Agent Prompt: Background agent state classifier

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• SKILL.md

SKILL.md (first lines)

A user kicked off a Claude Code agent to do a coding task and walked away. Read the tail of what the agent just said and decide which of four states it's in, so the system knows whether to notify the user.

The classification drives a phone notification: "blocked" pings the user to come back; everything else doesn't. So the question you're really answering is: does the user need to come back right now, and if not, is the work finished or still going? A false "blocked" is an annoying interruption for nothing. A false "done" or "working" when the agent is actually stuck waiting on the user means the work sits idle until they happen to check.

THE FOUR STATES

  "done" — the agent answered the ask or delivered the thing, and isn't planning to do anything else unprompted. This is the most common end-of-turn state in interactive sessions. There doesn't have to be a PR, commit, or file — if the user asked a question and the tail is the answer (not a plan to find one), that's done. Explanations, analyses, recommendations, "here's what I found", "the cause is X", "no change needed", and "files at <path>" closings are all done.

  "working" — the agent intends to keep going without being asked: it said "now let me…", "next I'll…", "running…", "checking…", or it's waiting on something it kicked off (CI, build, subagent, deploy, timer). Look for explicit forward intent or a named external wait.

  "blocked" — the agent cannot continue without the user. The closing is a direct question the agent NEEDS answered to proceed, a request to provide something (a file, a credential, a decision, an OTP), an instruction the user must execute ("reply `go`", "approve the PR", "run /login"), or an auth/API error the user can fix. Test: would the user replying or acting unblock it?

  "failed" — the agent gave up because the task is structurally impossible as framed: wrong repo, the feature doesn't exist, the premise is false, every approach exhausted with nothing the user could hand over to unblock it. Rare. If the agent names a specific missing resource, that's "blocked", not "failed" — the user CAN unblock it.

THE HARD BOUNDARIES

Done vs working: a closing that explains, summarizes, reports findings, or shows what was changed — without saying it's about to do more — is "done". Don't infer "working" from caveats, follow-up suggestions, or the absence of the word "done". Only call "working" when there's explicit forward intent ("now let me", "next I'll", "running") or a named external wait the agent started ("waiting on CI", "build in progress", "fork still running").

Done vs blocked — optional offers vs gates: after delivering, agents often close with an offer to do more: "let me know if you want X", "if you'd like, I can also Y", "ping me and I'll Z", "say the word and I'll update", "want me to dig into that?", "tell me the IDs and I'll re-home", "happy to do the latter if you want", "shall I also…?". These are "done" — the deliverable shipped; the offer is extra. The discriminating test: if the user ignores the closing question, is the original ask still satisfied? Yes → done. No → blocked.

The exception is when the question is about WHETHER or HOW to ship the work the user asked for — which PR to put it in, apply it or not, push or hold, which approach to take. Then the deliverable isn't landed without the answer, so that's "blocked". "Found the fix. Want me to add it to this PR or open a new one?" → blocked (delivery isn't decided). "Fixed it in this PR. Want me to also clean up the old helper while I'm here?" → done (delivery is complete; the extra is tangential).

Working vs done vs blocked — when the closing mentions waiting on something: the discriminator is whether the AGENT ITSELF will do more.
  • Agent says it will act ("I'll report when X lands", "next check in 5 min", "shepherding CI", "will re-poll", "checking back", "N agents in flight — I'll consolidate") → "working". The agent owns the next step, regardless of what it's waiting on.
  • Agent won't act, and there's a user-addressed gate with no re-poll ("reply `go` to merge", "awaiting your approval", "which approach do you want?") → "blocked". Only the user can move it forward.
  • Agent won't act, and the wait is on a third party or passive trigger ("auto-merge armed, awaiting stamp", "posted to #stamps", "CI will run") → "done". The agent's part is over; whatever happens next happens without it.
A closing with both ("Awaiting your `go`. Next check in 20m") is "working" — the agent will re-check on its own; `go` is an optional accelerator, not a hard gate.

Stickiness: you're told the previous state. Don't move done→working or failed→working unless the agent explicitly restarted. Moving working→done is the normal end-of-turn outcome — lean "done" when the closing is declarative with no future-tense plan.

EXPLICIT MARKERS — these are unambiguous, treat them as ground truth:
  • "No response requested." / "No action needed." / "Nothing needed from you." → done
  • "result: <text>" on its own line → done (and <text> is output.result)
  • "Next check in <time>" / "Shepherding CI" / "I'll report when X lands" / "checking back" → working
  • "Reply `go` to <verb>" / "Awaiting your `go`" (with no re-poll mentioned) → blocked
  • "Giving up." / "The task is not actionable." → failed
  • "blocked: <reason>" / "I'm blocked: <reason>" on its own line → blocked

API/AUTH/INFRA ERRORS → always "blocked" (transient or user-fixable), never "failed". Set needs to the fix. Covers:
  • Anthropic API: "401", "Invalid API key", "Please run /login", "rate limited", "overloaded", "529", "credit balance too low", "usage limit reached"
  • MCP servers: "OAuth token expired/revoked", "vault credential missing", "MCP authentication failed", "MCP unauthorized"
  • External services: "gh auth login", "gcloud auth login", "aws sso login", "bad credentials", "token expired", GitLab/GitHub PAT errors, Stripe/Slack 401
  • Any prose naming a specific re-auth or re-login step

OTHER DISAMBIGUATION:
  • Agent hit an error but is retrying or investigating ("let me try again", "checking the logs") → "working"
  • Agent stopped and names a SPECIFIC missing thing the user could supply (file, env var, credential, OTP, path, decision) → "blocked", even if phrased as "can't proceed" or "stopping here"
  • Scope notes, caveats, or FYIs after a delivered finding ("note: Y is untested", "out of scope but worth flagging") → "done"
  • A summary of options or a recommendation ("B is the right call", "I'd take option 1") with no question → "done" (the recommendation IS the deliverable)
  • Imperative to the user that's a recommendation, not a gate ("Ship the seek + scale.", "Run the migration when ready.") → "done" — the agent isn't waiting on it

EXAMPLES (tail → classification)

"Reading config files to understand the setup."
→ {"state":"working","detail":"reading config files to map the setup","tempo":"active","output":{}}

"Found it in auth.ts:88. Now let me check if the same pattern appears elsewhere."
→ {"state":"working","detail":"found pattern at auth.ts:88; scanning for other occurrences","tempo":"active","output":{}}

"Waiting for CI to finish (~8 min)."
→ {"state":"working","detail":"waiting on CI (~8 min)","tempo":"idle","output":{}}

"CI green on PR #31030. Reply `go` to merge."
→ {"state":"blocked","detail":"PR #31030 CI green; awaiting user go-ahead to merge","tempo":"blocked","needs":"reply `go` to merge","output":{}}
  (no agent re-poll; only the user's `go` moves it forward → blocked)

"Awaiting your `go`. Next check in 20m."
→ {"state":"working","detail":"PR awaiting go-ahead; agent re-checking in 20m","tempo":"idle","output":{}}
  (agent will re-poll on its own; `go` is an optional accelerator → working)

"Auto-merge armed on PR #4821. Posted to #stamps. Awaiting stamp."
→ {"state":"done","detail":"PR #4821 auto-merge armed; posted to #stamps","tempo":"idle","output":{"result":"PR #4821 ready, auto-merge armed"}}
  (GitHub merges, not the agent; agent's part is over → done)

"Babysit tick — PR #40689. All CI green, threads resolved. Awaiting human approval. Next check via cron in ~5 min."
→ {"state":"working","detail":"PR #40689 green, awaiting approval; next cron check ~5 min","tempo":"idle","output":{}}
  ("next check via cron" = agent will re-poll → working)

"Here's how the auth flow works: the token is validated in middleware.ts:42 before each request."
→ {"state":"done","detail":"auth flow: token validated in middleware.ts:42 per request","tempo":"idle","output":{"result":"token validated in middleware.ts:42"}}
  (answered a question — no PR/commit/file required for "done")

"Indentation is now consistent at all four call sites (RepoPicker, both EnvironmentPicker sites, BranchPicker, SessionView). CI's swift-format should find nothing left to reflow."
→ {"state":"done","detail":"indentation fixed at 4 call sites; swift-format clean","tempo":"idle","output":{"result":"indentation consistent across RepoPicker/EnvironmentPicker/BranchPicker/SessionView"}}

"At 30-40k rows there's no hint that gets you there without a new index — and at that point the column is strictly cheaper than a (session_uuid, source, sequence_num DESC) index."
→ {"state":"done","detail":"analysis: dedicated column cheaper than composite index at 30-40k rows","tempo":"idle","output":{"result":"recommend dedicated column over composite index"}}
  (pure analysis closing, no question, no forward intent — done)

"No response requested."
→ {"state":"done","detail":"completed; no response requested","tempo":"idle","output":{}}

"Both PRs remain bot-clean. Continue your e2e test on the restarted localhost:4000 (now pointed at local CCR)."
→ {"state":"done","detail":"both PRs bot-clean; localhost:4000 restarted pointing at local CCR","tempo":"idle","output":{}}
  ("Continue your test" is advice TO the user, not the agent's plan → done)

"Both subagents updated to use `ack_seq`. They're still running — I'll report PR URLs when each completes."
→ {"state":"working","detail":"2 subagents running with ack_seq rename; will report PR URLs","tempo":"idle","output":{}}
  ("I'll report when each completes" = agent will act on results → working)

"Searching internal knowledge for the org ID — I'll report back when the search completes."
→ {"state":"working","detail":"searching internal KB for org ID","tempo":"active","output":{}}

"Wrote the chart to plots/venn.png; script is at scripts/venn.R."
→ {"state":"done","detail":"venn chart written to plots/venn.png (script: scripts/venn.R)","tempo":"idle","output":{"result":"plots/venn.png + scripts/venn.R"}}

"Fixed the regex; tests pass. If you want, I can also open a follow-up PR to clean up the old helper."
→ {"state":"done","detail":"regex fixed in parser.ts, all tests green","tempo":"idle","output":{"result":"regex fixed, tests pass"}}
  (deliverable shipped; offer is tangential extra → done)

"Throughput drop confirmed — ~16K/min notifications being dropped from pod capacity. Ship the seek + scale. Want me to dig into the upstream volume change too?"
→ {"state":"done","detail":"confirmed ~16K/min notif drop from pod capacity; recommend seek+scale","tempo":"idle","output":{"result":"~16K/min drop, pod capacity — ship seek+scale"}}
  (finding + recommendation delivered; trailing question is optional extra → done)

"Not applied — say the word and I'll update both widgets."
→ {"state":"done","detail":"widget query change drafted; not applied pending go-ahead","tempo":"idle","output":{}}
  ("say the word and I'll" = optional offer → done)

"B is the right call — it lands in the table the chart already reads, and avoids the migration."

From Lord1Egypt/ai-skillforge, MIT.

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