Let Your AI Fix Its Own Broken Automation: Building an Unattended Watchdog

A developer built an unattended watchdog system that lets an AI detect, repair, and verify broken automation scripts, pushing changes to production only when verification passes. The system, called self-repair.sh, uses separate health and verification scripts to prevent the AI from committing broken fixes or secrets. The key design principle is to never trust the AI's self-report and instead run an independent verification step before deploying any changes.

If you ship enough side projects, something in your automation is always quietly on fire — and you usually find out days too late. This is the next installment in my "automation foundation for mass-producing side projects" series, following "How I split Claude Code's memory into four layers" and "Running Claude Code and Codex together on one machine." This time I'll walk through the design and implementation of an unattended watchdog that lets an AI detect, repair, and verify broken automation scripts, and pushes changes to production without approval only when verification passes . Using real code as the anchor, I'll explain how to stack guardrails so the AI runs safely instead of "rampaging without limits." When you mass-produce side projects, the number of always-on automation scripts keeps growing. Auto-posting affiliate articles, scrapers, delivering briefs to Discord, checking the review status of iOS apps. Each runs under launchd or cron, so when one breaks, days can pass without anyone noticing . Monitoring and fixing everything by hand hits its limit quickly. But just "letting the AI fix it" carries risks: unintended code rewrites, committing secrets, or reporting a repair as done when it's actually still broken and pushing that to production. So I designed self-repair.sh . The idea is simple. Detect → Claude identifies the cause and fixes it → the watchdog independently runs verify → commit/push/deploy only when it passes → roll back the edits and notify a human if it fails Don't trust Claude's self-report is the key point. Even if Claude says "I fixed it," the watchdog runs the verification script itself, and reflects the change only when it exits 0. The files are laid out like this. ~/.claude/self-repair/ ├── registry.tsv list of monitored projects ├── checks/ │ ├── <slug -health.sh health check exit 0=healthy, non-0=broken │ └── <slug -verify.sh post-repair verification exit 0=pass, non-0=fail ├── state/ │ └── <slug -YYYYMMDD.count today's attempt count └── the main script lives at ~/.claude/scripts/self-repair.sh ~/.claude/logs/ └── self-repair.log The main loop simply reads registry.tsv and calls process for each project. while IFS=$'\t' read -r slug dir mode rest; do case "$slug" in ''|\ continue ;; esac -n "$ONLY" && "$slug" = "$ONLY" && continue dir="${dir/ \~/$HOME}" process "$slug" "$dir" "${mode:-full}" done < "$REG" The registry.tsv format is three columns: slug\tdir\tmode . slug dir mode affiliate ~/dev/affiliate-factory full brief-discord ~/dev/brief detect article-pub ~/dev/article-publisher full mode can be full detect + repair or detect detect and notify only . Projects that aren't under git management, or where auto-repair is dangerous, should be set to detect . The key is to completely separate health.sh and verify.sh . health.sh decides "is it broken right now?" When it detects a problem it exits non-0 and prints the error context to stdout this output is used in the repair request to Claude . bash Example: affiliate-factory-health.sh /usr/bin/env bash Broken if no article was generated in the last 24 hours LAST=$ find ~/dev/affiliate-factory/output -name ' .md' -newer ~/dev/affiliate-factory/output -mmin -1440 | wc -l | tr -d ' ' if "$LAST" -eq 0 ; then echo "過去24時間の記事生成数=0。generate.sh が失敗している可能性" exit 1 fi verify.sh decides "does it actually work after the repair?" It can be stricter than health.sh, or identical. What matters is that a process independent of Claude's repair runs it . bash Example: affiliate-factory-verify.sh /usr/bin/env bash Pass if it actually generates one article and finishes cleanly cd ~/dev/affiliate-factory timeout 120 bash generate.sh --dry-run A comment at the top of the script says "the real safety is the guardrails." By stacking all seven guards, unattended repair becomes viable. The most important one. Inside process , after calling Claude, the watchdog itself runs bash "$verify" . After calling Claude... local vrc=0 run capped "$VERIFY TIMEOUT" bash "$verify" /tmp/sr-$slug-verify.log 2 &1 || vrc=$? if "$vrc" -eq 0 ; then fixed → secret scan → commit → push else ❌ verification failed → roll back the edits restore "$dir" "$baseline" fi run capped is a wrapper that runs with a timeout if gtimeout is available. It prevents verification from running forever. run capped { run capped <timeout sec <cmd... local t="$1"; shift if -n "$TIMEOUT BIN" ; then "$TIMEOUT BIN" "$t" "$@"; else "$@"; fi } If verify is non-0, restore returns to the baseline. restore { restore <dir <baseline sha local dir="$1" base="$2" cd "$dir" && { git reset -q --hard "${base:-HEAD}" 2 /dev/null || true git clean -fdq 2 /dev/null || true git stash list 2 /dev/null | grep -q . && git stash drop -q 2 /dev/null || true } || true } git reset --hard returns to the pre-commit state, git clean -fdq removes files Claude newly added, and anything stashed away is dropped too. This assumes a git repo , so non-git projects need to be in detect mode the script also checks with git rev-parse and skips auto-repair if it's not a git repo . Before pushing, it scans the staged diff with regular expressions. secret in staged { secret in staged <repo local repo="$1" if cd "$repo" && git ls-files --cached | grep -qE ' ^|/ \.env$' ; then echo ".env がコミット対象"; return 0 fi local hits hits=$ cd "$repo" && git diff --cached | grep -nE \ 'pk A-Za-z0-9 {6,}|sk live A-Za-z0-9 |AKIA 0-9A-Z {16}|ghp A-Za-z0-9 {20}|xox baprs - A-Za-z0-9 |-----BEGIN A-Z PRIVATE KEY-----|AIza 0-9A-Za-z - {20}' \ 2 /dev/null | head -3 if -n "$hits" ; then echo "$hits"; return 0; fi return 1 } If .env is under tracking, it's an immediate fail. Beyond that it detects Stripe's pk / sk live , AWS's AKIA, GitHub Personal Access Tokens ghp , Slack tokens xox , private key headers, and Google API keys AIza . This secret scan is built into the script itself because Claude's hooks don't fire when running under launchd. The point is to scan yourself instead of relying on hooks. What actually scans before commit is secret in staged after add . It runs git add -A , then scans for secrets, and if clean, commits as-is. secret in staged after add { local dir="$1" reason cd "$dir" && git add -A || true if reason=$ secret in staged "$dir" ; then echo "$reason"; return 0; fi cd "$dir" && git commit -q -m "fix self-repair : $ date +%F 自己修復による自動修正" 2 "$LOG" || true return 1 } The same slug can be attempted up to MAX ATTEMPTS default 2 times per day. The state file is used as a counter. MAX ATTEMPTS="${SELF REPAIR MAX ATTEMPTS:-2}" attempts today { cat "$STATE/$1-$TODAY.count" 2 /dev/null || echo 0; } bump attempts { local n; n=$ attempts today "$1" ; n=$ n+1 echo "$n" "$STATE/$1-$TODAY.count"; echo "$n" } When the cap is reached, it skips repair and notifies via Discord that "a human needs to check this." This prevents a repair loop from spinning forever and melting tokens. If the 5-hour block's output tokens exceed the threshold, it skips the entire run cycle. BUDGET CAP TOK="${SELF REPAIR BUDGET CAP:-380000}" budget ok { local tok tok=$ "$BUDGET ADVISOR" 2 /dev/null | python3 -c 'import sys,json try: print int json.load sys.stdin .get "5h output tokens",0 except Exception: print 0 ' 2 /dev/null tok="${tok:-0}" if "$tok" -gt "$BUDGET CAP TOK" ; then log "SKIP budget : 5h output tokens=$tok cap=$BUDGET CAP TOK" return 1 fi return 0 } BUDGET ADVISOR is a separate script that returns Claude Code's usage in JSON format. It's the last line of defense against a billing runaway. Claude is restricted with --allowedTools on which tools it can touch, and made to edit only within the project directory. out=$ cd "$dir" && printf '%s' "$PROMPT" | run capped "$REPAIR TIMEOUT" "$CLAUDE" -p \ --model "$MODEL" --output-format text \ --allowedTools "Read,Write,Edit,Bash,Grep,Glob" \ --max-turns 40 2 &1 || rc=$? I don't use --skip-permissions . The wall is built by narrowing the tools with --allowedTools and making the scope explicit in the prompt. It won't push unless the destination GitHub remote is your own account. This prevents unintentionally writing to a third party's fork. ALLOWED OWNERS="bokuwalily" push if safe { local repo="$1" url owner url=$ cd "$repo" && git remote get-url origin 2 /dev/null || true -z "$url" && { log " push skip: origin未設定（ローカルcommitのみ）"; return 0; } owner=$ printf '%s' "$url" | sed -E 's . github.com :/ + ^/ + /. \1 ' case " $ALLOWED OWNERS " in " $owner " ;; log " push skip: owner=$owner は許可外（第三者repo保護）"; return 0 ;; esac if cd "$repo" && git push -q origin HEAD 2 "$LOG" ; then log " pushed → $owner" else log " push失敗（commitは保持）" fi } The prompt to Claude is assembled dynamically inside process . The key is to pass health.sh's output and recent logs as context, and explicitly state what must not be done as constraints . local PROMPT="あなたは自律修復エージェントです。自動化『${slug}』 ディレクトリ: ${dir} が壊れています。原因を特定し、 最小の変更 で直してください。 制約（厳守） - 触ってよいのは $dir 配下のファイルのみ。スコープを広げない。新機能を足さない。 - .env や秘密情報を読み出して出力・コミットしない。 - 直したら必ず自分で検証コマンド \ bash $verify\ を実行し、exit 0 になることを確認してから終了する。 - 直せない/原因が $dir 外にあるなら、推測で書き換えず『UNFIXABLE: <理由 』とだけ述べて終了する。 健全性チェックの出力 $hctx 最近のログ（末尾） $rlog 直して、検証まで通してください。" The important part is the UNFIXABLE: exit keyword. In cases that can't or shouldn't be fixed, it prevents the runaway behavior of "just rewrite something anyway." When the cause is outside $dir a dependency API outage, a cron config, etc. , the design keeps Claude from touching it. The health check output is trimmed to head -40 , and the logs to tail -60 , before being passed. If the context is too large, the judgment wobbles. Before repairing, it records the current HEAD the baseline . Because uncommitted changes would make the restore dirty, it first stashes them with git stash -u . local baseline; baseline=$ cd "$dir" && git rev-parse HEAD 2 /dev/null || echo "" cd "$dir" && git stash -u -q 2 /dev/null || true -u is the option that also stashes untracked files. If Claude fails to repair, restore returns to git reset --hard baseline and then drops the stash too. Setting mode=detect makes it "just detect that something is broken and notify," without calling Claude. To notify only once per day, it creates a flag file under state/ . if "$mode" = detect ; then if -f "$STATE/$slug-$TODAY.detected" ; then local hd; hd=$ head -3 /tmp/sr-$slug-health.log 2 /dev/null | tr '\n' ' ' | cut -c1-200 notify alerts "🩺 $slug がサイレント失敗（本日成功の形跡なし）。自動修復対象外＝人間の確認が要ります。$hd" touch "$STATE/$slug-$TODAY.detected" fi return fi Projects not under git management, projects where repair has side effects requiring writes to external APIs , and projects with no verify.sh in place are safest left as detect . The script also automatically falls back to detect -equivalent behavior notify only when verify.sh doesn't exist. -x "$verify" || { log "$slug: verify無し→無人修復は危険なのでskip 人間へ " notify alerts "🛠 $slug が異常だが verify 未整備のため自動修復せず。要確認。" return } In actual operation, it runs periodically via a launchd plist. Because of the minimal-PATH problem, the script explicitly sets PATH internally. php < -- ~/Library/LaunchAgents/com.lily.self-repair.plist -- <plist version="1.0" <dict <key Label</key <string com.lily.self-repair</string <key ProgramArguments</key <array <string /bin/bash</string <string /Users/<you /.claude/scripts/self-repair.sh</string </array <key StartCalendarInterval</key <dict <key Minute</key <integer 30</integer </dict <key StandardOutPath</key <string /Users/<you /.claude/logs/self-repair-launchd.log</string <key StandardErrorPath</key <string /Users/<you /.claude/logs/self-repair-launchd.err</string </dict </plist Setting StartCalendarInterval to Minute: 30 runs it at 30 minutes past every hour. A 30-minute cadence is enough in most cases. Because nvm isn't loaded when running via launchd, you need to either pass the full path to the claude command via the CLAUDE environment variable, or explicitly export PATH at the top of the script. If you let Claude repair while there are uncommitted work-in-progress files, untracked files remain even after git reset --hard . Unless you follow the flow of stash → repair → drop on failure, you'll create manual cleanup work for yourself. If you use the same script for health.sh and verify.sh, even a situation where "it happened to pass right after the repair" gets treated as a pass. verify.sh should include a test that actually runs the processing , so that even with --dry-run it exercises the full set of code paths. Relying on GitHub's push protection means detection happens after the push . The point is to scan yourself before pushing. Also, since assignments to environment variables don't get caught by ordinary regexes, I scan git diff --cached directly to detect dangerous literals. macOS's timeout command comes in via Homebrew as GNU coreutils' gtimeout . I check for its existence with command -v gtimeout , and if it's absent I make the wrapper a pass-through. Without gtimeout , if Claude stops responding, launchd keeps piling up the next runs. TIMEOUT BIN="$ command -v gtimeout 2 /dev/null || true " -z "$TIMEOUT BIN" && -x /opt/homebrew/bin/gtimeout && TIMEOUT BIN=/opt/homebrew/bin/gtimeout As the comments note, this watchdog can only take care of the ways code breaks in projects managed as git repos . .env expired → Claude can't fix it out of scope To let Claude correctly judge "out of reach" from the prompt, I explicitly provide the escape hatch: "when you can't fix it, state only UNFIXABLE: and exit." If you forget the third column in registry.tsv, mode becomes empty and falls back to full via ${mode:-full} . If you forget it on a project you wanted as detect , unintended auto-repair runs, so always state the mode explicitly when writing the tsv. registry.tsv , and the watchdog monitors everything fully automatically verify.sh git reset --hard detect mode limited to detect + notify UNFIXABLE: and exit" in the prompt prevents unnecessary rewritesThe more automation you have, the more the "cost of detecting and repairing when it breaks" grows in proportion. Once you set up a watchdog, silent failures drop dramatically, and even when things break in the middle of the night, you wake up to a "self-repaired it" message in Discord. The cost of writing health.sh and verify.sh for every project is a one-time thing, and the running cost is nearly zero. Written by Lily — I ship iOS apps and automate my content stack with Claude Code. Follow along: Portfolio https://bokuwalily.com · X https://x.com/bokuwalily · GitHub https://github.com/bokuwalily