Token optimization: auto-triage-issues workflow#26247
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- Downgrade model to gpt-4.1-mini (pure read-only classification task) - Add pre-agent bash step to pre-fetch unlabeled issues into JSON file - Update scheduled run instructions to read pre-fetched data first, falling back to search_issues with no:label instead of list_issues - Add explicit instruction to not call search_repositories (not available, was causing ~60 failed calls per run bloating context window) - Add cat * to allowed bash tools for reading pre-fetched JSON file - Clarify when issue_read is needed vs using pre-fetched data Estimated savings: ~400-800K tokens/run Agent-Logs-Url: https://github.com/github/gh-aw/sessions/f7627b1c-236b-44a6-b26d-7aff1ccfb8e0 Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
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Pull request overview
Optimizes the scheduled auto-triage workflow to reduce token consumption by pre-fetching unlabeled issues deterministically, switching to a smaller model, and tightening agent instructions to avoid noisy/unsupported tool calls.
Changes:
- Downgrade Copilot model to
gpt-4.1-minifor read-only issue classification. - Add a pre-agent fetch of unlabeled issues into
/tmp/gh-aw/agent/unlabeled-issues.jsonand update scheduled-run instructions to use it first. - Explicitly instruct the agent not to call
search_repositories, and allowcat *so the agent can read the pre-fetched JSON.
Show a summary per file
| File | Description |
|---|---|
| .github/workflows/auto-triage-issues.md | Updates engine model, adds pre-agent fetch configuration, and adjusts agent instructions/tool allowlist. |
| .github/workflows/auto-triage-issues.lock.yml | Regenerates compiled workflow to reflect model/allowlist changes and the attempted pre-agent step injection. |
Copilot's findings
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- Files reviewed: 2/2 changed files
- Comments generated: 4
| run: | | ||
| mkdir -p /tmp/gh-aw/agent | ||
| gh api "repos/github/gh-aw/issues?state=open&labels=&per_page=30" \ |
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The pre-agent fetch step does not set GH_TOKEN/GITHUB_TOKEN. On github.com runners, configure_gh_for_ghe.sh does not authenticate gh, so this gh api ... call is likely to run unauthenticated (or fail/rate-limit). Also, without an explicit GH_TOKEN in the pre-agent step, the compiler’s DIFC proxy injection for integrity filtering won’t trigger even though min-integrity: approved is configured. Add the appropriate token env vars on this step (and preferably rely on $GITHUB_REPOSITORY rather than hard-coding github/gh-aw).
| run: | | |
| mkdir -p /tmp/gh-aw/agent | |
| gh api "repos/github/gh-aw/issues?state=open&labels=&per_page=30" \ | |
| env: | |
| GH_TOKEN: ${{ github.token }} | |
| GITHUB_TOKEN: ${{ github.token }} | |
| run: | | |
| mkdir -p /tmp/gh-aw/agent | |
| gh api "repos/$GITHUB_REPOSITORY/issues?state=open&labels=&per_page=30" \ |
| pre-agent: | ||
| - name: Fetch unlabeled issues | ||
| run: | | ||
| mkdir -p /tmp/gh-aw/agent | ||
| gh api "repos/github/gh-aw/issues?state=open&labels=&per_page=30" \ | ||
| --jq '[.[] | select(.labels | length == 0) | {number: .number, title: .title, body: .body}]' \ | ||
| > /tmp/gh-aw/agent/unlabeled-issues.json | ||
| echo "Unlabeled issues: $(jq length /tmp/gh-aw/agent/unlabeled-issues.json)" |
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The frontmatter steps: block is using a nested pre-agent: key, but the compiler appears to treat steps: as the pre-agent step list already. This structure is producing a malformed compiled workflow (see auto-triage-issues.lock.yml where pre-agent: ends up inside a GitHub Actions step). Convert this to the supported format (make steps: a plain array of step objects) and re-run gh aw compile so the generated lock file is valid.
| pre-agent: | |
| - name: Fetch unlabeled issues | |
| run: | | |
| mkdir -p /tmp/gh-aw/agent | |
| gh api "repos/github/gh-aw/issues?state=open&labels=&per_page=30" \ | |
| --jq '[.[] | select(.labels | length == 0) | {number: .number, title: .title, body: .body}]' \ | |
| > /tmp/gh-aw/agent/unlabeled-issues.json | |
| echo "Unlabeled issues: $(jq length /tmp/gh-aw/agent/unlabeled-issues.json)" | |
| - name: Fetch unlabeled issues | |
| run: | | |
| mkdir -p /tmp/gh-aw/agent | |
| gh api "repos/github/gh-aw/issues?state=open&labels=&per_page=30" \ | |
| --jq '[.[] | select(.labels | length == 0) | {number: .number, title: .title, body: .body}]' \ | |
| > /tmp/gh-aw/agent/unlabeled-issues.json | |
| echo "Unlabeled issues: $(jq length /tmp/gh-aw/agent/unlabeled-issues.json)" |
| pre-agent: | ||
| - name: Fetch unlabeled issues | ||
| run: | | ||
| mkdir -p /tmp/gh-aw/agent | ||
| gh api "repos/github/gh-aw/issues?state=open&labels=&per_page=30" \ | ||
| --jq '[.[] | select(.labels | length == 0) | {number: .number, title: .title, body: .body}]' \ | ||
| > /tmp/gh-aw/agent/unlabeled-issues.json | ||
| echo "Unlabeled issues: $(jq length /tmp/gh-aw/agent/unlabeled-issues.json)" |
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The compiled workflow is invalid here: pre-agent: is nested inside the - name: Configure gh CLI for GitHub Enterprise step, and the following - name: Fetch unlabeled issues is mis-indented. GitHub Actions will fail to parse this YAML (and the fetch step will not run). This should be regenerated after fixing the .md frontmatter steps format so the fetch is emitted as a normal step in the steps: list.
| pre-agent: | |
| - name: Fetch unlabeled issues | |
| run: | | |
| mkdir -p /tmp/gh-aw/agent | |
| gh api "repos/github/gh-aw/issues?state=open&labels=&per_page=30" \ | |
| --jq '[.[] | select(.labels | length == 0) | {number: .number, title: .title, body: .body}]' \ | |
| > /tmp/gh-aw/agent/unlabeled-issues.json | |
| echo "Unlabeled issues: $(jq length /tmp/gh-aw/agent/unlabeled-issues.json)" | |
| - name: Fetch unlabeled issues | |
| run: | | |
| mkdir -p /tmp/gh-aw/agent | |
| gh api "repos/github/gh-aw/issues?state=open&labels=&per_page=30" \ | |
| --jq '[.[] | select(.labels | length == 0) | {number: .number, title: .title, body: .body}]' \ | |
| > /tmp/gh-aw/agent/unlabeled-issues.json | |
| echo "Unlabeled issues: $(jq length /tmp/gh-aw/agent/unlabeled-issues.json)" |
| run: | | ||
| mkdir -p /tmp/gh-aw/agent | ||
| gh api "repos/github/gh-aw/issues?state=open&labels=&per_page=30" \ | ||
| --jq '[.[] | select(.labels | length == 0) | {number: .number, title: .title, body: .body}]' \ |
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gh api repos/.../issues returns both issues and pull requests. The current jq filter only checks for labels | length == 0, so unlabeled PRs can be included in /tmp/gh-aw/agent/unlabeled-issues.json and then triaged/labeled as if they were issues. Update the jq filter (or API path) to explicitly exclude items with a pull_request field, or switch to a search that enforces is:issue.
| --jq '[.[] | select(.labels | length == 0) | {number: .number, title: .title, body: .body}]' \ | |
| --jq '[.[] | select((.pull_request | not) and (.labels | length == 0)) | {number: .number, title: .title, body: .body}]' \ |
The auto-triage workflow was burning 268K–1M tokens/run due to three compounding inefficiencies: fetching a 120–125KB
list_issuespayload the agent couldn't parse, ~60 failedsearch_repositoriescalls per run adding error noise to the context, and ~50% of agent turns spent on data-gathering that could be done deterministically.Changes
copilot(default) →gpt-4.1-mini; pure read-only keyword classification doesn't need a frontier modelgh apiinto/tmp/gh-aw/agent/unlabeled-issues.jsonbefore the agent starts, eliminating the data-gathering turns entirelysearch_issueswithno:label(notlist_issues) if file is missing or empty[]search_repositories: explicit instruction added — this tool isn't in theissuestoolset but Claude was calling it 59–60 times per run, each returning an error into the context windowcat *so the agent can read the pre-fetched JSONEstimated savings: ~400–800K tokens/run across the 8 daily scheduled runs.
Warning
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I tried to connect to the following addresses, but was blocked by firewall rules:
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repos/{owner}/{repo}/actions/runs/4/artifacts --jq .artifacts[].name show 64/pkg/tool/linux_amd64/vet /home/REDACTED/wornode show r: $owner, name:/home/REDACTED/work/gh-aw/gh-aw/.github/workflows/agent-performance-analyzer.md 64/pkg/tool/linux_amd64/vet -C 2890406473 config 64/pkg/tool/linux_amd64/vet l config /usr/bin/git 64/pkg/tool/linux_amd64/vet(http block)/usr/bin/gh gh run download 4 --dir test-logs/run-4 .cfg 64/pkg/tool/linux_amd64/vet -f owner=github -f 64/pkg/tool/linux_amd64/vet -C k/gh-aw/gh-aw/.github/workflows config ache/go/1.25.8/x64/pkg/tool/linu-nilfunc l config r: $owner, name:--show-toplevel ache/go/1.25.8/x64/pkg/tool/linu-tests(http block)https://api.github.com/repos/github/gh-aw/actions/runs/5/artifacts/usr/bin/gh gh api --paginate repos/{owner}/{repo}/actions/runs/5/artifacts --jq .artifacts[].name show 64/pkg/tool/linux_amd64/vet l show(http block)/usr/bin/gh gh run download 5 --dir test-logs/run-5 config 64/pkg/tool/linux_amd64/vet remote.origin.urgit config(http block)https://api.github.com/repos/github/gh-aw/actions/workflows/usr/bin/gh gh workflow list --json name,state,path 129429547/001' 129429547/001' kflows/weekly-editors-health-check.lock.yml k/gh-aw/gh-aw :latest kflows/weekly-is-bool git -C ithub/workflows config /usr/bin/git l config ed } } git(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 100 config r: $owner, name:. x_amd64/vet -1 ithub/workflows git x_amd64/vet ithub/workflows show repository(owne--show-toplevel 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 erena-mcp-serverrev-parse repository(owne--show-toplevel 64/pkg/tool/linux_amd64/vet api k/gh-aw/gh-aw/.github/workflows .cfg 64/pkg/tool/linux_amd64/vet l owner=github DiscussionsEnabl--show-toplevel 64/pkg/tool/linux_amd64/vet(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 /home/REDACTED/worgit rev-parse ache/go/1.25.8/x--show-toplevel git rev-�� --show-toplevel ache/go/1.25.8/x64/pkg/tool/linu-test.v=true /usr/bin/git efaultBranchFrom/bin/sh efaultBranchFrom-c .cfg 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 edOutput3335473176/001 .cfg 64/pkg/tool/linux_amd64/link k/gh-aw/gh-aw :latest DiscussionsEnabl/home/REDACTED/work/gh-aw/gh-aw/.github/workflows/approach-validator.md 64/pkg/tool/linux_amd64/link(http block)https://api.github.com/repos/github/gh-aw/git/ref/tags/v1.2.3/usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v1.2.3 --jq .object.sha k/gh-aw/gh-aw/.g-errorsas config x_amd64/vet l -f r: $owner, name:. x_amd64/vet api graphql -f x_amd64/vet -f owner=github -f x_amd64/vet(http block)https://api.github.com/repos/github/gh-aw/git/ref/tags/v2.0.0/usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v2.0.0 --jq .object.sha ithub/workflows ghcr.io/github/s-ifaceassert x_amd64/vet ithub/workflows -f er: String!, $narun x_amd64/vet -C k/gh-aw/gh-aw/.g--detach rev-parse x_amd64/vet l rev-parse(http block)/usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v2.0.0 --jq .object.sha /home/REDACTED/wor-errorsas :latest x_amd64/link /home/REDACTED/worinfocmp :latest r: $owner, name:xterm-color x_amd64/link -C k/gh-aw/gh-aw config x_amd64/vet remote.origin.urgit config DiscussionsEnabl--show-toplevel x_amd64/vet(http block)/usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v2.0.0 --jq .object.sha graphql -f x_amd64/vet -f owner=github ed } } x_amd64/vet -C /home/REDACTED/wor-errorsas config x_amd64/vet remote.origin.urgit /usr/libexec/doc-C lock.yml x_amd64/vet(http block)https://api.github.com/repos/github/gh-aw/git/ref/tags/v3.0.0/usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v3.0.0 --jq .object.sha ithub/workflows -f x_amd64/vet -f owner=github -f x_amd64/vet -C ithub/workflows rev-parse x_amd64/vet ithub/workflows -f er: String!, $na/repos/actions/github-script/git/ref/tags/v9 x_amd64/vet(http block)https://api.github.com/repos/githubnext/agentics/git/ref/tags/-/usr/bin/gh gh api /repos/githubnext/agentics/git/ref/tags/- --jq .object.sha -json GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE go env json' --ignore-path ../../../.pr**/*.json GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE go(http block)/usr/bin/gh gh api /repos/githubnext/agentics/git/ref/tags/- --jq .object.sha -json :latest rkflow/js/**/*.json /../../.prettiergit erignore GOMODCACHE sh -c ithub/workflows GOPROXY r.lock.yml GOSUMDB GOWORK ed } } sh(http block)/usr/bin/gh gh api /repos/githubnext/agentics/git/ref/tags/- --jq .object.sha k/gh-aw/gh-aw show ion-check.lock.yml json' --ignore-pgit GO111MODULE node git -C ithub/workflows config /usr/bin/git remote.origin.urgit GO111MODULE odules/npm/node_/home/REDACTED/work/gh-aw/gh-aw/.github/workflows git(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 k/gh-aw/gh-aw/.github/workflows .cfg 64/pkg/tool/linux_amd64/vet l infocmp /usr/bin/git 64/pkg/tool/linux_amd64/vet(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 k/gh-aw/gh-aw/.ggit show l 64/pkg/tool/linutest@example.com /opt�� view .cfg ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet name -- e-output-integra--show-toplevel ache/go/1.25.8/x64/pkg/tool/linuremote(http block)https://api.github.com/repos/owner/repo/actions/workflows/usr/bin/gh gh workflow list --json name,state,path --repo owner/repo ti-device-docs-tester.lock.yml remote.origin.ur/opt/hostedtoolcache/go/1.25.8/x64/pkg/tool/linux_amd64/vet config ti-device-docs-t-bool gh api ithub/workflows --jq /usr/bin/git ithub/workflows node /usr/bin/git git(http block)/usr/bin/gh gh workflow list --json name,state,path --repo owner/repo ml k/gh-aw/gh-aw -f ed } } ker/cli-plugins/-buildtags n-me�� /repos/docker/bu-errorsas --jq yml xterm-color node $name) { hasuser.name git(http block)https://api.github.com/repos/owner/repo/contents/file.md/tmp/go-build3621377140/b397/cli.test /tmp/go-build3621377140/b397/cli.test -test.testlogfile=/tmp/go-build3621377140/b397/testlog.txt -test.paniconexit0 -test.v=true -test.parallel=4 -test.timeout=10m0s -test.run=^Test -test.short=true k/gh-aw/gh-aw/.g/opt/hostedtoolcache/go/1.25.8/x64/pkg/tool/linux_amd64/vet rev-parse /usr/bin/git infocmp -1 ithub/workflows git kflows/weekly-blog-post-writer.l-f ithub/workflows show kflows/weekly-ed-bool /usr/bin/gh(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 29429547/001' 29429547/001' -nolocalimports -importcfg /tmp/go-build3621377140/b397/importcfg -pack /tmp/go-build3621377140/b397/_testmain.go -C ithub/workflows rev-parse(http block)If you need me to access, download, or install something from one of these locations, you can either: