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Agent-Logs-Url: https://github.com/github/gh-aw/sessions/56dd802b-7423-4970-b041-8fc21ec334ac Co-authored-by: lpcox <15877973+lpcox@users.noreply.github.com>
Addresses token optimizer issue by: - Adding pre-agent-steps to collect all package analysis data deterministically - Replacing github toolsets: [default] with [pull_requests] - Trimming bash allowlist from 16 entries to 3 - Slimming prompt from 340+ to ~160 lines by removing inline bash code blocks - Using $TOTAL variable in rotation JSON init (not hardcoded 20) - Adding error fallback to python3 JSON parse Estimated savings: ~1.6M tokens/run" Agent-Logs-Url: https://github.com/github/gh-aw/sessions/56dd802b-7423-4970-b041-8fc21ec334ac Co-authored-by: lpcox <15877973+lpcox@users.noreply.github.com>
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changed the title
[WIP] Optimize Package Specification Extractor for token efficiency
optimize spec-extractor: pre-agent-steps + toolset trim + prompt slim (~1.6M tokens/run)
Apr 28, 2026
pelikhan
approved these changes
Apr 28, 2026
Contributor
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Pull request overview
Reduces spec-extractor agent token usage by moving deterministic source/package analysis into a pre-agent workflow step, trimming GitHub toolsets, and simplifying the agent prompt; also updates the pinned ruby/setup-ruby action version/sha.
Changes:
- Added
pre-agent-stepsto precompute per-package context (exports, files, imports, README, git history) into a single context file for the agent to read. - Restricted GitHub MCP toolsets to
pull_requestsand slimmed the spec-extractor prompt to rely on the precomputed context. - Bumped
ruby/setup-rubypin fromv1.305.0tov1.306.0(version + SHA) in both action pin datasets.
Show a summary per file
| File | Description |
|---|---|
pkg/workflow/data/action_pins.json |
Updates the pinned ruby/setup-ruby version/sha used by workflow tooling. |
pkg/actionpins/data/action_pins.json |
Mirrors the same ruby/setup-ruby pin update in the actionpins package dataset. |
.github/workflows/spec-extractor.md |
Introduces pre-agent context generation and updates toolsets/prompt to consume the generated context. |
.github/workflows/spec-extractor.lock.yml |
Regenerates the compiled workflow to include the new pre-agent step and toolset changes. |
Copilot's findings
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.github/workflows/spec-extractor.md:83
grep -rn "^func [A-Z]" ... --include='*.go'will match test functions (e.g.,func TestXxx) in*_test.go, inflating the exported API list and misleading the spec extractor. Exclude test files (e.g., add--exclude='*_test.go'or grep only the non-test file list).
echo "### Exported Functions"
echo '```'
grep -rn "^func [A-Z]" "pkg/$PKG" --include='*.go' 2>/dev/null || true
echo '```'
.github/workflows/spec-extractor.md:88
grep -rn "^type [A-Z]" ... --include='*.go'will also scan*_test.go. If tests define exported helper types, they’ll show up as part of the "Exported Types" list. Exclude*_test.goto keep the pre-collected API surface accurate.
echo "### Exported Types"
echo '```'
grep -rn "^type [A-Z]" "pkg/$PKG" --include='*.go' 2>/dev/null || true
echo '```'
.github/workflows/spec-extractor.md:93
grep -rn "^const [A-Z]"only captures single-line const declarations; it misses exported identifiers insideconst ( ... )blocks (which are common in Go). This will produce incomplete exported-constants data for the agent. Consider extending the extraction to include block members as well (and excluding*_test.go).
echo "### Exported Constants"
echo '```'
grep -rn "^const [A-Z]" "pkg/$PKG" --include='*.go' 2>/dev/null || true
echo '```'
.github/workflows/spec-extractor.md:98
grep -rn "^var [A-Z]"misses exported vars declared insidevar ( ... )blocks, and it currently scans*_test.goas well. This can under-report real exports and/or include test-only exports; consider handling block members and excluding test files.
echo "### Exported Variables"
echo '```'
grep -rn "^var [A-Z]" "pkg/$PKG" --include='*.go' 2>/dev/null || true
echo '```'
.github/workflows/spec-extractor.md:105
- The doc-comment dump loops over
pkg/"$PKG"/*.go, which includes*_test.goand can add a lot of irrelevant test content into the context file. Consider iterating over the same non-test file list used in "Source Files" to keep the context focused and smaller.
echo "### Package Doc Comments (first 30 lines per file)"
for f in pkg/"$PKG"/*.go; do
[ -f "$f" ] || continue
echo "#### $f"
echo '```go'
head -n 30 "$f" 2>/dev/null || true
- Files reviewed: 4/4 changed files
- Comments generated: 3
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| wc -l pkg/"$PKG"/*.go 2>/dev/null || true | ||
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| echo "### Exported Types" | ||
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| grep -rn "^type [A-Z]" "pkg/$PKG" --include='*.go' 2>/dev/null || true | ||
| echo '```' | ||
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| echo "### Exported Constants" | ||
| echo '```' | ||
| grep -rn "^const [A-Z]" "pkg/$PKG" --include='*.go' 2>/dev/null || true | ||
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| echo "### Exported Variables" | ||
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| grep -rn "^var [A-Z]" "pkg/$PKG" --include='*.go' 2>/dev/null || true | ||
| echo '```' | ||
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| echo "### Package Doc Comments (first 30 lines per file)" | ||
| for f in pkg/"$PKG"/*.go; do | ||
| [ -f "$f" ] || continue | ||
| echo "#### $f" | ||
| echo '```go' | ||
| head -n 30 "$f" 2>/dev/null || true | ||
| echo '```' | ||
| done | ||
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There was a problem hiding this comment.
The "Line Counts" section uses wc -l pkg/"$PKG"/*.go, which includes *_test.go and can diverge from the "Source Files" section that explicitly excludes tests. Consider matching the same non-test file set (e.g., via the same find ... ! -name '*_test.go') so the counts reflect the analyzed sources.
This issue also appears in the following locations of the same file:
- line 80
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Suggested change
| wc -l pkg/"$PKG"/*.go 2>/dev/null || true | |
| echo '```' | |
| echo "### Exported Functions" | |
| echo '```' | |
| grep -rn "^func [A-Z]" "pkg/$PKG" --include='*.go' 2>/dev/null || true | |
| echo '```' | |
| echo "### Exported Types" | |
| echo '```' | |
| grep -rn "^type [A-Z]" "pkg/$PKG" --include='*.go' 2>/dev/null || true | |
| echo '```' | |
| echo "### Exported Constants" | |
| echo '```' | |
| grep -rn "^const [A-Z]" "pkg/$PKG" --include='*.go' 2>/dev/null || true | |
| echo '```' | |
| echo "### Exported Variables" | |
| echo '```' | |
| grep -rn "^var [A-Z]" "pkg/$PKG" --include='*.go' 2>/dev/null || true | |
| echo '```' | |
| echo "### Package Doc Comments (first 30 lines per file)" | |
| for f in pkg/"$PKG"/*.go; do | |
| [ -f "$f" ] || continue | |
| echo "#### $f" | |
| echo '```go' | |
| head -n 30 "$f" 2>/dev/null || true | |
| echo '```' | |
| done | |
| find "pkg/$PKG" -type f -name '*.go' ! -name '*_test.go' -print0 2>/dev/null | xargs -0 wc -l 2>/dev/null || true | |
| echo '```' | |
| echo "### Exported Functions" | |
| echo '```' | |
| find "pkg/$PKG" -type f -name '*.go' ! -name '*_test.go' -print0 2>/dev/null | xargs -0 grep -rn "^func [A-Z]" 2>/dev/null || true | |
| echo '```' | |
| echo "### Exported Types" | |
| echo '```' | |
| find "pkg/$PKG" -type f -name '*.go' ! -name '*_test.go' -print0 2>/dev/null | xargs -0 grep -rn "^type [A-Z]" 2>/dev/null || true | |
| echo '```' | |
| echo "### Exported Constants" | |
| echo '```' | |
| find "pkg/$PKG" -type f -name '*.go' ! -name '*_test.go' -print0 2>/dev/null | xargs -0 grep -rn "^const [A-Z]" 2>/dev/null || true | |
| echo '```' | |
| echo "### Exported Variables" | |
| echo '```' | |
| find "pkg/$PKG" -type f -name '*.go' ! -name '*_test.go' -print0 2>/dev/null | xargs -0 grep -rn "^var [A-Z]" 2>/dev/null || true | |
| echo '```' | |
| echo "### Package Doc Comments (first 30 lines per file)" | |
| while IFS= read -r -d '' f; do | |
| echo "#### $f" | |
| echo '```go' | |
| head -n 30 "$f" 2>/dev/null || true | |
| echo '```' | |
| done < <(find "pkg/$PKG" -type f -name '*.go' ! -name '*_test.go' -print0 2>/dev/null) |
| GH_AW_AGENT_FILES: ".crush.json AGENTS.md CLAUDE.md GEMINI.md opencode.jsonc" | ||
| run: bash "${RUNNER_TEMP}/gh-aw/actions/restore_base_github_folders.sh" | ||
| - name: Collect package analysis data | ||
| run: "set -e\nPACKAGES=(agentdrain cli console constants envutil fileutil gitutil logger parser repoutil semverutil sliceutil stringutil styles testutil timeutil tty types typeutil workflow)\nTOTAL=${#PACKAGES[@]}\nCACHE_DIR=/tmp/gh-aw/cache-memory/spec-extractor\nCONTEXT=/tmp/pkg-context.md\n\n# Initialize or load rotation state\nmkdir -p \"$CACHE_DIR/extractions\"\nif [ -f \"$CACHE_DIR/rotation.json\" ]; then\n LAST_INDEX=$(python3 -c \"import json; d=json.load(open('$CACHE_DIR/rotation.json')); print(d.get('last_index', 0))\" 2>/dev/null || echo 0)\nelse\n printf '{\"last_index\":0,\"last_packages\":[],\"last_run\":\"\",\"total_packages\":%d}\\n' \"$TOTAL\" > \"$CACHE_DIR/rotation.json\"\n LAST_INDEX=0\nfi\n\n# Select next 4 packages using round-robin\nPKG0=\"${PACKAGES[$((LAST_INDEX % TOTAL))]}\"\nPKG1=\"${PACKAGES[$(((LAST_INDEX + 1) % TOTAL))]}\"\nPKG2=\"${PACKAGES[$(((LAST_INDEX + 2) % TOTAL))]}\"\nPKG3=\"${PACKAGES[$(((LAST_INDEX + 3) % TOTAL))]}\"\nNEXT_INDEX=$(((LAST_INDEX + 4) % TOTAL))\nSELECTED=(\"$PKG0\" \"$PKG1\" \"$PKG2\" \"$PKG3\")\n\necho \"Selected packages: ${SELECTED[*]} (last_index=$LAST_INDEX, next=$NEXT_INDEX)\"\n\n# Collect analysis data for each package into the context file\n{\n echo \"# Package Analysis Context\"\n echo \"\"\n echo \"**Run date**: $(date -u +%Y-%m-%d)\"\n echo \"**Rotation last_index (current)**: $LAST_INDEX\"\n echo \"**Selected packages**: ${SELECTED[*]}\"\n echo \"**Next last_index (save this after run)**: $NEXT_INDEX\"\n echo \"\"\n\n for PKG in \"${SELECTED[@]}\"; do\n echo \"---\"\n echo \"\"\n echo \"## Package: \\`$PKG\\`\"\n echo \"\"\n\n echo \"### Source Files\"\n echo '```'\n find \"pkg/$PKG\" -name '*.go' ! -name '*_test.go' -type f 2>/dev/null | sort || true\n echo '```'\n\n echo \"### Line Counts\"\n echo '```'\n wc -l pkg/\"$PKG\"/*.go 2>/dev/null || true\n echo '```'\n\n echo \"### Exported Functions\"\n echo '```'\n grep -rn \"^func [A-Z]\" \"pkg/$PKG\" --include='*.go' 2>/dev/null || true\n echo '```'\n\n echo \"### Exported Types\"\n echo '```'\n grep -rn \"^type [A-Z]\" \"pkg/$PKG\" --include='*.go' 2>/dev/null || true\n echo '```'\n\n echo \"### Exported Constants\"\n echo '```'\n grep -rn \"^const [A-Z]\" \"pkg/$PKG\" --include='*.go' 2>/dev/null || true\n echo '```'\n\n echo \"### Exported Variables\"\n echo '```'\n grep -rn \"^var [A-Z]\" \"pkg/$PKG\" --include='*.go' 2>/dev/null || true\n echo '```'\n\n echo \"### Package Doc Comments (first 30 lines per file)\"\n for f in pkg/\"$PKG\"/*.go; do\n [ -f \"$f\" ] || continue\n echo \"#### $f\"\n echo '```go'\n head -n 30 \"$f\" 2>/dev/null || true\n echo '```'\n done\n\n echo \"### Imports\"\n echo '```'\n find \"pkg/$PKG\" -name '*.go' ! -name '*_test.go' -type f | xargs grep -h \"import\" 2>/dev/null | sort -u || true\n echo '```'\n\n echo \"### Existing README.md\"\n echo '```markdown'\n cat \"pkg/$PKG/README.md\" 2>/dev/null || echo \"No existing README.md\"\n echo '```'\n\n echo \"### Recent Git History (30 days)\"\n echo '```'\n git log --oneline --since='30 days ago' -- \"pkg/$PKG\" 2>/dev/null || true\n echo '```'\n echo \"\"\n done\n} > \"$CONTEXT\"\necho \"Context file written to $CONTEXT ($(wc -l < \"$CONTEXT\") lines)\"\n" |
There was a problem hiding this comment.
This step writes the context file to /tmp/pkg-context.md, but the later AWF container invocation only mounts ${RUNNER_TEMP}/gh-aw and the workspace. Unless /tmp is explicitly shared into the container, the agent’s cat /tmp/pkg-context.md allowlisted command will fail. Consider writing the file under /tmp/gh-aw/agent/ (or the workspace) and updating the allowlist accordingly.
Suggested change
| run: "set -e\nPACKAGES=(agentdrain cli console constants envutil fileutil gitutil logger parser repoutil semverutil sliceutil stringutil styles testutil timeutil tty types typeutil workflow)\nTOTAL=${#PACKAGES[@]}\nCACHE_DIR=/tmp/gh-aw/cache-memory/spec-extractor\nCONTEXT=/tmp/pkg-context.md\n\n# Initialize or load rotation state\nmkdir -p \"$CACHE_DIR/extractions\"\nif [ -f \"$CACHE_DIR/rotation.json\" ]; then\n LAST_INDEX=$(python3 -c \"import json; d=json.load(open('$CACHE_DIR/rotation.json')); print(d.get('last_index', 0))\" 2>/dev/null || echo 0)\nelse\n printf '{\"last_index\":0,\"last_packages\":[],\"last_run\":\"\",\"total_packages\":%d}\\n' \"$TOTAL\" > \"$CACHE_DIR/rotation.json\"\n LAST_INDEX=0\nfi\n\n# Select next 4 packages using round-robin\nPKG0=\"${PACKAGES[$((LAST_INDEX % TOTAL))]}\"\nPKG1=\"${PACKAGES[$(((LAST_INDEX + 1) % TOTAL))]}\"\nPKG2=\"${PACKAGES[$(((LAST_INDEX + 2) % TOTAL))]}\"\nPKG3=\"${PACKAGES[$(((LAST_INDEX + 3) % TOTAL))]}\"\nNEXT_INDEX=$(((LAST_INDEX + 4) % TOTAL))\nSELECTED=(\"$PKG0\" \"$PKG1\" \"$PKG2\" \"$PKG3\")\n\necho \"Selected packages: ${SELECTED[*]} (last_index=$LAST_INDEX, next=$NEXT_INDEX)\"\n\n# Collect analysis data for each package into the context file\n{\n echo \"# Package Analysis Context\"\n echo \"\"\n echo \"**Run date**: $(date -u +%Y-%m-%d)\"\n echo \"**Rotation last_index (current)**: $LAST_INDEX\"\n echo \"**Selected packages**: ${SELECTED[*]}\"\n echo \"**Next last_index (save this after run)**: $NEXT_INDEX\"\n echo \"\"\n\n for PKG in \"${SELECTED[@]}\"; do\n echo \"---\"\n echo \"\"\n echo \"## Package: \\`$PKG\\`\"\n echo \"\"\n\n echo \"### Source Files\"\n echo '```'\n find \"pkg/$PKG\" -name '*.go' ! -name '*_test.go' -type f 2>/dev/null | sort || true\n echo '```'\n\n echo \"### Line Counts\"\n echo '```'\n wc -l pkg/\"$PKG\"/*.go 2>/dev/null || true\n echo '```'\n\n echo \"### Exported Functions\"\n echo '```'\n grep -rn \"^func [A-Z]\" \"pkg/$PKG\" --include='*.go' 2>/dev/null || true\n echo '```'\n\n echo \"### Exported Types\"\n echo '```'\n grep -rn \"^type [A-Z]\" \"pkg/$PKG\" --include='*.go' 2>/dev/null || true\n echo '```'\n\n echo \"### Exported Constants\"\n echo '```'\n grep -rn \"^const [A-Z]\" \"pkg/$PKG\" --include='*.go' 2>/dev/null || true\n echo '```'\n\n echo \"### Exported Variables\"\n echo '```'\n grep -rn \"^var [A-Z]\" \"pkg/$PKG\" --include='*.go' 2>/dev/null || true\n echo '```'\n\n echo \"### Package Doc Comments (first 30 lines per file)\"\n for f in pkg/\"$PKG\"/*.go; do\n [ -f \"$f\" ] || continue\n echo \"#### $f\"\n echo '```go'\n head -n 30 \"$f\" 2>/dev/null || true\n echo '```'\n done\n\n echo \"### Imports\"\n echo '```'\n find \"pkg/$PKG\" -name '*.go' ! -name '*_test.go' -type f | xargs grep -h \"import\" 2>/dev/null | sort -u || true\n echo '```'\n\n echo \"### Existing README.md\"\n echo '```markdown'\n cat \"pkg/$PKG/README.md\" 2>/dev/null || echo \"No existing README.md\"\n echo '```'\n\n echo \"### Recent Git History (30 days)\"\n echo '```'\n git log --oneline --since='30 days ago' -- \"pkg/$PKG\" 2>/dev/null || true\n echo '```'\n echo \"\"\n done\n} > \"$CONTEXT\"\necho \"Context file written to $CONTEXT ($(wc -l < \"$CONTEXT\") lines)\"\n" | |
| run: "set -e\nPACKAGES=(agentdrain cli console constants envutil fileutil gitutil logger parser repoutil semverutil sliceutil stringutil styles testutil timeutil tty types typeutil workflow)\nTOTAL=${#PACKAGES[@]}\nCACHE_DIR=/tmp/gh-aw/cache-memory/spec-extractor\nCONTEXT=/tmp/gh-aw/agent/pkg-context.md\n\n# Initialize or load rotation state\nmkdir -p \"$CACHE_DIR/extractions\"\nmkdir -p \"$(dirname \"$CONTEXT\")\"\nif [ -f \"$CACHE_DIR/rotation.json\" ]; then\n LAST_INDEX=$(python3 -c \"import json; d=json.load(open('$CACHE_DIR/rotation.json')); print(d.get('last_index', 0))\" 2>/dev/null || echo 0)\nelse\n printf '{\"last_index\":0,\"last_packages\":[],\"last_run\":\"\",\"total_packages\":%d}\\n' \"$TOTAL\" > \"$CACHE_DIR/rotation.json\"\n LAST_INDEX=0\nfi\n\n# Select next 4 packages using round-robin\nPKG0=\"${PACKAGES[$((LAST_INDEX % TOTAL))]}\"\nPKG1=\"${PACKAGES[$(((LAST_INDEX + 1) % TOTAL))]}\"\nPKG2=\"${PACKAGES[$(((LAST_INDEX + 2) % TOTAL))]}\"\nPKG3=\"${PACKAGES[$(((LAST_INDEX + 3) % TOTAL))]}\"\nNEXT_INDEX=$(((LAST_INDEX + 4) % TOTAL))\nSELECTED=(\"$PKG0\" \"$PKG1\" \"$PKG2\" \"$PKG3\")\n\necho \"Selected packages: ${SELECTED[*]} (last_index=$LAST_INDEX, next=$NEXT_INDEX)\"\n\n# Collect analysis data for each package into the context file\n{\n echo \"# Package Analysis Context\"\n echo \"\"\n echo \"**Run date**: $(date -u +%Y-%m-%d)\"\n echo \"**Rotation last_index (current)**: $LAST_INDEX\"\n echo \"**Selected packages**: ${SELECTED[*]}\"\n echo \"**Next last_index (save this after run)**: $NEXT_INDEX\"\n echo \"\"\n\n for PKG in \"${SELECTED[@]}\"; do\n echo \"---\"\n echo \"\"\n echo \"## Package: \\`$PKG\\`\"\n echo \"\"\n\n echo \"### Source Files\"\n echo '```'\n find \"pkg/$PKG\" -name '*.go' ! -name '*_test.go' -type f 2>/dev/null | sort || true\n echo '```'\n\n echo \"### Line Counts\"\n echo '```'\n wc -l pkg/\"$PKG\"/*.go 2>/dev/null || true\n echo '```'\n\n echo \"### Exported Functions\"\n echo '```'\n grep -rn \"^func [A-Z]\" \"pkg/$PKG\" --include='*.go' 2>/dev/null || true\n echo '```'\n\n echo \"### Exported Types\"\n echo '```'\n grep -rn \"^type [A-Z]\" \"pkg/$PKG\" --include='*.go' 2>/dev/null || true\n echo '```'\n\n echo \"### Exported Constants\"\n echo '```'\n grep -rn \"^const [A-Z]\" \"pkg/$PKG\" --include='*.go' 2>/dev/null || true\n echo '```'\n\n echo \"### Exported Variables\"\n echo '```'\n grep -rn \"^var [A-Z]\" \"pkg/$PKG\" --include='*.go' 2>/dev/null || true\n echo '```'\n\n echo \"### Package Doc Comments (first 30 lines per file)\"\n for f in pkg/\"$PKG\"/*.go; do\n [ -f \"$f\" ] || continue\n echo \"#### $f\"\n echo '```go'\n head -n 30 \"$f\" 2>/dev/null || true\n echo '```'\n done\n\n echo \"### Imports\"\n echo '```'\n find \"pkg/$PKG\" -name '*.go' ! -name '*_test.go' -type f | xargs grep -h \"import\" 2>/dev/null | sort -u || true\n echo '```'\n\n echo \"### Existing README.md\"\n echo '```markdown'\n cat \"pkg/$PKG/README.md\" 2>/dev/null || echo \"No existing README.md\"\n echo '```'\n\n echo \"### Recent Git History (30 days)\"\n echo '```'\n git log --oneline --since='30 days ago' -- \"pkg/$PKG\" 2>/dev/null || true\n echo '```'\n echo \"\"\n done\n} > \"$CONTEXT\"\necho \"Context file written to $CONTEXT ($(wc -l < \"$CONTEXT\") lines)\"\n" |
| PACKAGES=(agentdrain cli console constants envutil fileutil gitutil logger parser repoutil semverutil sliceutil stringutil styles testutil timeutil tty types typeutil workflow) | ||
| TOTAL=${#PACKAGES[@]} | ||
| CACHE_DIR=/tmp/gh-aw/cache-memory/spec-extractor | ||
| CONTEXT=/tmp/pkg-context.md |
There was a problem hiding this comment.
CONTEXT is written to /tmp/pkg-context.md, but the agent runtime is only mounted with /tmp/gh-aw/ and the workspace. This will likely make the file unavailable inside the AWF container, causing the first cat /tmp/pkg-context.md to fail. Write the context file under a mounted path (e.g., /tmp/gh-aw/agent/pkg-context.md or ${{ github.workspace }}/...) and update the corresponding cat/bash allowlist to match.
Suggested change
| CONTEXT=/tmp/pkg-context.md | |
| CONTEXT=/tmp/gh-aw/agent/pkg-context.md |
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spec-extractorwas consuming ~3.2M tokens/run (~49 avg turns) because the agent spent ~24 turns doing deterministic file reads before writing any specs. Three structural changes address this.Changes
pre-agent-steps: deterministic package analysis — bash step runs before the agent, readsrotation.json, selects the 4 round-robin packages, runs allfind/grep/head/cat/git logcommands for each, and writes the full analysis to/tmp/pkg-context.md. Agent turn 1 reads this file; no data-gathering turns needed.github: toolsets: [pull_requests]— was[default]. The workflow only creates PRs; issues/repos/actions tools were never used.bash:allowlist: 16 → 3 entries — post-pre-steps the agent only needscat /tmp/pkg-context.md,git diff,git status.Prompt: ~340 → ~160 lines — removed Phases 0–2 (cache init bash examples, round-robin worked examples, per-package 5-step analysis with inline bash blocks). Replaced with a single "read the context file" instruction.
Note
max-turnswas recommended in the issue but is not supported by thecopilotengine (Claude-only). The pre-steps optimization achieves the equivalent structural reduction.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/usr/bin/gh gh repo view --json owner,name --jq .owner.login + "/" + .name ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE ache/go/1.25.8/x64/pkg/tool/linu-trimpath(http block)/usr/bin/gh gh repo view owner/repo(http block)/usr/bin/gh gh repo view owner/repo 2045�� 70/001/test-empty-frontmatter.md 4596746/b026/vet.cfg ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet GOINSECURE 9474359/b133/arirev-parse ache/go/1.25.8/x--show-toplevel ache/go/1.25.8/x64/pkg/tool/linuremote.origin.url -o t2896475297 -trimpath .yml -p vendor/golang.orrun -lang=go1.25 ache/go/1.25.8/x12345(http block)https://api.github.com/orgs/test-owner/actions/secrets/usr/bin/gh gh api /orgs/test-owner/actions/secrets --jq .secrets[].name -json GO111MODULE x_amd64/compile GOINSECURE GOMOD GOMODCACHE x_amd64/compile env -json GO111MODULE x_amd64/vet GOINSECURE GOMOD GOMODCACHE x_amd64/vet(http block)/usr/bin/gh gh api /orgs/test-owner/actions/secrets --jq 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