Snapshot
boostsecurityio/poutine
Run snapshot regression tests after changes to OPA rules, scanners, analyzers, or formatters to detect output regressions.
Analyze a Go codebase to determine if it is impacted by a specific CVE using multiple verification methods and assign a risk level
$ npx skills add openshift-eng/ai-helpers --skill codebase-impact-analysis -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install openshift-eng/ai-helpers codebase-impact-analysis --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/openshift-eng/ai-helpers.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/compliance/skills/codebase-impact-analysis .claude/skills/codebase-impact-analysis && 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 "codebase-impact-analysis" agent skill from https://github.com/openshift-eng/ai-helpers/tree/main/plugins/compliance/skills/codebase-impact-analysis into .claude/skills/codebase-impact-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-impact-analysis", 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/openshift-eng/ai-helpers/tree/main/plugins/compliance/skills/codebase-impact-analysisType 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 openshift-eng/ai-helpers --skill codebase-impact-analysis -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install openshift-eng/ai-helpers codebase-impact-analysis --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openshift-eng/ai-helpers.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/compliance/skills/codebase-impact-analysis .agents/skills/codebase-impact-analysis && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "codebase-impact-analysis" agent skill from https://github.com/openshift-eng/ai-helpers/tree/main/plugins/compliance/skills/codebase-impact-analysis into .agents/skills/codebase-impact-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-impact-analysis", 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 openshift-eng/ai-helpers --skill codebase-impact-analysis -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install openshift-eng/ai-helpers codebase-impact-analysis --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openshift-eng/ai-helpers.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/compliance/skills/codebase-impact-analysis .cursor/skills/codebase-impact-analysis && 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 "codebase-impact-analysis" agent skill from https://github.com/openshift-eng/ai-helpers/tree/main/plugins/compliance/skills/codebase-impact-analysis into .cursor/skills/codebase-impact-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-impact-analysis", 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/openshift-eng/ai-helpers.git --path plugins/compliance/skills/codebase-impact-analysis--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 openshift-eng/ai-helpers --skill codebase-impact-analysis -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install openshift-eng/ai-helpers codebase-impact-analysis --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openshift-eng/ai-helpers.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/compliance/skills/codebase-impact-analysis .gemini/skills/codebase-impact-analysis && 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 "codebase-impact-analysis" agent skill from https://github.com/openshift-eng/ai-helpers/tree/main/plugins/compliance/skills/codebase-impact-analysis into .gemini/skills/codebase-impact-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-impact-analysis", 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 openshift-eng/ai-helpers codebase-impact-analysisInstalls 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 openshift-eng/ai-helpers --skill codebase-impact-analysis -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/openshift-eng/ai-helpers.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/compliance/skills/codebase-impact-analysis .github/skills/codebase-impact-analysis && 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 "codebase-impact-analysis" agent skill from https://github.com/openshift-eng/ai-helpers/tree/main/plugins/compliance/skills/codebase-impact-analysis into .github/skills/codebase-impact-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-impact-analysis", 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 openshift-eng/ai-helpers --skill codebase-impact-analysis -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install openshift-eng/ai-helpers codebase-impact-analysis --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openshift-eng/ai-helpers.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/compliance/skills/codebase-impact-analysis .opencode/skills/codebase-impact-analysis && 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 "codebase-impact-analysis" agent skill from https://github.com/openshift-eng/ai-helpers/tree/main/plugins/compliance/skills/codebase-impact-analysis into .opencode/skills/codebase-impact-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-impact-analysis", 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.
codebase-impact-analysisAnalyze a Go codebase to determine if it is impacted by a specific CVE using multiple verification methods and assign a risk level
Codebase Impact Analysis is an agent skill from openshift-eng/ai-helpers. Analyze a Go codebase to determine if it is impacted by a specific CVE using multiple verification methods and assign a risk level
Its SKILL.md is about 4.2k 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 Vulnerability scanning. It works with Go. The repository describes itself as: Developer productivity tools for Claude Code & other AI assistants. The licence is Apache-2.0.
4 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit a627176. 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.
Shell commands in SKILL.md call:
goFrom 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.
Codebase Impact Analysis loads about 4.2k tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 1,528 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 openshift-eng/ai-helpers at commit a627176, republished under its Apache-2.0 licence (© openshift-eng). 1,528 words, ~4,224 tokens.
.claude/skills/codebase-impact-analysis/SKILL.md (or your agent's skills folder).Determines whether a Go codebase is impacted by a specific CVE by applying multiple analysis methods with increasing confidence, collecting evidence, and assigning a risk level.
Use this skill when:
go toolchain with go.mod in workspace rootgovulncheck: go install golang.org/x/vuln/cmd/govulncheck@latestcallgraph: go install golang.org/x/tools/cmd/callgraph@latestdigraph: go install golang.org/x/tools/cmd/digraph@latestFrom Phase 1 (cve-intelligence-gathering skill):
From Parent Command:
--algo preference for call graph analysis (default: vta)REPO_DIR — the repository cloned in Phase 0.7 (e.g. .work/compliance/analyze-cve/repos/hypershift). All commands below run against this directory, not necessarily the shell's current working directory.# Parse dependencies from go.mod
go list -m all
# Get detailed dependency info
go list -m -json allgo.mod from workspace rootApply the following methods in order. Each provides increasing confidence.
go.mod dependencies# Check if vulnerable package is a dependency
go list -m <vulnerable-package>Decision Point:
CRITICAL RULES — read before running anything:
- Run govulncheck AT MOST ONCE per analysis run. Keep all Method 2 scratch and cache files under
${OUT_DIR}/(same per-CVE workspace as call-graph artifacts). The canonical result is${OUT_DIR}/govulncheck-source.txt— if it already exists and is non-empty for this run, read it and do not re-run.- Never pipe govulncheck to
head,tail,grep, or any other command. Always redirect to a file (> file 2>&1). Piping causes govulncheck to hang (SIGPIPE) when the reader closes.- "No findings" is a valid and final result — it means the CVE is not yet in the Go vuln database. Proceed to Method 3 immediately. Do NOT re-run in a different mode or format.
- Always use
timeout -k 10to force-kill if SIGTERM is ignored. Plaintimeoutsends SIGTERM but govulncheck can ignore it when stuck in package loading.
This method has 4 sequential steps. If any step fails or times out, skip the remaining steps and proceed to Method 3 — govulncheck is one signal, not the only one.
OUT_DIR="${OUT_DIR:-${AI_HELPERS_WORKSPACE:-.}/.work/compliance/analyze-cve/${CVE_ID}}"
mkdir -p "${OUT_DIR}"Step 2a — go.mod check (instant)
VULN_PKG="google.golang.org/grpc" # replace with actual vulnerable package
echo "=== Step 2a: go.mod check for ${VULN_PKG} ==="
grep "${VULN_PKG}" "${REPO_DIR}/go.mod" && echo "FOUND in go.mod" || echo "NOT FOUND in go.mod"Step 2b — Pre-flight: download modules and verify toolchain (max 2 min)
Large repos (300+ deps like spiffe-spire) need all modules cached before govulncheck can load them. Separate this from the scan to isolate network issues from analysis hangs.
cd "${REPO_DIR}"
echo "=== Step 2b: Pre-flight ==="
# Download all modules (network-bound, do first)
echo "Downloading modules..."
timeout -k 10 120 env CGO_ENABLED=0 go mod download > "${OUT_DIR}/go-mod-download.txt" 2>&1
if [ $? -ne 0 ]; then
echo "⚠ go mod download failed or timed out — govulncheck may fail"
cat "${OUT_DIR}/go-mod-download.txt"
fi
# Verify the Go toolchain can load the package graph (CGO disabled first — many repos fail only with CGO enabled)
echo "Loading package list (CGO_ENABLED=0)..."
timeout -k 10 60 env CGO_ENABLED=0 go list ./... > "${OUT_DIR}/go-list-packages.txt" 2>&1
LIST_EXIT=$?
PKG_COUNT=$(wc -l < "${OUT_DIR}/go-list-packages.txt" 2>/dev/null || echo 0)
echo "Package count: ${PKG_COUNT}, exit code: ${LIST_EXIT}"
if [ $LIST_EXIT -ne 0 ]; then
echo "go list with CGO_ENABLED=0 failed — retrying after CGO probe (Step 2c) before skipping govulncheck"
figo list succeeds with CGO_ENABLED=0 → continue to Step 2c, then 2dgo list still fails after Step 2c's CGO probe (with the chosen CGO_SETTING) → write the error to ${OUT_DIR}/govulncheck-source.txt, skip Steps 2c–2d, proceed to Method 3Step 2c — CGO probe (max 60s, skip if compiler absent)
echo "=== Step 2c: CGO probe ==="
CGO_SETTING=0
if command -v gcc >/dev/null 2>&1 || command -v cc >/dev/null 2>&1; then
timeout -k 10 60 env CGO_ENABLED=1 go build ./... > "${OUT_DIR}/cgo-probe.txt" 2>&1
if [ $? -eq 0 ]; then
CGO_SETTING=1
echo "✓ CGO works — using CGO_ENABLED=1"
else
echo "✗ CGO build failed — using CGO_ENABLED=0"
fi
else
echo "✗ No C compiler — using CGO_ENABLED=0"
fi
echo "CGO_ENABLED=${CGO_SETTING}"
if [ $LIST_EXIT -ne 0 ]; then
echo "Retrying go list with CGO_ENABLED=${CGO_SETTING}..."
timeout -k 10 60 env CGO_ENABLED=${CGO_SETTING} go list ./... > "${OUT_DIR}/go-list-packages.txt" 2>&1
LIST_EXIT=$?
PKG_COUNT=$(wc -l < "${OUT_DIR}/go-list-packages.txt" 2>/dev/null || echo 0)
echo "Retry package count: ${PKG_COUNT}, exit code: ${LIST_EXIT}"
if [ $LIST_EXIT -ne 0 ]; then
echo "✗ go list failed after CGO probe — skipping govulncheck entirely"
echo "go list failed (exit ${LIST_EXIT})" > "${OUT_DIR}/govulncheck-source.txt"
cat "${OUT_DIR}/go-list-packages.txt" >> "${OUT_DIR}/govulncheck-source.txt"
fi
figo list still fails after retry → ${OUT_DIR}/govulncheck-source.txt is populated; skip Step 2d and proceed to Method 3go list succeeds → continueStep 2d — govulncheck scan (max 5 min)
Use -scan=package first (fast, checks if CVE is in vuln DB and package imported). Only escalate to symbol-level if package-level finds something.
if [ ! -s "${OUT_DIR}/govulncheck-source.txt" ] && [ $LIST_EXIT -eq 0 ]; then
# Package-level scan first (fast — no symbol resolution)
echo "=== Step 2d: govulncheck package scan ==="
timeout -k 10 120 env CGO_ENABLED=${CGO_SETTING} govulncheck -scan=package ./... > "${OUT_DIR}/govulncheck-package.txt" 2>&1
PKG_EXIT=$?
echo "govulncheck -scan=package exit: ${PKG_EXIT}"
cat "${OUT_DIR}/govulncheck-package.txt"
# Check if the package scan found anything worth escalating to symbol level
if grep -qi "Vulnerability\|finding\|${VULN_PKG}" "${OUT_DIR}/govulncheck-package.txt" 2>/dev/null; then
echo "=== Step 2d: govulncheck symbol scan (escalating — CVE found at package level) ==="
timeout -k 10 300 env CGO_ENABLED=${CGO_SETTING} govulncheck ./... > "${OUT_DIR}/govulncheck-source.txt" 2>&1
SOURCE_EXIT=$?
if [ $SOURCE_EXIT -eq 124 ] || [ $SOURCE_EXIT -eq 137 ]; then
echo "govulncheck symbol scan timed out or was killed — using package-level results"
cp "${OUT_DIR}/govulncheck-package.txt" "${OUT_DIR}/govulncheck-source.txt"
fi
else
echo "Package scan found no findings — CVE likely not in Go vuln DB yet"
cp "${OUT_DIR}/govulncheck-package.txt" "${OUT_DIR}/govulncheck-source.txt"
fi
echo "govulncheck complete"
else
echo "=== govulncheck (using cached result) ==="
fi
cat "${OUT_DIR}/govulncheck-source.txt"
# Verify repo is still accessible after govulncheck
echo "=== Post-govulncheck repo check ==="
ls "${REPO_DIR}/go.mod" > /dev/null 2>&1 && echo "✓ Repo intact at ${REPO_DIR}" || echo "✗ WARNING: Repo missing at ${REPO_DIR}"${OUT_DIR}/govulncheck-source.txt as a workflow artifactDecision Point — govulncheck is ONE signal. Always continue to Method 3 next.
# Verify package is included (directly or transitively)
go list -mod=mod <vulnerable-package>Note: Package presence alone doesn't prove vulnerable functions are called.
Delegate to the call-graph-analysis skill.
--algo preference from user, vulnerable function signature, package pathScope rule: Never invoke
callgraphwith./.... Always target a specific main package (e.g../cmd/controller,.). The tool resolves transitive dependencies automatically. Running on./...causes VTA to exhaust resources on repos with >50 packages (external-secrets has 138, spiffe-spire has 300+). See the call-graph-analysis skill for the progressive fallback chain (vta→rta→cha).
This method is REQUIRED whenever the vulnerable package is present in go.mod — regardless of what Methods 2, 3, or 4 found. Source code analysis (Method 4) is heuristic: it can miss indirect calls through interfaces, generated code, and runtime dispatch. Only a call graph provides provable reachability.
Valid reasons to skip call graph:
go.mod (genuinely unreachable — LOW RISK by definition)NOT a valid reason to skip:
Each method provides increasing confidence:
go.mod (Method 1, 3)govulncheck confirms reachable vulnerable symbols (Method 2)Required minimum: If the package is in go.mod, the analysis is not complete until Method 5 has run or a valid skip reason has been documented. Never stop at Method 4 alone.
Collect evidence from all methods used:
go.mod entries, go list output, version info${AI_HELPERS_WORKSPACE:-.}/.work/compliance/analyze-cve/{CVE-ID}/callgraph.svg, outside REPO_DIR)govulncheck output, vulnerability findingsEvaluate all evidence and assign a risk level. The determination should be data-driven, not formula-based.
HIGH RISK:
govulncheck confirms called vulnerable symbols (package-level import alone is not sufficient)MEDIUM RISK:
LOW RISK:
NEEDS REVIEW:
go.mod but call graph was skipped for any reason other than package absence or build failure — escalate; do not leave as LOW based on source code analysis aloneRule: If package is in
go.modand call graph was skipped because source analysis "found nothing", assign NEEDS REVIEW, not LOW RISK. Document the skip reason explicitly.
Return structured result to parent command:
{
"skill": "codebase-impact-analysis",
"status": "success",
"risk_level": "<HIGH|MEDIUM|LOW|NEEDS_REVIEW>",
"methods_used": ["dependency_matching", "govulncheck", "direct_dependency_check", "source_code_analysis", "call_graph", "context_analysis"],
"evidence": {
"dependency": {
"package_found": true,
"current_version": "<version>",
"dependency_type": "<direct|indirect>",
"in_vulnerable_range": true
},
"govulncheck": {
"ran": true,
"cve_found": true,
"vulnerable_symbols_called": true
},
"call_graph": {
"ran": true,
"algorithm": "<vta|rta|cha|static>",
"reachable_from_main": true,
"call_chain": "main -> handler -> parse -> VULN",
"evidence_files": ["callgraph.dot", "callgraph.svg"],
"skip_reason": "<null if ran | 'package_not_in_gomod' | 'build_failure' | 'unknown_function_signature'>"
},
"source_analysis": {
"import_found": true,
"function_usage_found": true,
"files": ["<file1>:<line>", "<file2>:<line>"]
},
"mitigation_factors": []
},
"confidence_assessment": {
"level": "<HIGH|MEDIUM|LOW>",
"methods_count": 4,
"gaps": ["<any gaps in analysis>"]
}
}vta → rta → cha), always targeting a specific main package. Never use ./... as scope.skip_reason: unknown_function_signature, assign MEDIUM at best — do NOT assign LOW based on source analysis aloneThis skill is called from Phase 2 of the analyze-cve skill, after the Repo Guard has confirmed REPO_DIR still exists.
Input: CVE profile from Phase 1, --algo preference from user, REPO_DIR set in Phase 0.7
Output: Risk level, evidence package, confidence assessment
Next: The analyze-cve skill uses risk level to decide whether to generate report and proceed to remediation
© openshift-eng, 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
Just SKILL.md in plugins/compliance/skills/codebase-impact-analysis of openshift-eng/ai-helpers.
Open the folder on GitHubat commit a627176
Codebase Impact Analysis 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 |
|---|---|---|---|---|---|---|
| Codebase Impact Analysis this skillopenshift-eng/ai-helpers | 120 | — | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Snapshotboostsecurityio/poutine | 522 | — | ~214 | Automated safety check: Pass | Apache-2.0 | |
| Dependency Vulnerability AuditHabitat-Thinking/ai-literacy-superpowers | 114 | — | ~2.1k | Automated safety check: Pass | Custom licence | |
| Golang Pkg Go Devcontext-labs/whip | 1.1k | 2 repos | ~3k | Automated safety check: Pass | MIT | |
| Docsboostsecurityio/poutine | 522 | — | ~336 | Automated safety check: Pass | Apache-2.0 | |
| Cve Remediator V2kubernetes-sigs/cloud-provider-azure | 294 | — | ~2.5k | Automated safety check: Pass | Apache-2.0 |
boostsecurityio/poutine
Run snapshot regression tests after changes to OPA rules, scanners, analyzers, or formatters to detect output regressions.
Habitat-Thinking/ai-literacy-superpowers
A skill your agent uses when auditing project dependencies for known vulnerabilities, supply chain risk, or provenance issues — covers Go modules, Maven/JVM, and CI integration for automated scanning
context-labs/whip
Golang package/module docs via godig, a pkg.go.dev API client (CLI + MCP) — APIs, symbols, versions, importers, licenses, vulnerabilities.
boostsecurityio/poutine
Update project documentation when features are added or changed.
kubernetes-sigs/cloud-provider-azure
Raise Go modules to caller-supplied minimum fixed versions from CVE/GO findings in any format, per tracked module root, sync go.mod/go.sum and root vendor/, audit the source module graphs, run the…
boostsecurityio/poutine
Update the embedded build platform vulnerability database from the CVE Project's cvelistV5 repository.
openshift-eng/ai-helpers
Find and independently validate actionable reliability defects across OpenShift release jobs and presubmits, then export portable issue handoffs.
openshift-eng/ai-helpers
Fetch and address all PR review comments — categorize by priority, make code changes, post replies, and push.
openshift-eng/ai-helpers
Categorize Jira issues into Red Hat Sankey Activity Type categories using MCP Jira tools.
openshift-eng/ai-helpers
Decide whether a GitHub PR has unanswered authorized review comments or new required CI failures worth a follow-up agent.
openshift-eng/ai-helpers
Analyze OpenShift must-gather diagnostic data including cluster operators, pods, nodes, and network components.
openshift-eng/ai-helpers
Schema for the autodl JSON data file produced by payload-analysis for database ingestion — you must use this skill whenever generating the autodl JSON file
Works with
Categories
Analyze a Go codebase to determine if it is impacted by a specific CVE using multiple verification methods and assign a risk level. Codebase Impact Analysis is an agent skill from openshift-eng/ai-helpers.
Codebase Impact Analysis fits situations like: tasks that involve Vulnerability scanning.
Run `npx skills add openshift-eng/ai-helpers --skill codebase-impact-analysis -a claude-code`. Or copy the skill folder (plugins/compliance/skills/codebase-impact-analysis in openshift-eng/ai-helpers) into .claude/skills/codebase-impact-analysis in your project. Claude Code loads it when a task matches its description.
Run `npx skills add openshift-eng/ai-helpers --skill codebase-impact-analysis -a codex`. Or copy the skill folder (plugins/compliance/skills/codebase-impact-analysis in openshift-eng/ai-helpers) into .agents/skills/codebase-impact-analysis 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 openshift-eng/ai-helpers --skill codebase-impact-analysis -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/codebase-impact-analysis, .gemini/skills/codebase-impact-analysis, .github/skills/codebase-impact-analysis and .opencode/skills/codebase-impact-analysis in your project.
Going by SKILL.md and its folder, Codebase Impact Analysis needs the command-line tools its instructions call (go).
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.
Codebase Impact Analysis 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 4.2k tokens (SKILL.md is roughly 17k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Codebase Impact Analysis: Snapshot (boostsecurityio/poutine, 522 stars), Dependency Vulnerability Audit (Habitat-Thinking/ai-literacy-superpowers, 114 stars), Golang Pkg Go Dev (context-labs/whip, 1.1k stars) and Docs (boostsecurityio/poutine, 522 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
openshift-eng (a GitHub organization) maintains it in openshift-eng/ai-helpers, which has 120 GitHub stars. The repository holds 118 skills in this directory. The repository was last updated on October 6, 2026.
Source: openshift-eng/ai-helpers on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.