-framework) into .claude/skills/analyze-codescan in your project. Claude Code loads it when a task matches its description.
How do I install Analyze Codescan in Codex?
Run `npx skills add ModelEngine-Group/fit-framework --skill analyze-codescan -a codex`. Or copy the skill folder (.agents/skills/analyze-codescan in ModelEngine-Group/fit-framework) into .agents/skills/analyze-codescan in your project. Codex loads it when a task matches its description.
Can I use Analyze Codescan 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 analyze-codescan -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/analyze-codescan, .gemini/skills/analyze-codescan, .github/skills/analyze-codescan and .opencode/skills/analyze-codescan in your project.
What does Analyze Codescan need to run?
Going by SKILL.md and its folder, Analyze Codescan needs the command-line tools its instructions call (gh).
Does Analyze Codescan 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 Analyze Codescan 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 Analyze Codescan use?
Analyze Codescan 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 Analyze Codescan use?
About 187 tokens (SKILL.md is roughly 748 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 Analyze Codescan?
Skills that share tags, products or a category with Analyze Codescan: Semgrep (vigolium/piolium, 138 stars), C To Ast (Narwhal-Lab/MagicSkills, 316 stars), Semgrep Security Scan (trailofbits/skills, 7.4k stars) and LLM Sast Scanner (SunWeb3Sec/llm-sast-scanner, 286 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Analyze Codescan?
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.