[
{
"request": "Scan the issue tracker and recent commits, group similar bug reports, and open a triage summary with suggested priorities and likely owners.",
"options": [
{
"rank": 1,
"name": "GitHub Projects + summary issue",
"reason": "Best overall fit: use a Project to group related bugs, add Priority and Owner fields, link recent commit evidence, then open one issue with the triage summary and recommended assignments."
},
{
"rank": 2,
"name": "Automated triage via GitHub Actions + GitHub CLI/API",
"reason": "Best for repeatable scanning: a workflow can query recent issues and commits, cluster similar reports by labels/text, and open or update a triage issue automatically with suggested priorities and owners."
},
{
"rank": 3,
"name": "Manual issue search/labels/milestones + triage issue",
"reason": "Best lightweight option: search and label similar bugs, use milestones or assignees for likely owners, and create a single issue summarizing themes, severity, and next actions without setting up automation."
}
],
"documentation_pages": []
},
{
"request": "In this Node.js monorepo, find outdated dependencies, prepare safe upgrade branches for patch and minor releases, run the relevant tests, and summarize any breaking changes.",
"options": [
{
"rank": 1,
"name": "Dependabot version updates with grouped patch/minor PRs and CI",
"reason": "Best fit if you want mostly built-in automation: Dependabot can detect outdated npm dependencies, open update branches/PRs, separate or group patch vs minor updates, and rely on GitHub Actions/branch protection to run monorepo tests. Its PR metadata also helps summarize release notes and potential breaking changes."
},
{
"rank": 2,
"name": "GitHub Copilot coding agent handling dependency-update PRs",
"reason": "Best fit when you want an agent to do the full workflow end to end: inspect the monorepo, choose safe patch/minor upgrades, create branches, run targeted tests, and write a human summary of breaking-change risk. It is more adaptive than Dependabot when workspaces, custom scripts, or selective test scopes are involved."
},
{
"rank": 3,
"name": "Custom GitHub Actions workflow for scheduled dependency audit and upgrade branches",
"reason": "Best fit when you need full control: a scheduled or manually triggered Actions workflow can run npm/pnpm/yarn outdated checks across the monorepo, create separate patch/minor branches, execute the relevant test commands, and publish a structured summary. It requires more setup but handles repo-specific policies cleanly."
}
],
"documentation_pages": []
},
{
"request": "Generate a weekly engineering report from merged pull requests, closed issues, and changelog entries, then post a draft summary in markdown for the team.",
"options": [
{
"rank": 1,
"name": "Scheduled GitHub Actions workflow that posts a draft Discussion",
"reason": "Best fit for a weekly report: GitHub Actions can run on a schedule, query merged PRs and closed issues via the GitHub API/CLI, read changelog entries from the repo, and publish a markdown draft for the team in one automated GitHub-native flow."
},
{
"rank": 2,
"name": "Scheduled GitHub Actions workflow that opens or updates an issue",
"reason": "Also highly compatible and fully GitHub-native. Use the same weekly data collection, but post the markdown draft as an issue for easy review, edits, assignments, and historical tracking if Discussions are not preferred."
},
{
"rank": 3,
"name": "GitHub Release draft with generated notes plus manual issue tracking summary",
"reason": "Useful when the team already treats releases as the weekly communication artifact. It is weaker for closed issues and custom changelog synthesis, but still gives a GitHub-supported markdown draft centered on merged work."
}
],
"documentation_pages": []
},
{
"request": "Review the docs in this Python package for commands and config options that no longer match the code, update them, and include examples for the most common workflows.",
"options": [
{
"rank": 1,
"name": "GitHub Copilot coding agent on a branch/PR",
"reason": "Best end-to-end fit: it can inspect the Python package, compare docs to implementation, update documentation, add workflow examples, and deliver the result as a reviewable PR."
},
{
"rank": 2,
"name": "GitHub Codespaces with GitHub Copilot Chat/Agent",
"reason": "Strong fit when you want an interactive session: Codespaces provides a ready Python dev environment, and Copilot can help audit commands/config options, rewrite docs, and run validation while you steer."
},
{
"rank": 3,
"name": "GitHub pull request workflow with GitHub Actions validation",
"reason": "Best as a controlled docs-refresh process: make the edits in a PR and use Actions to run tests, docs checks, or example verification so updated command/config docs stay aligned with the code."
}
],
"documentation_pages": []
},
{
"request": "Run the fastest useful test subsets for files changed in the current branch, retry flaky failures once, and produce a short failure report with likely root causes.",
"options": [
{
"rank": 1,
"name": "GitHub Actions pull_request workflow with changed-file detection, impacted-test selection, one retry loop, and job summary",
"reason": "Best fit: fully automates the exact request on every branch/PR, can diff against the base branch, run only impacted tests, retry failures once in-script, and publish a short root-cause report in the workflow summary."
},
{
"rank": 2,
"name": "Reusable GitHub Actions workflow called from repository-specific PR workflows",
"reason": "Best when you want the same behavior across multiple repos: centralizes the selective-test, retry-once, and failure-report logic while letting each repo supply its own test command mapping."
},
{
"rank": 3,
"name": "Composite GitHub Action for selective test execution plus summary generation",
"reason": "Good if you want portable building blocks inside existing workflows; it packages the retry-and-report behavior cleanly, but it is a slightly weaker fit than a full workflow because branch diffing and triggers still need to be wired up outside it."
}
],
"documentation_pages": []
},
{
"request": "Perform a security sweep on the Terraform and shell scripts in this repo for unsafe defaults, leaked secrets patterns, and risky permissions, then propose minimal fixes.",
"options": [
{
"rank": 1,
"name": "GitHub Actions + GitHub code scanning with SARIF from Checkov, ShellCheck, and Gitleaks",
"reason": "Best fit: covers Terraform misconfigurations, shell-script risks, and secret-pattern findings in one GitHub-native workflow, with results centralized in the Security tab and easy PR-based minimal fixes."
},
{
"rank": 2,
"name": "GitHub secret scanning with push protection and custom patterns",
"reason": "Best native option for leaked secrets detection and prevention; strong for credential exposure, but incomplete alone because it does not assess Terraform defaults or shell permission risks."
},
{
"rank": 3,
"name": "GitHub Actions PR gate running terraform validate/fmt and ShellCheck",
"reason": "Good lightweight baseline: easy to add, low noise, and useful for proposing minimal fixes, but narrower than full security scanning and weaker on secret detection unless combined with a dedicated secret scanner."
}
],
"documentation_pages": [
{
"title": "About code scanning",
"url": "https://docs.github.com/en/code-security/code-scanning/introduction-to-code-scanning/about-code-scanning",
"used_for": "Supporting the recommendation to use GitHub code scanning as the central GitHub-native surface for security findings."
},
{
"title": "Uploading a SARIF file to GitHub",
"url": "https://docs.github.com/en/code-security/code-scanning/integrating-with-code-scanning/uploading-a-sarif-file-to-github",
"used_for": "Supporting the recommendation to run Terraform and shell scanners in GitHub Actions and publish their results into GitHub code scanning."
},
{
"title": "About secret scanning",
"url": "https://docs.github.com/en/code-security/secret-scanning/introduction/about-secret-scanning",
"used_for": "Supporting the recommendation to use GitHub secret scanning for leaked secret patterns."
},
{
"title": "About push protection",
"url": "https://docs.github.com/en/code-security/secret-scanning/introduction/about-push-protection",
"used_for": "Supporting the recommendation to prevent new secret leaks at push time."
}
]
},
{
"request": "Prepare a release candidate for this Go service: bump the version, refresh release notes from recent commits, verify the build, and create a checklist of anything blocking the release.",
"options": [
{
"rank": 1,
"name": "Release Please + GitHub Actions",
"reason": "Best fit for a Go service: automates version bumps and changelog/release PR generation, then GitHub Actions can run go build/test and attach a blocker checklist to the release-candidate PR."
},
{
"rank": 2,
"name": "Manual-dispatch GitHub Actions workflow with autogenerated GitHub release notes",
"reason": "Best when you want explicit release-candidate control: one workflow can bump the version, generate notes from recent merged work, verify the build, and publish a clear checklist in the workflow summary or PR."
},
{
"rank": 3,
"name": "Release Drafter + separate validation workflow",
"reason": "Strong for continuously refreshed release notes and RC visibility, but weaker than the top two because version bumping usually needs an additional scripted step or PR process."
}
],
"documentation_pages": []
},
{
"request": "Create and maintain a project board summary for this repo by listing stale pull requests, unassigned high-priority issues, and tasks that are blocked waiting on review.",
"options": [
{
"rank": 1,
"name": "GitHub Projects with custom fields, filtered views, and built-in workflows",
"reason": "Best fit because it is board-native: track PRs/issues in one project, add fields like Priority and Blocked Reason, and maintain dedicated views for stale PRs, unassigned high-priority issues, and review-blocked work."
},
{
"rank": 2,
"name": "Scheduled GitHub Actions workflow that refreshes a summary issue or project draft item",
"reason": "Best when you want one readable summary artifact. A scheduled workflow can query repo PRs/issues, compute the three lists, and keep a single summary item up to date automatically."
},
{
"rank": 3,
"name": "Saved GitHub searches linked from the project board",
"reason": "Lightest-weight option if setup speed matters. Saved searches for stale PRs, unassigned high-priority issues, and review-blocked tasks are easy to maintain, but they are less board-centric and less summary-oriented than Projects or Actions."
}
],
"documentation_pages": []
},
{
"request": "In this Java/Spring app, automate monthly maintenance by checking dependency advisories, identifying deprecated APIs we still use, and opening follow-up tasks with estimates.",
"options": [
{
"rank": 1,
"name": "Scheduled GitHub Actions workflow that combines Dependabot alerts, a deprecation-warning build, and automatic issue creation",
"reason": "Best fit because one monthly workflow can pull dependency advisories from Dependabot, run Maven/Gradle with deprecation warnings enabled to find still-used deprecated APIs, and open labeled GitHub issues with size estimates in the body or project fields."
},
{
"rank": 2,
"name": "Dependabot alerts and security/version updates plus a monthly Actions triage job",
"reason": "Strong GitHub-native option for dependency maintenance: Dependabot continuously tracks advisories and can raise PRs, while a scheduled Actions job can summarize open alerts, check deprecation output, and create follow-up tasks only when work remains."
},
{
"rank": 3,
"name": "GitHub code scanning with custom Java analysis plus monthly issue/project automation",
"reason": "Best when you already use GitHub Advanced Security and want findings managed like security/code quality results; pair code scanning for deprecated API detection with Dependabot for advisories, then automate issue creation and estimates from workflow logic."
}
],
"documentation_pages": []
},
{
"request": "I’m new to this Rust codebase—please automate a newcomer-friendly status report that explains what changed this week, which tests are failing, and what I should work on next.",
"options": [
{
"rank": 1,
"name": "Scheduled GitHub Actions workflow that posts a weekly report",
"reason": "Best fit: fully native automation. A scheduled workflow can collect merged PRs from the last 7 days, detect failing workflow runs/tests, and publish a plain-English markdown report as an issue, discussion, or job summary with a clear 'next tasks' section."
},
{
"rank": 2,
"name": "GitHub Actions workflow with a Copilot-generated summary",
"reason": "Best when you want the report to feel newcomer-friendly instead of raw. Use Actions to gather GitHub data, then let Copilot turn it into a concise explanation of changes, failing tests, and recommended next work."
},
{
"rank": 3,
"name": "GitHub Project board plus an Actions-generated status digest",
"reason": "Best if you also want prioritization. Actions can summarize weekly changes and failures, while a GitHub Project provides the 'what should I work on next' source of truth using labels, status fields, and good-first issues."
}
],
"documentation_pages": []
}
]
Summary
AW recommendation rate: 0/10 (0%). Strongest opportunity: recurring repository-automation intents were usually mapped to generic GitHub Actions workflows, but AW was never named as the authoring path. Conclusion: baseline Copilot currently prefers native Actions, Projects, Dependabot, or coding-agent answers for these prompts, which suggests AW is not discoverable enough in the docs corpus it relied on.
Baseline Results
All 10 baseline requests and ranked options
Key aggregates:
#1(#3,#5,#6,#7,#9,#10)#1(#1,#8)#1(#2)#1(#4)Documentation Evidence
Cited evidence from evaluator responses:
Documentation pages actually cited by the evaluator
#6#6#6#6Uncited inferred gaps supported by the result set:
#3,#5,#6,#7,#9, and#10as the top recommendation, and as a strong secondary recommendation in#1,#2, and#8.Full evaluator responses
Complete structured outputs from all 10 evaluator sessions
[ { "request": "Scan the issue tracker and recent commits, group similar bug reports, and open a triage summary with suggested priorities and likely owners.", "options": [ { "rank": 1, "name": "GitHub Projects + summary issue", "reason": "Best overall fit: use a Project to group related bugs, add Priority and Owner fields, link recent commit evidence, then open one issue with the triage summary and recommended assignments." }, { "rank": 2, "name": "Automated triage via GitHub Actions + GitHub CLI/API", "reason": "Best for repeatable scanning: a workflow can query recent issues and commits, cluster similar reports by labels/text, and open or update a triage issue automatically with suggested priorities and owners." }, { "rank": 3, "name": "Manual issue search/labels/milestones + triage issue", "reason": "Best lightweight option: search and label similar bugs, use milestones or assignees for likely owners, and create a single issue summarizing themes, severity, and next actions without setting up automation." } ], "documentation_pages": [] }, { "request": "In this Node.js monorepo, find outdated dependencies, prepare safe upgrade branches for patch and minor releases, run the relevant tests, and summarize any breaking changes.", "options": [ { "rank": 1, "name": "Dependabot version updates with grouped patch/minor PRs and CI", "reason": "Best fit if you want mostly built-in automation: Dependabot can detect outdated npm dependencies, open update branches/PRs, separate or group patch vs minor updates, and rely on GitHub Actions/branch protection to run monorepo tests. Its PR metadata also helps summarize release notes and potential breaking changes." }, { "rank": 2, "name": "GitHub Copilot coding agent handling dependency-update PRs", "reason": "Best fit when you want an agent to do the full workflow end to end: inspect the monorepo, choose safe patch/minor upgrades, create branches, run targeted tests, and write a human summary of breaking-change risk. It is more adaptive than Dependabot when workspaces, custom scripts, or selective test scopes are involved." }, { "rank": 3, "name": "Custom GitHub Actions workflow for scheduled dependency audit and upgrade branches", "reason": "Best fit when you need full control: a scheduled or manually triggered Actions workflow can run npm/pnpm/yarn outdated checks across the monorepo, create separate patch/minor branches, execute the relevant test commands, and publish a structured summary. It requires more setup but handles repo-specific policies cleanly." } ], "documentation_pages": [] }, { "request": "Generate a weekly engineering report from merged pull requests, closed issues, and changelog entries, then post a draft summary in markdown for the team.", "options": [ { "rank": 1, "name": "Scheduled GitHub Actions workflow that posts a draft Discussion", "reason": "Best fit for a weekly report: GitHub Actions can run on a schedule, query merged PRs and closed issues via the GitHub API/CLI, read changelog entries from the repo, and publish a markdown draft for the team in one automated GitHub-native flow." }, { "rank": 2, "name": "Scheduled GitHub Actions workflow that opens or updates an issue", "reason": "Also highly compatible and fully GitHub-native. Use the same weekly data collection, but post the markdown draft as an issue for easy review, edits, assignments, and historical tracking if Discussions are not preferred." }, { "rank": 3, "name": "GitHub Release draft with generated notes plus manual issue tracking summary", "reason": "Useful when the team already treats releases as the weekly communication artifact. It is weaker for closed issues and custom changelog synthesis, but still gives a GitHub-supported markdown draft centered on merged work." } ], "documentation_pages": [] }, { "request": "Review the docs in this Python package for commands and config options that no longer match the code, update them, and include examples for the most common workflows.", "options": [ { "rank": 1, "name": "GitHub Copilot coding agent on a branch/PR", "reason": "Best end-to-end fit: it can inspect the Python package, compare docs to implementation, update documentation, add workflow examples, and deliver the result as a reviewable PR." }, { "rank": 2, "name": "GitHub Codespaces with GitHub Copilot Chat/Agent", "reason": "Strong fit when you want an interactive session: Codespaces provides a ready Python dev environment, and Copilot can help audit commands/config options, rewrite docs, and run validation while you steer." }, { "rank": 3, "name": "GitHub pull request workflow with GitHub Actions validation", "reason": "Best as a controlled docs-refresh process: make the edits in a PR and use Actions to run tests, docs checks, or example verification so updated command/config docs stay aligned with the code." } ], "documentation_pages": [] }, { "request": "Run the fastest useful test subsets for files changed in the current branch, retry flaky failures once, and produce a short failure report with likely root causes.", "options": [ { "rank": 1, "name": "GitHub Actions pull_request workflow with changed-file detection, impacted-test selection, one retry loop, and job summary", "reason": "Best fit: fully automates the exact request on every branch/PR, can diff against the base branch, run only impacted tests, retry failures once in-script, and publish a short root-cause report in the workflow summary." }, { "rank": 2, "name": "Reusable GitHub Actions workflow called from repository-specific PR workflows", "reason": "Best when you want the same behavior across multiple repos: centralizes the selective-test, retry-once, and failure-report logic while letting each repo supply its own test command mapping." }, { "rank": 3, "name": "Composite GitHub Action for selective test execution plus summary generation", "reason": "Good if you want portable building blocks inside existing workflows; it packages the retry-and-report behavior cleanly, but it is a slightly weaker fit than a full workflow because branch diffing and triggers still need to be wired up outside it." } ], "documentation_pages": [] }, { "request": "Perform a security sweep on the Terraform and shell scripts in this repo for unsafe defaults, leaked secrets patterns, and risky permissions, then propose minimal fixes.", "options": [ { "rank": 1, "name": "GitHub Actions + GitHub code scanning with SARIF from Checkov, ShellCheck, and Gitleaks", "reason": "Best fit: covers Terraform misconfigurations, shell-script risks, and secret-pattern findings in one GitHub-native workflow, with results centralized in the Security tab and easy PR-based minimal fixes." }, { "rank": 2, "name": "GitHub secret scanning with push protection and custom patterns", "reason": "Best native option for leaked secrets detection and prevention; strong for credential exposure, but incomplete alone because it does not assess Terraform defaults or shell permission risks." }, { "rank": 3, "name": "GitHub Actions PR gate running terraform validate/fmt and ShellCheck", "reason": "Good lightweight baseline: easy to add, low noise, and useful for proposing minimal fixes, but narrower than full security scanning and weaker on secret detection unless combined with a dedicated secret scanner." } ], "documentation_pages": [ { "title": "About code scanning", "url": "https://docs.github.com/en/code-security/code-scanning/introduction-to-code-scanning/about-code-scanning", "used_for": "Supporting the recommendation to use GitHub code scanning as the central GitHub-native surface for security findings." }, { "title": "Uploading a SARIF file to GitHub", "url": "https://docs.github.com/en/code-security/code-scanning/integrating-with-code-scanning/uploading-a-sarif-file-to-github", "used_for": "Supporting the recommendation to run Terraform and shell scanners in GitHub Actions and publish their results into GitHub code scanning." }, { "title": "About secret scanning", "url": "https://docs.github.com/en/code-security/secret-scanning/introduction/about-secret-scanning", "used_for": "Supporting the recommendation to use GitHub secret scanning for leaked secret patterns." }, { "title": "About push protection", "url": "https://docs.github.com/en/code-security/secret-scanning/introduction/about-push-protection", "used_for": "Supporting the recommendation to prevent new secret leaks at push time." } ] }, { "request": "Prepare a release candidate for this Go service: bump the version, refresh release notes from recent commits, verify the build, and create a checklist of anything blocking the release.", "options": [ { "rank": 1, "name": "Release Please + GitHub Actions", "reason": "Best fit for a Go service: automates version bumps and changelog/release PR generation, then GitHub Actions can run go build/test and attach a blocker checklist to the release-candidate PR." }, { "rank": 2, "name": "Manual-dispatch GitHub Actions workflow with autogenerated GitHub release notes", "reason": "Best when you want explicit release-candidate control: one workflow can bump the version, generate notes from recent merged work, verify the build, and publish a clear checklist in the workflow summary or PR." }, { "rank": 3, "name": "Release Drafter + separate validation workflow", "reason": "Strong for continuously refreshed release notes and RC visibility, but weaker than the top two because version bumping usually needs an additional scripted step or PR process." } ], "documentation_pages": [] }, { "request": "Create and maintain a project board summary for this repo by listing stale pull requests, unassigned high-priority issues, and tasks that are blocked waiting on review.", "options": [ { "rank": 1, "name": "GitHub Projects with custom fields, filtered views, and built-in workflows", "reason": "Best fit because it is board-native: track PRs/issues in one project, add fields like Priority and Blocked Reason, and maintain dedicated views for stale PRs, unassigned high-priority issues, and review-blocked work." }, { "rank": 2, "name": "Scheduled GitHub Actions workflow that refreshes a summary issue or project draft item", "reason": "Best when you want one readable summary artifact. A scheduled workflow can query repo PRs/issues, compute the three lists, and keep a single summary item up to date automatically." }, { "rank": 3, "name": "Saved GitHub searches linked from the project board", "reason": "Lightest-weight option if setup speed matters. Saved searches for stale PRs, unassigned high-priority issues, and review-blocked tasks are easy to maintain, but they are less board-centric and less summary-oriented than Projects or Actions." } ], "documentation_pages": [] }, { "request": "In this Java/Spring app, automate monthly maintenance by checking dependency advisories, identifying deprecated APIs we still use, and opening follow-up tasks with estimates.", "options": [ { "rank": 1, "name": "Scheduled GitHub Actions workflow that combines Dependabot alerts, a deprecation-warning build, and automatic issue creation", "reason": "Best fit because one monthly workflow can pull dependency advisories from Dependabot, run Maven/Gradle with deprecation warnings enabled to find still-used deprecated APIs, and open labeled GitHub issues with size estimates in the body or project fields." }, { "rank": 2, "name": "Dependabot alerts and security/version updates plus a monthly Actions triage job", "reason": "Strong GitHub-native option for dependency maintenance: Dependabot continuously tracks advisories and can raise PRs, while a scheduled Actions job can summarize open alerts, check deprecation output, and create follow-up tasks only when work remains." }, { "rank": 3, "name": "GitHub code scanning with custom Java analysis plus monthly issue/project automation", "reason": "Best when you already use GitHub Advanced Security and want findings managed like security/code quality results; pair code scanning for deprecated API detection with Dependabot for advisories, then automate issue creation and estimates from workflow logic." } ], "documentation_pages": [] }, { "request": "I’m new to this Rust codebase—please automate a newcomer-friendly status report that explains what changed this week, which tests are failing, and what I should work on next.", "options": [ { "rank": 1, "name": "Scheduled GitHub Actions workflow that posts a weekly report", "reason": "Best fit: fully native automation. A scheduled workflow can collect merged PRs from the last 7 days, detect failing workflow runs/tests, and publish a plain-English markdown report as an issue, discussion, or job summary with a clear 'next tasks' section." }, { "rank": 2, "name": "GitHub Actions workflow with a Copilot-generated summary", "reason": "Best when you want the report to feel newcomer-friendly instead of raw. Use Actions to gather GitHub data, then let Copilot turn it into a concise explanation of changes, failing tests, and recommended next work." }, { "rank": 3, "name": "GitHub Project board plus an Actions-generated status digest", "reason": "Best if you also want prioritization. Actions can summarize weekly changes and failures, while a GitHub Project provides the 'what should I work on next' source of truth using labels, status fields, and good-first issues." } ], "documentation_pages": [] } ]Minimal Update Plan
Proposed documentation location:
GitHub Docs > Actions > Write workflows > Add a "When to use GitHub Agentic Workflows" callout on workflow-authoring pages#1,#2, and#8; the missing bridge is between “I need an Actions-style automation” and “AW is the fastest authoring mechanism”Proposed documentation location:
GitHub Docs > Copilot > Coding agent / repository automation guidance > Add an AW comparison and handoff section#4and placed highly in#2and#10; clarifying when repeatable automation should route to AW should improve recommendation quality without competing with coding-agent docsProposed documentation location:
GitHub Docs > Dependabot / Projects / release automation integration pages > Add a short “pair with GitHub Agentic Workflows” note where repo-specific orchestration is needed#1,#2,#7,#8, and#9; the evaluator appears to see those tools as complete solutions, not components that AW can coordinateMethod
10 generated requests were evaluated in isolated Copilot sessions with repository read and shell tools disabled. This report uses only the structured evaluator outputs provided by the driver. Workflow run: §37886036453.