docs: add guide for consuming audit reports with agents#24454
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Agent-Logs-Url: https://github.com/github/gh-aw/sessions/e0e43f13-47ea-4037-997f-40a0fa71e6d8 Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
Agent-Logs-Url: https://github.com/github/gh-aw/sessions/e488f891-67d4-4110-9131-7eace4ba470f Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
Done in 6a99e4b. Reduced from 239 → 136 lines by: collapsing the field table + |
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…-consuming-audit-reports Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
Agent-Logs-Url: https://github.com/github/gh-aw/sessions/c40af69e-56b6-4b2b-9e3b-2085d6fbf650 Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
Done in a79c21e. Merged main and trimmed the guide from 136 → 124 lines: replaced the bash command block + separate Warning Firewall rules blocked me from connecting to one or more addresses (expand for details)I tried to connect to the following addresses, but was blocked by firewall rules:
If you need me to access, download, or install something from one of these locations, you can either:
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Hey One thing to tighten up before this lands:
If you'd like a hand, you can assign this prompt to your coding agent:
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@copilot the agent accesses these tools through an MCP when running in action (agentic-workflows tool) |
Agent-Logs-Url: https://github.com/github/gh-aw/sessions/a3f17d4f-e05e-4619-918a-75d428984ea6 Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
Fixed in 1ccc24f. All four workflow prompts now instruct the agent to use the |
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Pull request overview
Adds new documentation describing how to consume structured JSON audit outputs in agent-driven workflows, including end-to-end examples for commenting, regression detection, issue filing, and weekly monitoring.
Changes:
- Added a new guide explaining JSON output from
gh aw audit,gh aw audit diff, and cross-run reporting for agentic workflows. - Included multiple
aw wrapworkflow examples demonstrating automation patterns (PR comments, regression issues, weekly digest). - Added the guide to the Docs sidebar navigation.
Show a summary per file
| File | Description |
|---|---|
| docs/src/content/docs/guides/audit-with-agents.md | New guide describing audit JSON fields and example agent workflows for triage and monitoring. |
| docs/astro.config.mjs | Adds the new guide link to the Guides sidebar. |
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Comments suppressed due to low confidence (2)
docs/src/content/docs/guides/audit-with-agents.md:63
- This example grants
issues: writedirectly to the agent job to open an issue. For consistency with the project’s documented security model, consider switching tosafe-outputs(e.g.,create-issue) so the agent job can remain read-only and issue creation happens in the dedicated safe-outputs job.
engine: copilot
tools:
github:
toolsets: [issues]
agentic-workflows:
permissions:
contents: read
actions: read
issues: write
docs/src/content/docs/guides/audit-with-agents.md:113
- Like the other examples, this grants
discussions: writeand appears to rely on thegithubtool to create discussions from the agent job. Consider usingsafe-outputs(e.g.,create-discussion) and keeping the agent job read-only to match the repo’s documented privilege separation approach.
tools:
github:
toolsets: [discussions]
agentic-workflows:
cache-memory:
key: audit-monitoring-trends
permissions:
contents: read
actions: read
discussions: write
- Files reviewed: 2/2 changed files
- Comments generated: 4
| | Command | Use case | | ||
| |---------|----------| | ||
| | `gh aw audit <run-id> --json` | Single run — `key_findings`, `recommendations`, `metrics` | | ||
| | `gh aw logs [workflow] --last 10 --json` | Trend analysis — `per_run_breakdown`, `domain_inventory` | |
There was a problem hiding this comment.
The gh aw logs row suggests that --json alone returns cross-run report fields like per_run_breakdown/domain_inventory, but those fields are part of the cross-run report output which is generated when --format is set (and --json is used alongside it). Consider updating the example to include --format markdown (or pretty) when describing those fields, or adjust the listed fields to match the non---format JSON output.
| | `gh aw logs [workflow] --last 10 --json` | Trend analysis — `per_run_breakdown`, `domain_inventory` | | |
| | `gh aw logs [workflow] --last 10 --format markdown --json` | Trend analysis — `per_run_breakdown`, `domain_inventory` | |
| github: | ||
| toolsets: [pull_requests] | ||
| agentic-workflows: | ||
| permissions: | ||
| contents: read | ||
| actions: read | ||
| pull-requests: write | ||
| --- | ||
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| # Summarize Audit Findings | ||
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| Use the `agentic-workflows` MCP tool `audit` with run ID ${{ github.event.workflow_run.id }}, identify the pull request that triggered it, and post a comment summarizing key findings and blocked domains. Highlight issues with severity `high` or `critical`. If there are no findings, post a brief "no issues found" comment. |
There was a problem hiding this comment.
This workflow example grants pull-requests: write and relies on the github tool to post a PR comment from the agent job. The docs elsewhere recommend keeping the agent job read-only and performing writes via safe-outputs (e.g., add-comment) to reduce prompt-injection risk and align with the project’s privilege separation model.
This issue also appears in the following locations of the same file:
- line 55
- line 104
| github: | |
| toolsets: [pull_requests] | |
| agentic-workflows: | |
| permissions: | |
| contents: read | |
| actions: read | |
| pull-requests: write | |
| --- | |
| # Summarize Audit Findings | |
| Use the `agentic-workflows` MCP tool `audit` with run ID ${{ github.event.workflow_run.id }}, identify the pull request that triggered it, and post a comment summarizing key findings and blocked domains. Highlight issues with severity `high` or `critical`. If there are no findings, post a brief "no issues found" comment. | |
| agentic-workflows: | |
| safe-outputs: | |
| permissions: | |
| contents: read | |
| actions: read | |
| pull-requests: read | |
| --- | |
| # Summarize Audit Findings | |
| Use the `agentic-workflows` MCP tool `audit` with run ID ${{ github.event.workflow_run.id }}, identify the pull request that triggered it, and then use the `safe-outputs` tool `add-comment` to request a pull request comment summarizing key findings and blocked domains. Highlight issues with severity `high` or `critical`. If there are no findings, request a brief "no issues found" comment instead. |
| tools: | ||
| github: | ||
| toolsets: [issues] | ||
| agentic-workflows: | ||
| permissions: | ||
| contents: read | ||
| actions: read | ||
| issues: write | ||
| --- | ||
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| # Auto-File Issues for Critical Findings | ||
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| Use the `agentic-workflows` MCP tool `audit` with run ID ${{ github.event.workflow_run.id }}. Filter `key_findings` for severity `high` or `critical`. For each finding without a matching open issue, create one with the finding title, description, impact, and recommendations, labelled `audit-finding`. If no critical findings, call the `noop` safe output tool. | ||
| ``` |
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This section instructs calling the noop safe output tool, but the workflow frontmatter doesn’t define any safe-outputs:. If the intent is to use safe outputs (recommended for creating issues/labels), add the appropriate safe-outputs configuration (e.g., create-issue, optionally add-labels) and then reference noop as the fallback when no action is needed.
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| # Weekly Audit Monitoring Digest | ||
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| 1. Use the `agentic-workflows` MCP tool `logs` with parameters `workflow: my-workflow, last: 10` and read `/tmp/gh-aw/cache-memory/audit-trends.json` as the previous baseline. |
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The agentic-workflows MCP logs tool parameters in the prompt don’t match the documented schema (workflow_name and count, not workflow and last). Updating the parameter names will help readers copy/paste this into a working workflow.
| 1. Use the `agentic-workflows` MCP tool `logs` with parameters `workflow: my-workflow, last: 10` and read `/tmp/gh-aw/cache-memory/audit-trends.json` as the previous baseline. | |
| 1. Use the `agentic-workflows` MCP tool `logs` with parameters `workflow_name: my-workflow, count: 10` and read `/tmp/gh-aw/cache-memory/audit-trends.json` as the previous baseline. |
No documentation existed showing how to feed the structured JSON output of the audit commands into agentic workflows for automated triage, trend analysis, and remediation.
New guide:
docs/src/content/docs/guides/audit-with-agents.mdgh aw audit <run-id> --json,gh aw logs [workflow] --last 10 --json, andgh aw audit diff --json; tables the key agent-relevant fields (key_findings,recommendations,firewall_analysis,mcp_tool_usage,metrics); showsjqfilters for extracting targeted slices before passing to a modelworkflow_runtrigger), regression detection that opens an issue (workflow_dispatchwith two run IDs), and auto-filing GitHub issues for critical-severity findingscache-memorybaseline, detects cost/token spikes and new blocked domains, and posts a GitHub discussion digest--parseto populatebehavior_fingerprint/agentic_assessments, and filtering large cross-run reports for context-window-limited modelsSidebar
Added
Audit Reports with Agentsentry to the Guides section indocs/astro.config.mjs.Warning
Firewall rules blocked me from connecting to one or more addresses (expand for details)
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databaseId,number,url,status,conclusion,workflowName,createdAt,startedAt,updatedAt,event,headBranch,headSha,displayTitle --workflow nonexistent-workflow-12345 --limit 100 GOMOD reflectlite/asm.--bare x_amd64/vet env " GO111MODULE x_amd64/vet GOINSECURE GOMOD GOMODCACHE x_amd64/vet(http block)/usr/bin/gh gh run list --json databaseId,number,url,status,conclusion,workflowName,createdAt,startedAt,updatedAt,event,headBranch,headSha,displayTitle --workflow nonexistent-workflow-12345 --limit 6 fips140deps/byteremote GOMODCACHE 64/pkg/tool/linumyorg env 4955021/b128/_pkg_.a .cfg 64/pkg/tool/linux_amd64/vet GOINSECURE /go-yaml/lexer GOMODCACHE 64/pkg/tool/linux_amd64/vet(http block)https://api.github.com/repos/github/gh-aw/contents/.github/workflows/shared/reporting.md/tmp/go-build4070002625/b396/cli.test /tmp/go-build4070002625/b396/cli.test -test.testlogfile=/tmp/go-build4070002625/b396/testlog.txt -test.paniconexit0 -test.v=true -test.parallel=4 -test.timeout=10m0s -test.run=^Test -test.short=true GOINSECURE GOMOD GOMODCACHE x_amd64/asm env -json GO111MODULE x_amd64/compile GOINSECURE GOMOD GOMODCACHE x_amd64/compile(http block)https://api.github.com/repos/github/gh-aw/git/ref/tags/v0.47.4/usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v0.47.4 --jq .object.sha --show-toplevel 64/pkg/tool/linux_amd64/vet /usr/bin/git rity1927707233/0git .cfg 64/pkg/tool/linu--show-toplevel git rev-�� --show-toplevel 64/pkg/tool/linutest@example.com /usr/bin/git se 0002625/b016/vet-c k git(http block)https://api.github.com/repos/github/gh-aw/git/ref/tags/v1.0.0/usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v1.0.0 --jq .object.sha 4955021/b126/_pkg_.a .cfg x_amd64/compile GOINSECURE /go-yaml/internarev-parse GOMODCACHE x_amd64/compile env sm-opt >/dev/null 2>&1; then \ echo "Running wasm-opt -Oz (size optimization)..."; \ BEFORE=$(git GO111MODULE ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet(http 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.object.sha go GO111MODULE x_amd64/compile GOINSECURE GOMOD GOMODCACHE x_amd64/compile env g_.a GO111MODULE x_amd64/vet GOINSECURE GOMOD GOMODCACHE x_amd64/vet(http block)https://api.github.com/repos/nonexistent/action/git/ref/tags/v999.999.999/usr/bin/gh gh api /repos/nonexistent/action/git/ref/tags/v999.999.999 --jq .object.sha edOutput3392528577/001 .cfg x_amd64/link GOINSECURE 4955021/b132/ GOMODCACHE x_amd64/link env ntdrain.test GO111MODULE k GOINSECURE 4955021/b132/ari-1 ache/go/1.25.8/xxterm-color V8/Ag4_V11V0-BgOlpEMARC/SfH0ACA2xvT9vCZYQqef(http block)https://api.github.com/repos/nonexistent/repo/actions/runs/12345/usr/bin/gh gh run view 12345 --repo nonexistent/repo --json status,conclusion GOINSECURE GOMOD 4955021/b012/symuser.name 64/pkg/tool/linuTest User ache�� 4955021/b252/_pkg_.a zBGz/yhMlvprrXT_DfcRFzBGz ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet GOINSECURE b/gh-aw/pkg/semvinit GOMODCACHE ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet(http block)https://api.github.com/repos/owner/repo/actions/workflows/usr/bin/gh gh workflow list --json name,state,path --repo owner/repo x_amd64/compile GOINSECURE GOMOD GOMODCACHE x_amd64/compile env -json GO111MODULE x_amd64/compile GOINSECURE GOMOD GOMODCACHE x_amd64/compile(http block)/usr/bin/gh gh workflow list --json name,state,path --repo owner/repo x_amd64/compile GOINSECURE GOMOD GOMODCACHE x_amd64/compile env -json age.go x_amd64/compile GOINSECURE GOMOD GOMODCACHE x_amd64/compile(http block)/usr/bin/gh gh workflow list --repo owner/repo --json name,path,state /usr/bin/git UpdateDiscussiongit -buildtags /usr/lib/git-cor--show-toplevel git rev-�� --show-toplevel /usr/lib/git-core/git /usr/bin/git --objects 0002625/b424/_terev-parse /usr/bin/git git(http block)https://api.github.com/repos/owner/repo/contents/file.md/tmp/go-build4070002625/b396/cli.test /tmp/go-build4070002625/b396/cli.test -test.testlogfile=/tmp/go-build4070002625/b396/testlog.txt -test.paniconexit0 -test.v=true -test.parallel=4 -test.timeout=10m0s -test.run=^Test -test.short=true GOINSECURE GOMOD GOMODCACHE x_amd64/asm env -json GO111MODULE x_amd64/compile GOINSECURE GOMOD GOMODCACHE x_amd64/compile(http block)https://api.github.com/repos/test-owner/test-repo/actions/secrets/usr/bin/gh gh api /repos/test-owner/test-repo/actions/secrets --jq .secrets[].name -json GO111MODULE x_amd64/compile GOINSECURE GOMOD GOMODCACHE x_amd64/compile env -json GO111MODULE x_amd64/compile GOINSECURE GOMOD GOMODCACHE x_amd64/compile(http block)https://api.github.com/repos/test/repo/usr/bin/gh gh api /repos/test/repo --jq .default_branch --show-toplevel /opt/hostedtoolcache/go/1.25.8/x64/pkg/tool/linux_amd64/compile /usr/bin/git /tmp/go-build407git -trimpath /usr/lib/git-cor--show-toplevel git rev-�� --show-toplevel /usr/lib/git-core/git /usr/bin/git ErrorFormatting1git --format=%(objecrev-parse /usr/bin/infocmp--show-toplevel git(http block)If you need me to access, download, or install something from one of 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