Borda/AI-Rig/plugins/cc_oss/skills/analyse/SKILL.md
analyse
Analyze GitHub issues, Pull Requests (PRs), Discussions, and repo vitality for an Open Source Software (OSS) project. For any specific item, casts a wide net — finds and lists all related open and closed issues/PRs/discussions, explicitly flags duplicates. Summarizes long threads, extracts reproduction steps, and generates repo vitality stats. Uses gh Command Line Interface (CLI) for GitHub Application Programming Interface (API) access. Complements oss:shepherd (requires `oss` plugin). NOT for
- Source repository stars
- 24
- Declared platforms
- 1
- Static risk flags
- 4
- Last source update
- 2026-08-06
- Source checked
- 2026-08-06
Decision brief
What it does—and where it fits
bash export CSID="${CLAUDECODESESSIONID:-$PPID}"
Not for
- Tasks that require unconfirmed production actions or broad system permissions.
- Environments where the pinned source and install steps cannot be inspected.
Compatibility matrix
Platform support, with evidence labels
| Platform | Status | Evidence | What to check |
|---|---|---|---|
| Codex | Declared | Source record | Install path and trigger |
| Claude Code | Not declared | No explicit evidence | Portability before use |
| Cursor | Not declared | No explicit evidence | Portability before use |
| Gemini CLI | Not declared | No explicit evidence | Portability before use |
Installation
Inspect first. Install second.
The source command is displayed only when detected. A safe inspection prompt is always available so your agent can explain every action before execution.
npx skills add https://github.com/Borda/AI-Rig --skill "plugins/cc_oss/skills/analyse"Inspect the Agent Skill "analyse" from https://github.com/Borda/AI-Rig/blob/0ed1eaa2ec1f6294996f661ea1c5078fb7e49f52/plugins/cc_oss/skills/analyse/SKILL.md at commit 0ed1eaa2ec1f6294996f661ea1c5078fb7e49f52. List every install step, command, network request, credential, file read/write, external action, and rollback step. Explain whether it fits my task. Do not install or execute anything until I approve.
Workflow
What the source asks the agent to do
- 01
downstream [ -f "$OSSSHARED/..." ] paths silently expand, Step 7 fails after full analysis.
Review the “downstream [ -f "$OSSSHARED/..." ] paths silently expand, Step 7 fails after full analysis.” section in the pinned source before continuing.
Review and apply the “downstream [ -f "$OSSSHARED/..." ] paths silently expand, Step 7 fails after full analysis.” source section. - 02
Step 1: Flag parsing
bash export CSID="${CLAUDECODESESSIONID:-$PPID}"
bash export CSID="${CLAUDECODESESSIONID:-$PPID}" - 03
--quick: vitality-only fast path — skips codex review + adversarial rework loop, fewer spawns. Silently ignored for N/ecosystem modes.
if [[ " $ARGUMENTS " == " --quick " ]]; then QUICKMODE=true CLEANARGS=$(echo "$CLEANARGS" | sed -E 's/(^| )--quick($| )/\1\2/') fi
if [[ " $ARGUMENTS " == " --quick " ]]; then QUICKMODE=true CLEANARGS=$(echo "$CLEANARGS" | sed -E 's/(^| )--quick($| )/\1\2/') fi - 04
Step 2: Reply-mode fast-path (only when REPLYMODE=true)
Skip when REPLYMODE=false and DIRECTPATHMODE=false.
Skip when REPLYMODE=false and DIRECTPATHMODE=false.Direct report path (DIRECTPATHMODE=true — checked first). The error branches below execute as explicit bash exit 1 blocks — stop is not prose advice; the workflow must terminate hard before any downstream step can fire…bash export CSID="${CLAUDECODESESSIONID:-$PPID}" - 05
enforce-analyse-header.js deny the follow-up question the user needs after the error (Step 6a note).
if [ "$DIRECTPATHMODE" = "true" ] && [ "$REPLYMODE" = "false" ]; then echo "! Error: report path '$REPORTFILE' passed without --reply." echo " Re-run as: /oss:analyse $REPORTFILE --reply" echo " Or use: /oss:analyse | vitality | ecosystem" rm -f "${TMPDIR:-/tmp}/analyse-report-f…
if [ "$DIRECTPATHMODE" = "true" ] && [ "$REPLYMODE" = "false" ]; then echo "! Error: report path '$REPORTFILE' passed without --reply." echo " Re-run as: /oss:analyse $REPORTFILE --reply" echo " Or use: /oss:analyse | v…
Permission review
Static risk signals and limitations
Network access
The documentation includes network, browsing, or remote request actions.
echo "Usage: /oss:analyse vitality https://github.com/owner/repo"Network access
The documentation includes network, browsing, or remote request actions.
echo "Usage: /oss:analyse vitality [owner/repo | https://github.com/owner/repo]"Runs scripts
The documentation asks the agent to run terminal commands or scripts.
python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_oss}/bin/detect_thread_type.py" --number "$CLEAN_ARGS" --report-mtime "$REPORT_MTIME" 2>/dev/null # timeout: 15000Runs scripts
The documentation asks the agent to run terminal commands or scripts.
python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_oss}/bin/detect_thread_type.py" --number "$CLEAN_ARGS" 2>/dev/null # timeout: 15000Reads files
The documentation asks the agent to read local files, directories, or repositories.
Read and execute the mode file from `${CLAUDE_PLUGIN_ROOT:-plugins/cc_oss}/skills/analyse/modes/`.Reads files
The documentation asks the agent to read local files, directories, or repositories.
**`--reply` drafts only** — shepherd produces draft file; does NOT auto-post to GitHub. User posts manually. Write access to repo not required for `--reply`; required only if user subsequently posts draft via `gh issue comment` or `gh pr coWrites files
The documentation asks the agent to create, modify, or delete local files.
**`--reply` drafts only** — shepherd produces draft file; does NOT auto-post to GitHub. User posts manually. Write access to repo not required for `--reply`; required only if user subsequently posts draft via `gh issue comment` or `gh pr coEvidence record
Why each signal appears
| Signal | Value | Evidence type | Meaning |
|---|---|---|---|
| Quality score | 92/100 | Computed | Documentation, specificity, maintenance, and trust rules |
| Repository stars | 24 | Source | Repository attention, not individual Skill quality |
| Compatibility | 1 platforms | Source | Declared in the catalog source record |
| Usage guide | automated source guide | Editorial | Generated or reviewed according to the visible evidence level |
Pinned source
Provenance and original SKILL.md
- Repository
- Borda/AI-Rig
- Skill path
- plugins/cc_oss/skills/analyse/SKILL.md
- Commit
- 0ed1eaa2ec1f6294996f661ea1c5078fb7e49f52
- License
- Apache-2.0
- Collected
- 2026-08-06
- Default branch
- main
View the original SKILL.md
Analyze GitHub threads + repo vitality. Help maintainers triage, respond, decide fast. Output actionable + structured — not just summaries.
NOT for implementing PR action items (use oss:resolve). NOT for code-quality assessment on a PR — phrasing like "review PR #N" or "does this PR look good?" routes here via TRIGGER (PR number + "analyze/summarize" verbs) but yields thread analysis, not code review. When request is code quality, route to oss:review (requires oss plugin) instead. NOT for multi-agent code review (use oss:review). NOT for CI pipeline diagnosis (use oss:cicd-steward (requires oss plugin)).
- $ARGUMENTS: one of:
N(number, plain123or#123) — any GitHub thread: issue, PR, or discussion; auto-detects typevitality [<owner>/<repo> | <github-url>]— repo vitality overview with 9-axis health scorecard, duplicate detection. Optional repo argument acceptsowner/reposhorthand or fullhttps://github.com/owner/repoURL. Omitted → auto-detected from git upstream. Non-GitHub remotes (GitLab, Bitbucket, etc.) stop with warning.ecosystem— downstream consumer impact analysis for library maintainers--reply— only valid withN; spawns shepherd to draft contributor-facing reply after thread analysis. Silently ignored forvitalityandecosystem.--quick— only meaningful withvitality; fast daily-scorecard path skipping Codex independent review (Step 5) and mandatory adversarial rework loop (Step 6), reduces spawns to core 4 (gh-scraper + 3 axis scorers). Full mode (all quality passes) stays default. Silently ignored forN,ecosystem, report-path modes.path/to/report.md— path to existing report file; only valid combined with--reply; skips all analysis, spawns shepherd directly using provided file
Background agent health monitoring (CLAUDE.md §6) — applies to Step 7 shepherd spawn MONITOR_INTERVAL=300 # 5 minutes between polls HARD_CUTOFF=900 # 15 minutes of no file activity → declare timed out EXTENSION=300 # one +5 min extension if output file explains delay
loads: compaction-contract.md Key boundary: end of Step 5 — gather/fetch complete, before Step 6 synthesis gate. Preserve: cache-dir (.cache/gh), target # (CLEAN_ARGS), synthesized report path, reply-mode flag.
Agent Resolution
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# loads: compaction-contract.md
# Cold-start fallback:
_OSS_SHARED=$(python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_oss}/bin/resolve_shared_path.py" oss skills/_shared 2>/dev/null) # timeout: 5000
# Empty _OSS_SHARED → resolve_shared_path.py failed (missing python/script or oss plugin);
# downstream `[ -f "$_OSS_SHARED/..." ]` paths silently expand, Step 7 fails after full analysis.
# --reply: hard fail; non-reply: degrade gracefully.
if [ -z "$_OSS_SHARED" ]; then
if [ "$REPLY_MODE" = "true" ]; then
echo "! BLOCKED — could not resolve _OSS_SHARED (oss plugin missing, python unavailable, or resolve_shared_path.py absent); --reply mode requires it"
exit 1
else
echo "⚠ _OSS_SHARED empty — oss plugin shared dir unresolved; continuing with degraded functionality (--reply will fail in this run)"
fi
fi
FOUNDRY_SHARED=$(python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_oss}/bin/resolve_shared_path.py" foundry skills/_shared 2>/dev/null) # timeout: 5000 — loads: terminal-summaries.md (from foundry plugin _shared/); consumed by modes/thread.md, modes/vitality.md, modes/ecosystem.md
# Persist $_OSS_SHARED, $FOUNDRY_SHARED — fresh shell loses vars (Check 41)
echo "${_OSS_SHARED:-}" > "${TMPDIR:-/tmp}/analyse-oss-shared-${CSID}"
echo "${FOUNDRY_SHARED:-}" > "${TMPDIR:-/tmp}/analyse-foundry-shared-${CSID}"
loads: oss-shared-resolver.md
Step 1: Flag parsing
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# Extract --keep value before CLEAN_ARGS cleaning (compaction-contract.md §keep: semantics)
KEEP_ITEMS=""
if [[ "$ARGUMENTS" =~ --keep[[:space:]]\"([^\"]+)\" ]]; then
KEEP_ITEMS="${BASH_REMATCH[1]}"
fi
echo "${KEEP_ITEMS:-}" > "${TMPDIR:-/tmp}/analyse-keep-items-${CSID}" # timeout: 5000
# Clear stale contract from any prior incomplete run (compaction-contract.md §Lifecycle)
rm -f .temp/state/skill-contract.md # timeout: 5000
REPLY_MODE=false
QUICK_MODE=false
CLEAN_ARGS=$ARGUMENTS
# Anchored token match, not substring — substring falsely fires on `--reply-later`, repo names with `--reply-bot`.
if [[ " $ARGUMENTS " == *" --reply "* ]]; then
REPLY_MODE=true
CLEAN_ARGS=$(echo "$CLEAN_ARGS" | sed -E 's/(^| )--reply($| )/\1\2/')
fi
# --quick: vitality-only fast path — skips codex review + adversarial rework loop, fewer spawns. Silently ignored for N/ecosystem modes.
if [[ " $ARGUMENTS " == *" --quick "* ]]; then
QUICK_MODE=true
CLEAN_ARGS=$(echo "$CLEAN_ARGS" | sed -E 's/(^| )--quick($| )/\1\2/')
fi
# Strip --keep and its quoted value — consumed above
CLEAN_ARGS=$(echo "$CLEAN_ARGS" | sed 's/ --keep "[^"]*"//g')
CLEAN_ARGS="${CLEAN_ARGS#"${CLEAN_ARGS%%[![:space:]]*}"}"
# Persist REPLY_MODE + QUICK_MODE + CLEAN_ARGS — fresh shell loses vars (Check 41)
echo "$REPLY_MODE" > "${TMPDIR:-/tmp}/analyse-reply-mode-${CSID}"
echo "$QUICK_MODE" > "${TMPDIR:-/tmp}/analyse-quick-mode-${CSID}"
echo "$CLEAN_ARGS" > "${TMPDIR:-/tmp}/analyse-clean-args-${CSID}" # timeout: 5000
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# Reload CLEAN_ARGS — fresh shell (Check 41)
IFS= read -r CLEAN_ARGS < "${TMPDIR:-/tmp}/analyse-clean-args-${CSID}" 2>/dev/null || CLEAN_ARGS=""
CLEAN_ARGS="${CLEAN_ARGS#\#}"
echo "$CLEAN_ARGS" > "${TMPDIR:-/tmp}/analyse-clean-args-${CSID}"
REPLY_MODE only meaningful when $CLEAN_ARGS is number — silently ignored for vitality and ecosystem.
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# Reload CLEAN_ARGS — fresh shell (Check 41)
IFS= read -r CLEAN_ARGS < "${TMPDIR:-/tmp}/analyse-clean-args-${CSID}" 2>/dev/null || CLEAN_ARGS=""
DIRECT_PATH_MODE=false
REPORT_FILE=""
# *.md check must not intercept vitality/ecosystem; also reject plan/todo files
if [[ "$CLEAN_ARGS" == *.md ]] && [[ "$CLEAN_ARGS" != vitality* ]] && [[ "$CLEAN_ARGS" != ecosystem* ]]; then
if [[ "$CLEAN_ARGS" == .plans/* ]] || [[ "$CLEAN_ARGS" == *todo_*.md ]]; then
echo "! Invalid report path: '$CLEAN_ARGS' — plan/todo files are not valid report paths."
echo "Usage: /oss:analyse <path/to/report.md> --reply (use a .reports/ path)"
exit 1
fi
DIRECT_PATH_MODE=true
REPORT_FILE="$CLEAN_ARGS"
fi
# Persist DIRECT_PATH_MODE + REPORT_FILE — fresh shell loses vars (Check 41)
echo "$DIRECT_PATH_MODE" > "${TMPDIR:-/tmp}/analyse-direct-path-mode-${CSID}"
echo "$REPORT_FILE" > "${TMPDIR:-/tmp}/analyse-report-file-${CSID}" # timeout: 5000
# Persist TODAY — repeated `date +%Y-%m-%d` may roll over midnight, producing mismatched cache/report paths
_TODAY_FILE="${TMPDIR:-/tmp}/analyse-today-${CSID}"
if [ -f "$_TODAY_FILE" ]; then
IFS= read -r TODAY < "$_TODAY_FILE" 2>/dev/null || TODAY=""
else
TODAY=$(date +%Y-%m-%d)
echo "$TODAY" > "$_TODAY_FILE"
fi
DIRECT_PATH_MODE=true only valid when REPLY_MODE=true — if combined without --reply, Step 2 prints plain-text error and stops; execution never reaches Step 5 mode dispatch.
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# Reload CLEAN_ARGS — fresh shell (Check 41)
IFS= read -r CLEAN_ARGS < "${TMPDIR:-/tmp}/analyse-clean-args-${CSID}" 2>/dev/null || CLEAN_ARGS=""
GH_OWNER=""
GH_REPO=""
if [[ "$CLEAN_ARGS" == vitality* ]]; then
VITALITY_EXTRA="${CLEAN_ARGS#vitality}"
VITALITY_EXTRA="${VITALITY_EXTRA# }"
if [ -n "$VITALITY_EXTRA" ]; then
if [[ "$VITALITY_EXTRA" =~ ^https?:// ]]; then
if [[ "$VITALITY_EXTRA" != *"github.com"* ]]; then
echo "⚠ Not a GitHub URL — this skill supports GitHub only."
echo "Other providers (GitLab, Bitbucket, Azure DevOps) are not supported."
echo "Usage: /oss:analyse vitality https://github.com/owner/repo"
exit 0
fi
VITALITY_REPO=$(echo "$VITALITY_EXTRA" | sed 's|https\?://github\.com/||' | cut -d'/' -f1-2) # timeout: 5000
elif [[ "$VITALITY_EXTRA" =~ ^[A-Za-z0-9_.-]+/[A-Za-z0-9_.-]+$ ]]; then
VITALITY_REPO="$VITALITY_EXTRA"
else
echo "⚠ Unrecognised vitality argument: '$VITALITY_EXTRA'"
echo "Usage: /oss:analyse vitality [owner/repo | https://github.com/owner/repo]"
exit 0
fi
else
VITALITY_REPO=$(gh repo view --json nameWithOwner --jq '.nameWithOwner' 2>/dev/null) # timeout: 10000
if [ -z "$VITALITY_REPO" ]; then
REMOTE_URL=$(git remote get-url origin 2>/dev/null || echo "") # timeout: 5000
if [[ "$REMOTE_URL" == *"github.com"* ]]; then
VITALITY_REPO=$(echo "$REMOTE_URL" | sed 's|.*github\.com[:/]||' | sed 's|\.git$||') # timeout: 5000
elif [ -n "$REMOTE_URL" ]; then
echo "⚠ Remote '$REMOTE_URL' is not a GitHub repository."
echo "This skill supports GitHub only. Other providers are not supported."
echo "Tip: /oss:analyse vitality https://github.com/owner/repo"
exit 0
else
echo "⚠ No GitHub repository detected. Pass a URL:"
echo " /oss:analyse vitality https://github.com/owner/repo"
exit 0
fi
fi
fi
GH_OWNER=$(echo "$VITALITY_REPO" | cut -d'/' -f1) # timeout: 5000
GH_REPO=$(echo "$VITALITY_REPO" | cut -d'/' -f2) # timeout: 5000
CLEAN_ARGS="vitality" # normalise for mode dispatch
fi
# Persist $CLEAN_ARGS, $GH_OWNER, $GH_REPO — fresh shell loses vars (Check 41); vitality.md reloads these
echo "${CLEAN_ARGS:-}" > "${TMPDIR:-/tmp}/analyse-clean-args-${CSID}"
echo "${GH_OWNER:-}" > "${TMPDIR:-/tmp}/analyse-gh-owner-${CSID}"
echo "${GH_REPO:-}" > "${TMPDIR:-/tmp}/analyse-gh-repo-${CSID}"
Unsupported flag check — after all supported flags extracted, scan $ARGUMENTS for any remaining --<token> tokens. If found: invoke AskUserQuestion with:
- question: "Unknown flag(s):
--<token>. Supported:--reply,--quick,--keep. How to proceed?" - (a) Abort — re-invoke with correct flags
- (b) Continue ignoring unknown flags
Step 2: Reply-mode fast-path (only when REPLY_MODE=true)
Skip when REPLY_MODE=false and DIRECT_PATH_MODE=false.
Direct report path (DIRECT_PATH_MODE=true — checked first). The error branches below execute as explicit bash exit 1 blocks — stop is not prose advice; the workflow must terminate hard before any downstream step can fire a misleading Item .md not found on GitHub error:
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# Reload vars — fresh shell (Check 41)
IFS= read -r REPLY_MODE < "${TMPDIR:-/tmp}/analyse-reply-mode-${CSID}" 2>/dev/null || REPLY_MODE="false"
IFS= read -r DIRECT_PATH_MODE < "${TMPDIR:-/tmp}/analyse-direct-path-mode-${CSID}" 2>/dev/null || DIRECT_PATH_MODE="false"
IFS= read -r REPORT_FILE < "${TMPDIR:-/tmp}/analyse-report-file-${CSID}" 2>/dev/null || REPORT_FILE=""
# Both aborts drop the sentinel: a leftover path to a report that will never be written would make
# enforce-analyse-header.js deny the follow-up question the user needs after the error (Step 6a note).
if [ "$DIRECT_PATH_MODE" = "true" ] && [ "$REPLY_MODE" = "false" ]; then
echo "! Error: report path '$REPORT_FILE' passed without --reply."
echo " Re-run as: /oss:analyse $REPORT_FILE --reply"
echo " Or use: /oss:analyse <N> | vitality | ecosystem"
rm -f "${TMPDIR:-/tmp}/analyse-report-file-${CSID}"
exit 1
fi
if [ "$DIRECT_PATH_MODE" = "true" ] && [ "$REPLY_MODE" = "true" ] && [ ! -f "$REPORT_FILE" ]; then
echo "! Error: report not found at $REPORT_FILE"
rm -f "${TMPDIR:-/tmp}/analyse-report-file-${CSID}"
exit 1
fi
if [ "$DIRECT_PATH_MODE" = "true" ] && [ "$REPLY_MODE" = "true" ] && [ -f "$REPORT_FILE" ]; then
echo "[direct] using $REPORT_FILE"
# Skip to Step 7 — orchestrator branches on DIRECT_PATH_MODE=true && REPLY_MODE=true
fi
After the block above: DIRECT_PATH_MODE=true && REPLY_MODE=true && file exists → skip to Step 7 (don't run auto-detection fast-path below).
Remaining fast-path logic (TODAY, REPORT_FILE auto-construction, drift check) only runs when DIRECT_PATH_MODE=false.
When REPLY_MODE=true, check if fresh report already exists before any API calls:
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# Reload vars — fresh shell (Check 41)
IFS= read -r CLEAN_ARGS < "${TMPDIR:-/tmp}/analyse-clean-args-${CSID}" 2>/dev/null || CLEAN_ARGS=""
IFS= read -r TODAY < "${TMPDIR:-/tmp}/analyse-today-${CSID}" 2>/dev/null || TODAY=$(date +%Y-%m-%d)
# Numeric mode only — vitality/ecosystem set REPORT_FILE in their mode files; DIRECT_PATH_MODE already set above.
SUBDIR="thread" # default for numeric args; overridden in vitality/ecosystem mode files
_REPO_SLUG=$(gh repo view --json nameWithOwner --jq .nameWithOwner 2>/dev/null | tr '/' '-' | tr -cd '[:alnum:]-')
[ -z "$_REPO_SLUG" ] && _REPO_SLUG="local"
REPORT_FILE=".reports/analyse/$SUBDIR/output-analyse-$SUBDIR-${_REPO_SLUG}-$CLEAN_ARGS-$TODAY.md"
DRIFT=false
FAST_PATH=false
FAST_PATH_TENTATIVE=false
if [ -f "$REPORT_FILE" ]; then
REPORT_MTIME=$(stat -f %m "$REPORT_FILE" 2>/dev/null || stat -c %Y "$REPORT_FILE") # timeout: 5000
FAST_PATH_TENTATIVE=true # drift check deferred to Step 4 — type must be known first
fi
# Persist — fresh shell loses vars (Check 41)
echo "$DRIFT" > "${TMPDIR:-/tmp}/analyse-drift-${CSID}"
echo "$FAST_PATH" > "${TMPDIR:-/tmp}/analyse-fast-path-${CSID}"
echo "$FAST_PATH_TENTATIVE" > "${TMPDIR:-/tmp}/analyse-fast-path-tentative-${CSID}"
echo "${REPORT_MTIME:-0}" > "${TMPDIR:-/tmp}/analyse-report-mtime-${CSID}"
FAST_PATH_TENTATIVE=true→ continue to Steps 3–4 for type detection and type-aware drift check. If no new activity confirmed:FAST_PATH=true→ print[resume] reusing existing report for #$CLEAN_ARGS→ jump to Step 7.FAST_PATH_TENTATIVE=false(report missing) → continue to Step 3.
Step 3: Cache layer (numeric arguments only)
Check local cache before API calls — prevents redundant fetches, avoids GitHub rate limits when re-analysing same item same day.
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# Reload vars — fresh shell (Check 41)
IFS= read -r CLEAN_ARGS < "${TMPDIR:-/tmp}/analyse-clean-args-${CSID}" 2>/dev/null || CLEAN_ARGS=""
IFS= read -r TODAY < "${TMPDIR:-/tmp}/analyse-today-${CSID}" 2>/dev/null || TODAY=$(date +%Y-%m-%d)
CACHE_DIR=".cache/gh"
# Repo slug in key prevents cross-repo cache poisoning (same issue# different repo)
_CACHE_REPO=$(gh repo view --json nameWithOwner --jq .nameWithOwner 2>/dev/null | tr '/' '-')
if [ -z "$_CACHE_REPO" ]; then
# No stable repo ID — disable caching; fallback key risks cross-repo collision
CACHE_FILE=""
else
CACHE_FILE="$CACHE_DIR/$_CACHE_REPO-$CLEAN_ARGS-$TODAY.json"
fi
# Persist $CACHE_FILE — fresh shell (Check 41)
echo "${CACHE_FILE:-}" > "${TMPDIR:-/tmp}/analyse-cache-file-${CSID}"
mkdir -p "$CACHE_DIR" # timeout: 5000
# Thread mode requires git+GitHub context for {owner}/{repo} substitution
if [ -z "$_CACHE_REPO" ] && [[ "$CLEAN_ARGS" =~ ^[0-9]+$ ]]; then
echo "⚠ No GitHub repository context — cannot resolve repository for thread mode."
echo "Run from inside a git repository with a GitHub remote:"
echo " cd /path/to/repo && /oss:analyse $CLEAN_ARGS"
exit 0
fi
Cache hit — if $CACHE_FILE exists:
- Read
type,item,commentsfields from JSON;TYPEknown - Skip all primary
ghitem fetches inmodes/thread.md - Print
[cache] #$CLEAN_ARGS ($TODAY)as one-line status note - Still run wide-net searches (dynamic — never cached)
FAST_PATH_TENTATIVE=true: run lightweight drift check now thatTYPEknown, then skip Step 4 type-detection API calls:
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# Reload drift state — fresh shell (Check 41)
IFS= read -r DRIFT < "${TMPDIR:-/tmp}/analyse-drift-${CSID}" 2>/dev/null || DRIFT="false"
IFS= read -r FAST_PATH < "${TMPDIR:-/tmp}/analyse-fast-path-${CSID}" 2>/dev/null || FAST_PATH="false"
IFS= read -r FAST_PATH_TENTATIVE < "${TMPDIR:-/tmp}/analyse-fast-path-tentative-${CSID}" 2>/dev/null || FAST_PATH_TENTATIVE="false"
IFS= read -r REPORT_MTIME < "${TMPDIR:-/tmp}/analyse-report-mtime-${CSID}" 2>/dev/null || REPORT_MTIME="0"
# Corrupt cache guard — validate TYPE before use
[ "$TYPE" = "pr" ] || [ "$TYPE" = "issue" ] || [ "$TYPE" = "discussion" ] || { echo "! Error: corrupt cache — invalid type \"$TYPE\" for #$CLEAN_ARGS; delete .cache/gh/ to reset"; exit 1; }
# Cache hit + FAST_PATH_TENTATIVE: lightweight updatedAt call; UPDATED_TS > REPORT_MTIME → DRIFT=true
if [ "$TYPE" = "discussion" ]; then
UPDATED_AT=$(gh api graphql \
-f query='query($owner:String!,$repo:String!,$number:Int!){repository(owner:$owner,name:$repo){discussion(number:$number){updatedAt}}}' \
-f owner='{owner}' -f repo='{repo}' -F number=$CLEAN_ARGS \
--jq '.data.repository.discussion.updatedAt' 2>/dev/null) # timeout: 6000
else
UPDATED_AT=$(gh api "repos/{owner}/{repo}/issues/$CLEAN_ARGS" --jq '.updated_at' 2>/dev/null) # timeout: 6000
fi
UPDATED_TS=$(date -d "$UPDATED_AT" +%s 2>/dev/null || date -j -f "%Y-%m-%dT%H:%M:%SZ" "$UPDATED_AT" +%s 2>/dev/null) # timeout: 5000
# Date parse failure → treat as drifted (conservative)
[ -z "$UPDATED_TS" ] && DRIFT=true
[ "$UPDATED_TS" -gt "$REPORT_MTIME" ] && DRIFT=true
[ "$DRIFT" = "false" ] && FAST_PATH=true && echo "[resume] reusing existing report for #$CLEAN_ARGS"
FAST_PATH=true → skip to Step 7. DRIFT=true → continue (full re-analysis from cached data).
Cache miss — after fetching in modes/thread.md, write:
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# Reload vars — fresh shell (Check 41)
IFS= read -r CLEAN_ARGS < "${TMPDIR:-/tmp}/analyse-clean-args-${CSID}" 2>/dev/null || CLEAN_ARGS=""
IFS= read -r CACHE_FILE < "${TMPDIR:-/tmp}/analyse-cache-file-${CSID}" 2>/dev/null || CACHE_FILE=""
[ -n "$ITEM" ] && [ -n "$CACHE_FILE" ] && jq -n \
--arg ts "$(date -u +%Y-%m-%dT%H:%M:%SZ)" \
--arg type "$TYPE" \
--argjson number "$CLEAN_ARGS" \
--argjson item "$ITEM" \
--arg comments "$COMMENTS" \
'{"ts":$ts,"type":$type,"number":$number,"item":$item,"comments":$comments}' \
>"$CACHE_FILE" || echo "⚠ cache write skipped — empty or malformed API response" # timeout: 5000
Stale cache — file for same number but earlier date ignored. Old files left — small, provide audit history.
mtime reliability caveat:
statmtime unreliable afterrsync/copy, in CI with frozen clocks, or on HFS+ (1-second granularity). If drift check produces unexpected fast-path hits, verify report mtime withstat "$REPORT_FILE". Workaround: delete cached report to force full re-analysis.
Cache applies to: issue/PR/discussion primary fetch and comments. Cache does NOT apply to: gh issue list, gh pr list, gh pr checks, gh pr diff, discussion list queries, vitality/ecosystem modes.
Step 4: Auto-Detection (numeric arguments only)
Issues, PRs, discussions share unified running index — given number is exactly one type. Cache hit: read TYPE and ITEM from $CACHE_FILE — skip gh calls below.
Cache miss:
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# Reload drift state — fresh shell (Check 41)
IFS= read -r DRIFT < "${TMPDIR:-/tmp}/analyse-drift-${CSID}" 2>/dev/null || DRIFT="false"
IFS= read -r FAST_PATH_TENTATIVE < "${TMPDIR:-/tmp}/analyse-fast-path-tentative-${CSID}" 2>/dev/null || FAST_PATH_TENTATIVE="false"
IFS= read -r REPORT_MTIME < "${TMPDIR:-/tmp}/analyse-report-mtime-${CSID}" 2>/dev/null || REPORT_MTIME="0"
IFS= read -r CLEAN_ARGS < "${TMPDIR:-/tmp}/analyse-clean-args-${CSID}" 2>/dev/null || CLEAN_ARGS=""
# One call covers all types; writes TYPE/UPDATED_AT/DRIFT to ${TMPDIR:-/tmp}/oss-detect-<var>-${CSID}
if [ "$FAST_PATH_TENTATIVE" = "true" ]; then
python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_oss}/bin/detect_thread_type.py" --number "$CLEAN_ARGS" --report-mtime "$REPORT_MTIME" 2>/dev/null # timeout: 15000
else
python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_oss}/bin/detect_thread_type.py" --number "$CLEAN_ARGS" 2>/dev/null # timeout: 15000
fi
IFS= read -r TYPE < "${TMPDIR:-/tmp}/oss-detect-type-${CSID}" 2>/dev/null || TYPE="unknown"
IFS= read -r DRIFT < "${TMPDIR:-/tmp}/oss-detect-drift-${CSID}" 2>/dev/null || DRIFT="false"
if [ "$FAST_PATH_TENTATIVE" = "true" ] && [ "$TYPE" != "unknown" ] && [ "$DRIFT" = "false" ]; then
FAST_PATH=true
echo "[resume] reusing existing report for #$CLEAN_ARGS"
fi
# TYPE=unknown: stop — don't fall through to Step 5
if [ "$TYPE" = "unknown" ]; then
echo "Item #$CLEAN_ARGS not found on GitHub. Re-run with a different number, or use \`/oss:analyse vitality\` for repo overview."
exit 1
fi
Step 5: Mode dispatch
Read and execute the mode file from ${CLAUDE_PLUGIN_ROOT:-plugins/cc_oss}/skills/analyse/modes/.
| Argument | Mode file |
|---|---|
| number (any type) | modes/thread.md |
vitality | modes/vitality.md |
ecosystem | modes/ecosystem.md |
loads: vitality-report.md (used by modes/vitality.md as REPORT_TPL)
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# Compaction contract — boundary: after gather/fetch (Step 5), before synthesis gate (compaction-contract.md §Lifecycle)
IFS= read -r _CLEAN_ARGS < "${TMPDIR:-/tmp}/analyse-clean-args-${CSID}" 2>/dev/null || _CLEAN_ARGS=""
IFS= read -r _REPORT_FILE < "${TMPDIR:-/tmp}/analyse-report-file-${CSID}" 2>/dev/null || _REPORT_FILE="pending"
IFS= read -r _REPLY_MODE < "${TMPDIR:-/tmp}/analyse-reply-mode-${CSID}" 2>/dev/null || _REPLY_MODE="false"
IFS= read -r _KEEP < "${TMPDIR:-/tmp}/analyse-keep-items-${CSID}" 2>/dev/null || _KEEP=""
_PRESERVE="target=#${_CLEAN_ARGS}, cache-dir=.cache/gh, report=${_REPORT_FILE}, reply-mode=${_REPLY_MODE}"
[ -n "$_KEEP" ] && _PRESERVE="$_PRESERVE; user-keep: $_KEEP"
mkdir -p .temp/state # timeout: 5000
{
echo "## Active Skill Contract"
echo "- skill: oss:analyse · phase: synthesis (after gather/fetch)"
echo "- run-dir: .cache/gh"
echo "- preserve: ${_PRESERVE}"
echo "- next: reply gate (Step 6) or shepherd reply (Step 7)"
} > .temp/state/skill-contract.md # timeout: 5000
Step 6: Reply gate — STOP CHECK
Run before Confidence block regardless of --reply mode.
REPLY_MODE=true: response incomplete until Step 7 done and reply file written. Proceed to Step 7 — ## Confidence block goes at end of Step 7 instead.
REPLY_MODE=false — do NOT proceed to Step 7. Execute both sub-steps below, then end response.
6a — Follow-up gate
Hook-enforced: hooks/enforce-analyse-header.js (PreToolUse on AskUserQuestion) denies this call while the report path each mode file writes to ${TMPDIR:-/tmp}/analyse-report-file-${CSID} names a missing or empty file. A denial reading oss:analyse report gate means the mode never wrote its report — write it, print its --- header, then re-issue the question.
Invoke AskUserQuestion. Options depend on mode:
Thread mode ($CLEAN_ARGS is a number):
- question: "What next?"
- (a) label:
/develop:fix— description: diagnose and fix the reported issue (requiresdevelopplugin) - (b) label:
/develop:feature— description: implement as new feature (requiresdevelopplugin) - (c) label:
draft reply— description: run/oss:analyse $CLEAN_ARGS --replyto shepherd a contributor-facing reply - (d) label:
skip— description: no action
Vitality / ecosystem mode ($CLEAN_ARGS is vitality or ecosystem):
- question: "What next?"
- (a) label:
/oss:analyse <N> --reply— description: draft reply for specific thread - (b) label:
/oss:review <N>— description: full code review for specific PR (requiresossplugin) - (c) label:
skip— description: no action
6b — Confidence block (REPLY_MODE=false only)
End response with ## Confidence block per CLAUDE.md output standards.
rm -f .temp/state/skill-contract.md # clear contract — skill complete (compaction-contract.md §Lifecycle) # timeout: 5000
Step 7: Draft contributor reply (only when --reply, thread mode only)
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# Reload vars — fresh shell (Check 41)
IFS= read -r _OSS_SHARED < "${TMPDIR:-/tmp}/analyse-oss-shared-${CSID}" 2>/dev/null || _OSS_SHARED=""
IFS= read -r CLEAN_ARGS < "${TMPDIR:-/tmp}/analyse-clean-args-${CSID}" 2>/dev/null || CLEAN_ARGS=""
IFS= read -r TODAY < "${TMPDIR:-/tmp}/analyse-today-${CSID}" 2>/dev/null || TODAY=$(date +%Y-%m-%d)
Report at $REPORT_FILE guaranteed to exist — either reused via fast-path (Step 2, FAST_PATH=true) or freshly written by Step 5.
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# Reload _OSS_SHARED — fresh shell (Check 41)
IFS= read -r _OSS_SHARED < "${TMPDIR:-/tmp}/analyse-oss-shared-${CSID}" 2>/dev/null || _OSS_SHARED=""
cat "$_OSS_SHARED/shepherd-reply-protocol.md" # timeout: 5000
shepherd-reply-protocol.md (loaded above) — apply invocation pattern and terminal summary format.
Agent(
subagent_type="oss:shepherd",
description="Draft contributor reply for thread #<CLEAN_ARGS>",
prompt="Read <_OSS_SHARED>/shepherd-reply-protocol.md and follow its invocation pattern. Report: <REPORT_FILE>. Thread #<CLEAN_ARGS>. Fetch thread context via `gh issue view <CLEAN_ARGS> --comments` (or GraphQL for discussions) if not already in report. Write full reply draft to .reports/analyse/thread/output-reply-thread-<CLEAN_ARGS>-<TODAY>.md using the Write tool. Return ONLY: {\"status\":\"done\",\"file\":\"<OUTPUT_PATH>\",\"confidence\":0.N}"
)
Replace <_OSS_SHARED>, <REPORT_FILE>, <CLEAN_ARGS>, <TODAY> with actual runtime values before spawning — agents receive text, not shell variables.
Verify output file exists and is non-empty after spawn: [ -s "<OUTPUT_PATH>" ] || { echo "⚠ shepherd output empty or missing"; }
If DRIFT=true: append [analysis refreshed — new activity since last report] to terminal summary.
Health monitoring (CLAUDE.md §6): Agent spawns synchronous — Claude awaits natively. On timeout ($HARD_CUTOFF seconds): read tail -100 of expected reply path; if none, use {"verdict":"timed_out"}; surface with ⏱. Never silently omit.
End response with ## Confidence block per CLAUDE.md — always absolute last thing.
rm -f .temp/state/skill-contract.md # clear contract — skill complete (compaction-contract.md §Lifecycle) # timeout: 5000
Calibratable modes: thread (duplicate detection recall), vitality (repo vitality metrics accuracy), ecosystem (impact analysis accuracy).
Scenarios:
- Thread — duplicate detection: synthetic issue with identical symptoms to existing closed issue → root cause match ≥0.9; duplicate link surfaced
- Thread — actionable response quality: feature request with no linked PRs → concrete scope + next step; no vague suggestions
- Vitality — metric accuracy: repo with known issue/PR/response-time counts → numeric values within ±10% of ground truth; archetype scenario matrix with expected score ranges per repo type:
vitality-calibration.md
- Thread analysis output schema (canonical section order):
## Item Type,## Summary,## Related Items,## Reproduction Steps(issues only),## Risks / Blockers,## Next Steps,## Confidence. Use these exact headings — consistent section names enable downstream parsing, diff-based change detection across runs.## Confidencemandatory, always last — omitting it triggers calibration failure (confidence defaults to 0.5, producing large negative bias). - Precision guidance: flag issues, don't solve them; flag blockers, don't design solutions. Reference
/develop:fixand/develop:feature(requiresdevelopplugin) for implementation work. Verbose implementation sketches in triage output dilute signal-to-noise ratio. Each flagged item (duplicate, blocker, next step) must carry explicit severity/priority label (high/medium/low) inline — enables downstream triage, satisfies format scoring. - Vitality mode repo resolution:
GH_OWNERandGH_REPOset in Step 1 from: (1) explicit URL/owner-repo arg, (2)gh repo view, (3)git remote origin. vitality.md uses-R "$GH_OWNER/$GH_REPO"on all gh commands and literal$GH_OWNER/$GH_REPOin allgh apipaths — never{owner}/{repo}template substitution in vitality mode. - Mode files live in
${CLAUDE_PLUGIN_ROOT:-plugins/cc_oss}/skills/analyse/modes/— one file per mode, fully self-contained modes/thread.mdhandles all three thread types (issue, PR, discussion) via internal branching- Always use
ghCLI — never hardcode repo URLs - Run
gh auth statusfirst if commands fail; user may need to authenticate - For closed items, note resolution so history useful
- Don't post responses without explicit user instruction — draft only
- Out-of-scope early-exit: when input clearly outside skill's domain (e.g. CI pipeline diagnosis, code review), print scope note + redirect (e.g. "use oss:cicd-steward (requires
ossplugin)") and stop — don't provide full analysis of out-of-scope content. Flag then stop; flag then analyze = precision cost with no recall benefit. - Forked context: skill runs with
context: fork— no access to current conversation history. All required context must be in skill argument or prompt.AgentIS available in forked context (non-deferred, declared inallowed-tools) — do NOT skip Steps 5–6 adversarial review assuming Agent unavailable; available, those steps mandatory. --replydrafts only — shepherd produces draft file; does NOT auto-post to GitHub. User posts manually. Write access to repo not required for--reply; required only if user subsequently posts draft viagh issue commentorgh pr comment.- Follow-up context gap: skill runs with
context: fork— follow-up chains (/develop:fix(requiresdevelopplugin),/oss:review) receive no analysis context from this run. Pass report path explicitly or re-summarize key findings in follow-up invocation. - Follow-up chains:
- Issue with confirmed bug →
/develop:fixto diagnose, reproduce with test, apply targeted fix (requiresdevelopplugin) - Issue is feature request →
/develop:featurefor TDD-first implementation (requiresdevelopplugin) - PR with quality concerns →
/oss:reviewfor comprehensive multi-agent code review (requiresossplugin) - Draft responses → use
--replyto auto-draft via shepherd; or invoke shepherd manually
- Issue with confirmed bug →
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