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Fix SC2086: quote stderr redirect in prompt-clustering-analysis workflow#19010

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pelikhan merged 2 commits intomainfrom
copilot/fix-shellcheck-sc2086-error
Mar 1, 2026
Merged

Fix SC2086: quote stderr redirect in prompt-clustering-analysis workflow#19010
pelikhan merged 2 commits intomainfrom
copilot/fix-shellcheck-sc2086-error

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Copilot AI commented Mar 1, 2026

Actionlint flagged an SC2086 (unquoted variable) in the prompt-clustering-analysis workflow — the stderr redirect path used $pr_number without quotes, risking word-splitting on values with spaces or special characters.

Change

In prompt-clustering-analysis.md, quote the stderr redirect to match the already-quoted stdout redirect on the same line:

-    > "/tmp/gh-aw/prompt-cache/pr-full-data/pr-${pr_number}.json" 2>/tmp/gh-aw/prompt-cache/pr-full-data/pr-${pr_number}.err; then
+    > "/tmp/gh-aw/prompt-cache/pr-full-data/pr-${pr_number}.json" 2>"/tmp/gh-aw/prompt-cache/pr-full-data/pr-${pr_number}.err"; then

Lock file regenerated via make recompile.

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:

  • https://api.github.com/graphql
    • Triggering command: /usr/bin/gh /usr/bin/gh api graphql -f query=query($owner: String!, $name: String!) { repository(owner: $owner, name: $name) { hasDiscussionsEnabled } } -f owner=github -f name=gh-aw (http block)
    • Triggering command: /usr/bin/gh /usr/bin/gh api graphql -f query=query($owner: String!, $name: String!) { repository(owner: $owner, name: $name) { hasDiscussionsEnabled } } -f owner=github -f name=gh-aw -pack /home/REDACTED/work/gh-aw/gh-aw/cmd/gh-aw/main.go (http block)
    • Triggering command: /usr/bin/gh /usr/bin/gh api graphql -f query=query($owner: String!, $name: String!) { repository(owner: $owner, name: $name) { hasDiscussionsEnabled } } -f owner=github -f name=gh-aw GO111MODULE 64/bin/go git rev-�� --show-toplevel go /opt/hostedtoolcache/node/24.13.1/x64/bin/node on' --ignore-patgit GO111MODULE x_amd64/vet /opt/hostedtoolcache/node/24.13.1/x64/bin/node (http block)
  • https://api.github.com/repos/actions/ai-inference/git/ref/tags/v1
    • Triggering command: /usr/bin/gh gh api /repos/actions/ai-inference/git/ref/tags/v1 --jq .object.sha --show-toplevel sh (http block)
    • Triggering command: /usr/bin/gh gh api /repos/actions/ai-inference/git/ref/tags/v1 --jq .object.sha /tmp/gh-aw-test-runs/20260301-070355-41251/test-2747029515 rev-parse /usr/bin/git "prettier" --wrigit /usr/lib/git-correv-parse 64/bin/go git init�� /usr/bin/git node /usr/bin/git ath ../../../.prgit ../../../**/*.jsrev-parse 64/bin/go git (http block)
  • https://api.github.com/repos/actions/checkout/git/ref/tags/v3
    • Triggering command: /usr/bin/gh gh api /repos/actions/checkout/git/ref/tags/v3 --jq .object.sha -unreachable=false /tmp/go-build1445751736/b004/vet.cfg 5751736/b352/vet.cfg GOSUMDB GOWORK 64/bin/go /opt/hostedtoolcache/go/1.25.0/x64/pkg/tool/linux_amd64/vet -uns�� -unreachable=false /tmp/go-build1445751736/b210/vet.cfg /opt/hostedtoolcache/go/1.25.0/x64/pkg/tool/linux_amd64/vet ck 'scripts/**/*git GO111MODULE 64/bin/go /opt/hostedtoolcache/go/1.25.0/x64/pkg/tool/linux_amd64/vet (http block)
    • Triggering command: /usr/bin/gh gh api /repos/actions/checkout/git/ref/tags/v3 --jq .object.sha -json GO111MODULE ache/node/24.13.1/x64/bin/node GOINSECURE GOMOD GOMODCACHE go t-12�� bility_SameInputSameOutput2673460650/001/stability-test.md GO111MODULE 1364053/b409/vet.cfg GOINSECURE GOMOD GOMODCACHE node (http block)
  • https://api.github.com/repos/actions/checkout/git/ref/tags/v5
    • Triggering command: /usr/bin/gh gh api /repos/actions/checkout/git/ref/tags/v5 --jq .object.sha -json GO111MODULE 64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE 64/pkg/tool/linux_amd64/vet env -json GO111MODULE 64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE 64/pkg/tool/linu-buildtags (http block)
    • Triggering command: /usr/bin/gh gh api /repos/actions/checkout/git/ref/tags/v5 --jq .object.sha .github/workflows/test.md go /usr/bin/git rt GO111MODULE x_amd64/vet git rev-�� --show-toplevel x_amd64/vet /opt/hostedtoolcache/node/24.13.1/x64/bin/node -json GO111MODULE x_amd64/vet node (http block)
    • Triggering command: /usr/bin/gh gh api /repos/actions/checkout/git/ref/tags/v5 --jq .object.sha -json GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE go env on' --ignore-path ../../../.pret.prettierignore GO111MODULE x_amd64/vet GOINSECURE GOMOD GOMODCACHE x_amd64/vet (http block)
  • https://api.github.com/repos/actions/checkout/git/ref/tags/v6
    • Triggering command: /usr/bin/gh gh api /repos/actions/checkout/git/ref/tags/v6 --jq .object.sha -test.paniconexit0 -test.v=true /usr/bin/git -test.timeout=10git -test.run=^Test -test.short=true--show-toplevel git -C /home/REDACTED/work/gh-aw/gh-aw/.github/workflows rev-parse ache/node/24.13.1/x64/bin/node prettier --check 64/bin/go gh (http block)
    • Triggering command: /usr/bin/gh gh api /repos/actions/checkout/git/ref/tags/v6 --jq .object.sha -test.paniconexit0 -test.v=true /usr/bin/git -test.timeout=10git -test.run=^Test -test.short=true--show-toplevel git rev-�� --show-toplevel sh /usr/bin/git "prettier" --chegit node 64/bin/go git (http block)
    • Triggering command: /usr/bin/gh gh api /repos/actions/checkout/git/ref/tags/v6 --jq .object.sha -bool -buildtags /usr/bin/git -errorsas -ifaceassert -nilfunc git conf�� runs/20260301-070355-41251/test-3100692836 remote.origin.url /usr/bin/git s/test.md **/*.cjs 64/bin/go git (http block)
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    • Triggering command: /usr/bin/gh gh api /repos/actions/github-script/git/ref/tags/v8 --jq .object.sha FSq7/o4ACqw5Sma9GOSUMDB GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE 7128929/b380/imp-buildtags /hom�� k/gh-aw/gh-aw/pk-errorsas k/gh-aw/gh-aw/pk-ifaceassert 64/bin/go **/*.json --ignore-path ../../../.pretti-bool /opt/hostedtoolc-buildtags (http block)
    • Triggering command: /usr/bin/gh gh api /repos/actions/github-script/git/ref/tags/v8 --jq .object.sha k/gh-aw/gh-aw/sc-errorsas GOPROXY 64/bin/go GOSUMDB GOWORK 64/bin/go /opt/hostedtoolc/tmp/go-build1445751736/b228/vet.cfg -o /tmp/go-build3247128929/b367/_pkGOINSECURE -trimpath 64/bin/go -p internal/fuzz -lang=go1.25 go (http block)
    • Triggering command: /usr/bin/gh gh api /repos/actions/github-script/git/ref/tags/v8 --jq .object.sha k/gh-aw/gh-aw/pkg/constants/consGOINSECURE k/gh-aw/gh-aw/pkg/constants/consGOMOD 64/bin/go GOSUMDB GOWORK 64/bin/go /opt/hostedtoolc/tmp/go-build1445751736/b264/vet.cfg -o /tmp/go-build3247128929/b378/_pkGOINSECURE -trimpath 64/bin/go -p github.com/stret-atomic -lang=go1.17 go (http block)
  • https://api.github.com/repos/actions/setup-go/git/ref/tags/v4
    • Triggering command: /usr/bin/gh gh api /repos/actions/setup-go/git/ref/tags/v4 --jq .object.sha se 5751736/b109/vet.cfg /usr/bin/git -p main -lang=go1.25 git -C /home/REDACTED/work/gh-aw/gh-aw/.github/workflows rev-parse /opt/hostedtoolcache/node/24.13.1/x64/bin/node go1.25.0 -c=4 -nolocalimports node (http block)
    • Triggering command: /usr/bin/gh gh api /repos/actions/setup-go/git/ref/tags/v4 --jq .object.sha -bool -buildtags /opt/hostedtoolcache/node/24.13.1/x64/bin/node -errorsas -ifaceassert -nilfunc node /tmp�� s/test.md -tests /usr/bin/git --write **/*.cjs 64/bin/go git (http block)
  • https://api.github.com/repos/actions/setup-node/git/ref/tags/v4
    • Triggering command: /usr/bin/gh gh api /repos/actions/setup-node/git/ref/tags/v4 --jq .object.sha runs/20260301-070249-29618/test-2268728026 -trimpath 5751736/b416/_pkg_.a s/test.md github.com/githurev-parse -lang=go1.25 git -C /home/REDACTED/work/gh-aw/gh-aw rev-parse ache/node/24.13.1/x64/bin/node -c=4 -nolocalimports -importcfg infocmp (http block)
    • Triggering command: /usr/bin/gh gh api /repos/actions/setup-node/git/ref/tags/v4 --jq .object.sha -bool -buildtags /usr/bin/git -errorsas -ifaceassert -nilfunc git -C /tmp/compile-all-instructions-test-3494617635/.github/workflows rev-parse /usr/bin/git --write **/*.cjs 64/bin/go git (http block)
  • https://api.github.com/repos/actions/upload-artifact/git/ref/tags/v4
    • Triggering command: /usr/bin/gh gh api /repos/actions/upload-artifact/git/ref/tags/v4 --jq .object.sha -json GO111MODULE /opt/hostedtoolcache/go/1.25.0/x64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE /opt/hostedtoolcache/go/1.25.0/x64/pkg/tool/linux_amd64/vet -uns�� ithub-script/git/ref/tags/v8 /tmp/go-build1445751736/b033/vet.cfg ache/go/1.25.0/x64/pkg/tool/linux_amd64/link GOSUMDB GOWORK 64/bin/go ache/go/1.25.0/x64/pkg/tool/linux_amd64/link (http block)
    • Triggering command: /usr/bin/gh gh api /repos/actions/upload-artifact/git/ref/tags/v4 --jq .object.sha -json GO111MODULE 1/x64/bin/node GOINSECURE GOMOD GOMODCACHE erignore t-ha�� ithub/workflows/archie.md GO111MODULE /opt/hostedtoolcache/go/1.25.0/x64/bin/go GOINSECURE GOMOD GOMODCACHE go (http block)
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    • Triggering command: /usr/bin/gh gh run download 1 --dir test-logs/run-1 GO111MODULE x_amd64/compile GOINSECURE GOMOD GOMODCACHE x_amd64/compile env -json .cfg 64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE 64/pkg/tool/linux_amd64/vet (http block)
    • Triggering command: /usr/bin/gh gh run download 1 --dir test-logs/run-1 GO111MODULE bin/sh GOINSECURE GOMOD GOMODCACHE go env */*.ts' '**/*.json' --ignore-path ../../../.pret.prettierignore GO111MODULE ache/go/1.25.0/x64/bin/go GOINSECURE GOMOD GOMODCACHE go (http block)
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    • Triggering command: /usr/bin/gh gh run download 12345 --dir test-logs/run-12345 GO111MODULE x_amd64/vet GOINSECURE GOMOD GOMODCACHE x_amd64/vet env -json GO111MODULE 64/pkg/tool/linu-nolocalimports GOINSECURE GOMOD GOMODCACHE 64/pkg/tool/linu/tmp/go-build1445751736/b421/_testmain.go (http block)
    • Triggering command: /usr/bin/gh gh run download 12345 --dir test-logs/run-12345 GO111MODULE tions/node_modules/.bin/sh GOINSECURE GOMOD GOMODCACHE go env */*.ts' '**/*.json' --ignore-path ../../../.prettierignore GO111MODULE ache/go/1.25.0/x64/bin/go GOINSECURE GOMOD GOMODCACHE go (http block)
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    • Triggering command: /usr/bin/gh gh run download 12346 --dir test-logs/run-12346 GO111MODULE x_amd64/vet GOINSECURE GOMOD GOMODCACHE x_amd64/vet env -json GO111MODULE 64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE 64/pkg/tool/linutest@example.com (http block)
    • Triggering command: /usr/bin/gh gh run download 12346 --dir test-logs/run-12346 GO111MODULE de_modules/.bin/sh GOINSECURE GOMOD GOMODCACHE go env */*.ts' '**/*.json' --ignore-path ../../../.prettierignore GO111MODULE 64/pkg/tool/linux_amd64/compile GOINSECURE GOMOD GOMODCACHE 64/pkg/tool/linux_amd64/compile (http block)
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    • Triggering command: /usr/bin/gh gh run download 2 --dir test-logs/run-2 GO111MODULE 64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE 64/pkg/tool/linux_amd64/vet estl�� -json .cfg 64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE 64/pkg/tool/linux_amd64/vet (http block)
    • Triggering command: /usr/bin/gh gh run download 2 --dir test-logs/run-2 GO111MODULE ache/go/1.25.0/x64/bin/go GOINSECURE GOMOD GOMODCACHE go env */*.ts' '**/*.json' --ignore-path ../../../.pret.prettierignore GO111MODULE 64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE 64/pkg/tool/linux_amd64/vet (http block)
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    • Triggering command: /usr/bin/gh gh run download 3 --dir test-logs/run-3 GO111MODULE 1/x64/lib/node_modules/npm/node_modules/@npmcli/run-script/lib/node-gyp-bin/sh GOINSECURE GOMOD GOMODCACHE go env */*.ts' '**/*.json' --ignore-path ../../../.pret.prettierignore GO111MODULE 64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE 64/pkg/tool/linux_amd64/vet (http block)
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    • Triggering command: /usr/bin/gh gh run download 4 --dir test-logs/run-4 GO111MODULE x_amd64/link GOINSECURE GOMOD GOMODCACHE x_amd64/link env -json .cfg 64/pkg/tool/linu-nolocalimports GOINSECURE GOMOD GOMODCACHE 7KRlb0f/T36gUPQZXFjOiSQ6baL5 (http block)
    • Triggering command: /usr/bin/gh gh run download 4 --dir test-logs/run-4 GO111MODULE h GOINSECURE GOMOD GOMODCACHE go env */*.ts' '**/*.json' --ignore-path ../../../.pret.prettierignore GO111MODULE 64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD (http block)
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    • Triggering command: /usr/bin/gh gh run download 5 --dir test-logs/run-5 GO111MODULE x_amd64/vet GOINSECURE GOMOD GOMODCACHE x_amd64/vet env -json .cfg 64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE 64/pkg/tool/linux_amd64/vet (http block)
    • Triggering command: /usr/bin/gh gh run download 5 --dir test-logs/run-5 GO111MODULE ache/go/1.25.0/x64/bin/go GOINSECURE GOMOD GOMODCACHE go env */*.ts' '**/*.json' --ignore-path ../../../.pret.prettierignore GO111MODULE 64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE 64/pkg/tool/linux_amd64/vet (http block)
  • https://api.github.com/repos/github/gh-aw/actions/workflows
    • Triggering command: /usr/bin/gh gh workflow list --json name,state,path lint:cjs GOPROXY 64/bin/go GOSUMDB GOWORK 64/bin/go sh -c "prettier" --che-errorsas node 64/bin/go prettier --write 64/bin/go go (http block)
    • Triggering command: /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 --write 64/bin/go go env -json GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE go (http block)
    • Triggering command: /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 -d 168.63.129.16 x_amd64/vet env -json GO111MODULE 64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE 64/pkg/tool/linuTest User (http block)
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    • Triggering command: /usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/a70c5eada06553e3510ac27f2c3bda9d3705bccb --jq .object.sha (http block)
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    • Triggering command: /usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v1.0.0 --jq .object.sha h ../../../.pret.prettierignore GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE go env -json GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE go (http block)
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    • Triggering command: /usr/bin/gh gh api /repos/nonexistent/action/git/ref/tags/v999.999.999 --jq .object.sha h ../../../.pret.prettierignore GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE go env -json GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE O0j5nCA/MiA_j2e1hiEYXVkLox78 (http block)
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    • Triggering command: /usr/bin/gh gh run view 12345 --repo nonexistent/repo --json status,conclusion GOINSECURE GOMOD GOMODCACHE 64/pkg/tool/linux_amd64/vet env -json .cfg 64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE 64/pkg/tool/linux_amd64/vet (http block)
    • Triggering command: /usr/bin/gh gh run view 12345 --repo nonexistent/repo --json status,conclusion GOINSECURE GOMOD GOMODCACHE go env .js' --ignore-path .prettierignore GO111MODULE ache/go/1.25.0/x64/bin/go GOINSECURE GOMOD GOMODCACHE go (http block)
  • https://api.github.com/repos/owner/repo/actions/workflows
    • Triggering command: /usr/bin/gh gh workflow list --json name,state,path --repo owner/repo 64/bin/go GOSUMDB GOWORK 64/bin/go sh -c "prettier" --che-errorsas node 64/bin/go prettier --write 64/bin/go go (http block)
    • Triggering command: /usr/bin/gh gh workflow list --json name,state,path --repo owner/repo 64/bin/go GOSUMDB GOWORK 64/bin/go sh -c "prettier" --che-errorsas sh 64/bin/go tierignore (http block)
    • Triggering command: /usr/bin/gh gh workflow list --json name,state,path --repo owner/repo 64/bin/go --show-toplevel x_amd64/vet /usr/bin/git node /hom�� --write scripts/**/*.js de .prettierignore --log-level=erro/opt/hostedtoolcache/node/24.13.1/x64/bin/npx /usr/bin/git /bin/sh (http block)
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    • Triggering command: /tmp/go-build2611364053/b380/cli.test /tmp/go-build2611364053/b380/cli.test -test.testlogfile=/tmp/go-build2611364053/b380/testlog.txt -test.paniconexit0 -test.v=true -test.parallel=4 -test.timeout=10m0s -test.run=^Test -test.short=true cmd/gh-aw/commango cmd/gh-aw/formatenv cmd/gh-aw/main.g-json node /opt�� prettier --write 64/bin/go --ignore-path .prettierignore --log-level=erro"prettier" --check '**/*.cjs' '**/*.ts' '**/*.json' --ignore-path ../../../.prettierignore sh (http block)
  • https://api.github.com/repos/test-owner/test-repo/actions/secrets
    • Triggering command: /usr/bin/gh gh api /repos/test-owner/test-repo/actions/secrets --jq .secrets[].name -json GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE node /hom�� --check **/*.cjs 64/bin/go **/*.json --ignore-path run-script/lib/n-bool go (http block)
    • Triggering command: /usr/bin/gh gh api /repos/test-owner/test-repo/actions/secrets --jq .secrets[].name npx prettier --wGOINSECURE git 64/bin/go --show-toplevel 5751736/b430/_teenv /opt/hostedtoolc-json prettier --wr�� scripts/**/*.js --ignore-path 64/bin/go --log-level=erronode -importcfg /usr/bin/git node (http block)

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Original prompt

This section details on the original issue you should resolve

<issue_title>[plan] Fix SC2086 shellcheck error in prompt-clustering-analysis workflow</issue_title>
<issue_description>## Objective

Fix a shellcheck error (SC2086 — unquoted variable) in the prompt-clustering-analysis workflow, identified by actionlint in discussion #19004.

Context

The prompt-clustering-analysis.lock.yml workflow has an unquoted variable expansion at line 372. SC2086 indicates a variable used without double quotes, which causes word-splitting or glob expansion bugs when the variable contains spaces or special characters.

Source: Static Analysis Report - 2026-03-01, actionlint SC2086 finding.

Approach

  1. Open .github/workflows/prompt-clustering-analysis.md (source markdown file — do NOT edit the lock file directly)
  2. Find the shell script step around the redirect path that uses an unquoted variable (e.g., $VARIABLE instead of "$VARIABLE")
  3. Quote the variable: change $VAR"$VAR" for the redirect path variable
  4. Run make recompile to regenerate the lock file
  5. Run make lint or actionlint to confirm the error is resolved

Files to Modify

  • .github/workflows/prompt-clustering-analysis.md — quote the unquoted shell variable
  • .github/workflows/prompt-clustering-analysis.lock.yml — regenerated via make recompile

Acceptance Criteria

  • SC2086 error is gone from prompt-clustering-analysis
  • Lock file regenerated without errors
  • make agent-finish passes

Generated by Plan Command for issue #discussion #19004

  • expires on Mar 3, 2026, 6:38 AM UTC

Comments on the Issue (you are @copilot in this section)


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…sis workflow

Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
Copilot AI changed the title [WIP] Fix SC2086 shellcheck error in prompt-clustering-analysis workflow Fix SC2086: quote stderr redirect in prompt-clustering-analysis workflow Mar 1, 2026
@pelikhan pelikhan marked this pull request as ready for review March 1, 2026 07:08
Copilot AI review requested due to automatic review settings March 1, 2026 07:08
@pelikhan pelikhan merged commit 10a1f33 into main Mar 1, 2026
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@pelikhan pelikhan deleted the copilot/fix-shellcheck-sc2086-error branch March 1, 2026 07:09
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Pull request overview

Updates the prompt-clustering-analysis workflow to address an actionlint/ShellCheck SC2086 finding by quoting the stderr redirect path that interpolates pr_number.

Changes:

  • Quote the stderr redirect target (2>...) in the PR data download step to prevent word-splitting/globbing.
  • Regenerate the compiled lock workflow (.lock.yml) to reflect the source workflow change.

Reviewed changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated no comments.

File Description
.github/workflows/prompt-clustering-analysis.md Quotes the stderr redirect path for pr_number to satisfy SC2086 guidance.
.github/workflows/prompt-clustering-analysis.lock.yml Regenerated compiled workflow reflecting the same quoted redirect and updated metadata hash.

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[plan] Fix SC2086 shellcheck error in prompt-clustering-analysis workflow

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