Deepsec Documentation Guide
vercel-labs/deepsec
Points the agent at deepsec's own docs to answer questions about initializing, configuring, resuming, scanning with and extending the vulnerability scanner.
Analyze CVE reachability in software repositories by examining how vulnerable dependencies are imported and used.
$ npx skills add ArabelaTso/Skills-4-SE --skill cve-reachability-analyzer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ArabelaTso/Skills-4-SE cve-reachability-analyzer --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/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/cve-reachability-analyzer .claude/skills/cve-reachability-analyzer && 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 "cve-reachability-analyzer" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/cve-reachability-analyzer into .claude/skills/cve-reachability-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cve-reachability-analyzer", 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/ArabelaTso/Skills-4-SE/tree/main/skills/cve-reachability-analyzerType 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 ArabelaTso/Skills-4-SE --skill cve-reachability-analyzer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ArabelaTso/Skills-4-SE cve-reachability-analyzer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/cve-reachability-analyzer .agents/skills/cve-reachability-analyzer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "cve-reachability-analyzer" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/cve-reachability-analyzer into .agents/skills/cve-reachability-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cve-reachability-analyzer", 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 ArabelaTso/Skills-4-SE --skill cve-reachability-analyzer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ArabelaTso/Skills-4-SE cve-reachability-analyzer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/cve-reachability-analyzer .cursor/skills/cve-reachability-analyzer && 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 "cve-reachability-analyzer" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/cve-reachability-analyzer into .cursor/skills/cve-reachability-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cve-reachability-analyzer", 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/ArabelaTso/Skills-4-SE.git --path skills/cve-reachability-analyzer--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 ArabelaTso/Skills-4-SE --skill cve-reachability-analyzer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ArabelaTso/Skills-4-SE cve-reachability-analyzer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/cve-reachability-analyzer .gemini/skills/cve-reachability-analyzer && 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 "cve-reachability-analyzer" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/cve-reachability-analyzer into .gemini/skills/cve-reachability-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cve-reachability-analyzer", 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 ArabelaTso/Skills-4-SE cve-reachability-analyzerInstalls 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 ArabelaTso/Skills-4-SE --skill cve-reachability-analyzer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/cve-reachability-analyzer .github/skills/cve-reachability-analyzer && 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 "cve-reachability-analyzer" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/cve-reachability-analyzer into .github/skills/cve-reachability-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cve-reachability-analyzer", 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 ArabelaTso/Skills-4-SE --skill cve-reachability-analyzer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ArabelaTso/Skills-4-SE cve-reachability-analyzer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/cve-reachability-analyzer .opencode/skills/cve-reachability-analyzer && 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 "cve-reachability-analyzer" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/cve-reachability-analyzer into .opencode/skills/cve-reachability-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cve-reachability-analyzer", 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.
cve-reachability-analyzerAnalyze CVE reachability in software repositories by examining how vulnerable dependencies are imported and used.
Cve Reachability Analyzer is an agent skill from ArabelaTso/Skills-4-SE. Analyze CVE reachability in software repositories by examining how vulnerable dependencies are imported and used. Determines whether vulnerable components, classes, or functions are reachable from project code through call chain analysis, reflection detection, dynamic loading patterns, and configuration-gated behavior. Classifies each CVE as likely reachable, possibly reachable, or likely unreachable with supporting evidence. Use when analyzing security vulnerabilities in dependencies, performing post-disclosure…
Its SKILL.md is about 3.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `references/cve_analysis.md`, `references/language_guide.md` and `references/reachability_patterns.md`).
It sits in Security, covering Vulnerability scanning. The repository describes itself as: A curated list of 180+ useful Claude Skills for Software Engineering and resources for customizing AI for SE workflows. The licence is Apache-2.0.
9 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 4f38503. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Cve Reachability Analyzer loads about 3.1k tokens when it runs, and up to ~9.2k if it reads all its reference files. Until then it costs about 179 tokens; SKILL.md has 1,021 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.
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.
The full file from ArabelaTso/Skills-4-SE at commit 4f38503, republished under its Apache-2.0 licence (© ArabelaTso). 1,021 words, ~3,128 tokens.
.claude/skills/cve-reachability-analyzer/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.This skill performs static analysis of software repositories to determine whether disclosed CVEs in dependencies are reachable from the project's code. It analyzes import patterns, call chains, dynamic invocation, and configuration to classify each CVE's reachability with evidence-based justification.
Collect and validate the required information:
Repository analysis:
CVE information:
Configuration information (optional):
Check if the vulnerable dependency exists in the project:
Parse dependency files:
Version matching:
Early exit:
Determine if vulnerable components are imported:
Search for imports:
Language-specific patterns:
Assessment:
Identify if vulnerable code is invoked:
Direct usage analysis:
Indirect usage analysis:
Build call graph:
Use pattern library:
Check for dynamic code execution that may reach vulnerable code:
Reflection/metaprogramming:
Class.forName(), Python: getattr(), etc.)Dynamic loading:
importlib, JS: require(variable))Eval and code generation:
eval(), exec(), Function() constructorDetermine if vulnerable code is gated by configuration:
Feature flags:
Environment-specific code:
Build-time conditionals:
Runtime configuration:
Determine if the code path is actually executed:
Dead code detection:
Test-only code:
Error handling paths:
Entry point analysis:
Apply classification criteria from cve_analysis.md:
Likely Reachable - All of:
Possibly Reachable - One or more of:
Likely Unreachable - One or more of:
For each CVE, provide comprehensive assessment:
Classification: Likely Reachable / Possibly Reachable / Likely Unreachable
Confidence level: High / Medium / Low
Supporting evidence:
Reasoning:
Uncertainty factors:
Recommendations:
Structure the output as follows:
## CVE Reachability Analysis for [Repository Name]
### Summary
- Total CVEs analyzed: X
- Likely reachable: X
- Possibly reachable: X
- Likely unreachable: X
---
### CVE-YYYY-XXXXX: [Vulnerability Title]
**Package**: package-name
**Affected versions**: < X.Y.Z
**Installed version**: X.Y.Z
**Vulnerable component**: `function_name()` or `ClassName`
**Classification**: Likely Reachable | Possibly Reachable | Likely Unreachable
**Confidence**: High | Medium | Low
#### Evidence
**Dependency presence**:
- Found in: `path/to/dependency-file:line`
- Version X.Y.Z is in vulnerable range (< X.Y.Z)
**Import analysis**:
- Imported in: `path/to/file.ext:line`
```language
import vulnerable_packageCall chain:
main() in src/app.py:10process_request() in src/handlers.py:45vulnerable_function() in vulnerable_package:100Configuration:
enable_feature_x (state: enabled in production)[Explain why this classification was chosen, referencing the evidence above]
[Describe any uncertainties, unknowns, or limitations]
[Repeat for each CVE]
Methodology:
Limitations:
Assumptions:
## Important Guidelines
1. **Do not assume exploitability**: Reachability ≠ exploitability. Focus on whether code is reached, not whether it can be exploited.
2. **Justify conclusions**: Every classification must be supported by evidence from the codebase.
3. **Be conservative with "Likely Reachable"**: Only use when evidence is strong and clear.
4. **Acknowledge uncertainty**: When analysis is limited by dynamic behavior, configuration, or complexity, state this clearly.
5. **Distinguish test vs. production**: Usage in test files should not count as production reachability.
6. **Consider configuration**: Code may be present but disabled by configuration.
7. **Check transitive dependencies**: Vulnerable code may be reached through multiple layers.
8. **Language-specific analysis**: Use appropriate analysis techniques for each language.
9. **Provide actionable recommendations**: Help users understand what to do next.
10. **Document assumptions**: Clearly state any assumptions about configuration, environment, or build settings.
## Example Usage
**User request**: "Analyze CVE-2024-12345 affecting log4j in my Java project"
**Process**:
1. Parse `pom.xml` to find log4j version
2. Check if version is in vulnerable range
3. Search for log4j imports in Java files
4. Find calls to vulnerable `lookup()` method
5. Trace call chains from HTTP endpoints
6. Check if JNDI lookup is enabled in configuration
7. Classify as "Likely Reachable" with high confidence
8. Provide evidence: import locations, call paths, configuration
9. Recommend immediate upgrade to fixed version
## References
- [reachability_patterns.md](references/reachability_patterns.md) - Common code patterns and their reachability implications
- [language_guide.md](references/language_guide.md) - Language-specific analysis techniques
- [cve_analysis.md](references/cve_analysis.md) - CVE analysis framework and classification criteria
## Limitations
- Static analysis cannot capture all runtime behavior
- Dynamic code execution may not be fully traceable
- Configuration state may differ between repository and production
- Transitive dependencies may have complex interaction patterns
- Obfuscated or minified code is difficult to analyze
- Some framework magic (AOP, bytecode manipulation) may be missed© ArabelaTso, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 3 other files (references) in skills/cve-reachability-analyzer of ArabelaTso/Skills-4-SE.
Open the folder on GitHubat commit 4f38503
Cve Reachability Analyzer 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 |
|---|---|---|---|---|---|---|
| Cve Reachability Analyzer this skillArabelaTso/Skills-4-SE | 253 | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Deepsec Documentation Guidevercel-labs/deepsec | 8.1k | — | ~956 | Automated safety check: Pass | Apache-2.0 | |
| Shiro Attack CLISummerSec/ShiroAttack2 | 2.6k | — | ~945 | Automated safety check: Pass | MIT | |
| Cve Remediationrundeck/rundeck | 6.3k | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| Native Dependency Updatemono/SkiaSharp | 5.6k | — | ~4.1k | Automated safety check: Pass | MIT | |
| Forensifyalexgreensh/repo-forensics | 188 | — | ~2.5k | Automated safety check: Notes | Custom licence |
vercel-labs/deepsec
Points the agent at deepsec's own docs to answer questions about initializing, configuring, resuming, scanning with and extending the vulnerability scanner.
SummerSec/ShiroAttack2
当用户要求利用、检测或测试 Apache Shiro rememberMe 反序列化漏洞 (Shiro-550, CVE-2016-4437) 时使用。触发词包括 "Shiro"、"rememberMe"、"shiro attack"、"CVE-2016-4437"、"Shiro-550"、"爆破 Shiro key"、"利用 Shiro"、"Shiro…
rundeck/rundeck
Verify if a CVE affects the project and remediate it. An agent skill from rundeck/rundeck.
mono/SkiaSharp
Update native dependencies (libpng, libexpat, zlib, libwebp, harfbuzz, freetype, libjpeg-turbo, etc.) in SkiaSharp's Skia fork.
alexgreensh/repo-forensics
Cross-agent self-inspection of your AI-agent stack. An agent skill from alexgreensh/repo-forensics.
evdenis/cvehound
Write, debug, or validate a CVEhound detection rule (.cocci or .grep) for a Linux kernel CVE.
ArabelaTso/Skills-4-SE
Generate prioritized CVE watchlists and actionable security recommendations for repositories.
ArabelaTso/Skills-4-SE
Automatically migrate Python web applications between frameworks (Flask → FastAPI, Django → FastAPI).
ArabelaTso/Skills-4-SE
Generate test cases using metamorphic testing by applying transformations based on metamorphic properties.
ArabelaTso/Skills-4-SE
Instruments programs to capture execution traces specifically for reproducing reported bugs, enabling consistent replay and diagnosis of failures.
ArabelaTso/Skills-4-SE
Automatically migrate Spring MVC applications to Spring Boot.
ArabelaTso/Skills-4-SE
Instrument programs (Python, C/C++, Java) to capture snapshots of key program states at runtime, including variables, memory, and call stacks.
Categories
Analyze CVE reachability in software repositories by examining how vulnerable dependencies are imported and used. Cve Reachability Analyzer is an agent skill from ArabelaTso/Skills-4-SE. Analyze CVE reachability in software repositories by examining how vulnerable dependencies are imported and used.
Cve Reachability Analyzer fits situations like: analyzing security vulnerabilities in dependencies; performing post-disclosure CVE triage; assessing vulnerability impact; users ask to analyze CVE reachability.
Run `npx skills add ArabelaTso/Skills-4-SE --skill cve-reachability-analyzer -a claude-code`. Or copy the skill folder (skills/cve-reachability-analyzer in ArabelaTso/Skills-4-SE) into .claude/skills/cve-reachability-analyzer in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ArabelaTso/Skills-4-SE --skill cve-reachability-analyzer -a codex`. Or copy the skill folder (skills/cve-reachability-analyzer in ArabelaTso/Skills-4-SE) into .agents/skills/cve-reachability-analyzer in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ArabelaTso/Skills-4-SE --skill cve-reachability-analyzer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cve-reachability-analyzer, .gemini/skills/cve-reachability-analyzer, .github/skills/cve-reachability-analyzer and .opencode/skills/cve-reachability-analyzer in your project.
SKILL.md names no scripts, command-line tools or credentials: Cve Reachability Analyzer is instructions for the agent only.
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.
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.
Cve Reachability Analyzer is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.1k tokens (SKILL.md is roughly 13k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 6.1k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Cve Reachability Analyzer: Deepsec Documentation Guide (vercel-labs/deepsec, 8.1k stars), Shiro Attack CLI (SummerSec/ShiroAttack2, 2.6k stars), Cve Remediation (rundeck/rundeck, 6.3k stars) and Native Dependency Update (mono/SkiaSharp, 5.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ArabelaTso (a GitHub user) maintains it in ArabelaTso/Skills-4-SE, which has 253 GitHub stars. The repository holds 170 skills in this directory. The repository was last updated on August 21, 2026.
Source: ArabelaTso/Skills-4-SE on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.