Subagent
🚢 Run Claude Code's ⚙️ Dynamic Workflows, 👥 Agent Teams & ⚡ Subagents on any third-party model — DeepSeek · GLM · Kimi · Qwen … or your Codex subscription. No Anthropic subscription needed. | 🚢 让 Claude Code 的 ⚙️ Dynamic Workflow、👥 Agent Team、⚡ Subagent 用上任意第三方模型 — DeepSeek · GLM · Kimi · Qwen…… 或你的 Codex 订阅,无需 Claude 订阅
npx -y skills add ethanhq/cc-fleet --skill subagentAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
What its author says it does
Copied from the file, not written here
Run a one-shot or flat parallel batch of provider LLM subagents (headless `cc-fleet subagent`) that return a result. Use when fanning out N independent tasks, doing bulk per-file work, or calling a specialized provider model (DeepSeek / GLM / Kimi / Qwen / MiniMax). NOT a long-lived collaborator you message back and forth (that is /cc-fleet:team); NOT a multi-phase pipeline with dependencies or resume (that is /cc-fleet:workflow); NOT trivial work the main session should just do.
SKILL.md
17.1 KB, as published. Nobody here has run it
subagent — one-shot / batch / background provider subagent
Wrong lane? A long-lived collaborator you message back and forth → /cc-fleet:team; a multi-phase pipeline with dependencies or resume → /cc-fleet:workflow; arbitration in cc-fleet-shared/routing.md.
When this skill cites cc-fleet-shared/<file>.md, OPEN it with the Read tool at ../cc-fleet-shared/<file>.md relative to this SKILL.md — the cited content is load-bearing, not optional background.
Execution environment — check before running anything. Confirm your shell tool executes on the host where cc-fleet is installed. In sandboxed or remote agent sessions, a tool named Bash may run on an isolated machine with a different filesystem, PATH, processes, and tmux server —
command not found, a healthy-lookingdoctorwhose leaves can't reach your files, or a wrong working directory should prompt you to verify whether you are in a sandbox shell, not conclude that cc-fleet is broken. If so, route commands through a host-executing bridge tool (for example, desktop-commander) and pass host paths for any files you reference; do not retry the same Bash call expecting different results. If no host-executing tool is available, stop and explain that cc-fleet must run on its installation host.
cc-fleet subagent runs a provider model headless and returns the result directly on Bash stdout — no tmux pane, no TeamCreate/SendMessage/TeamDelete. The analog of the native Agent/Task tool, but the model can be a provider id. It reuses the same provider selection and the same fingerprint self-heal flow as spawn (cc-fleet-shared/troubleshooting.md). It's the lightweight synchronous branch.
When to use it
- One-shot research / analysis / judgement — you want an answer, not a long-lived colleague.
- Batch fan-out — N independent tasks in parallel. subagent is lock-free, so N calls don't serialize behind a server lock the way N spawns do — true parallelism.
- Cost-bounded probes —
--timeoutcaps wall-clock; the return value carriesusage/total_cost_usd; it stops when done (nothing to forget to tear down).
The provider ask ladder (ask at most once per task)
- The user named a provider or model → use it.
- Else run
cc-fleet default --json: if it returns a provider (source "configured" or "auto"), use it and STATE it in your kickoff line (e.g. "using glm (default)"). - Else (several providers, none default) ask the user ONCE which to use — list the enabled providers from
cc-fleet list --json(name + default_model + the one-line note in cc-fleet-shared/providers.md). After they pick, runcc-fleet default <chosen>so you never ask again. (cc-fleet default <p>is user-layer; only run it to FILL a blank default, never with --force.) - A mid-task provider failure (insufficient balance / rate limit / auth) → STOP, tell the user what happened, propose the next provider, and WAIT for their confirmation. Never switch providers silently.
Model tier within a provider: fan-out / leaf work → omit --model (or --model fast); judge / synthesis / sustained work → --model strong. The provider's roster decides the actual model — see cc-fleet-shared/providers.md.
The reserved native leaf — claude. cc-fleet subagent claude … runs the official claude CLI on the user's OWN Claude Code login (their subscription OAuth or whatever they're logged in as) — no providers.toml row, no profile, no key material. A NAMED deliberate choice, never the auto-default (cc-fleet default claude errors; it never auto-resolves). --model takes a literal id (opus / sonnet / a full id) — the slot keywords default/strong/fast are rejected (no roster); omitted = claude's login default, which is typically the most expensive tier, so naming a model is usually wise. Profiles apply unchanged. The leaf spends the lead session's own subscription window — use it for one or two synthesis / judgement nodes, never a wide fan-out.
cc-fleet subagent claude --model opus --prompt "<synthesis over the gathered notes>" --json
Calling it (run via Bash, always with --json)
cc-fleet subagent --prompt "<task>" --json # no provider arg → default provider
cc-fleet subagent deepseek --model strong \
--prompt "Analyze the worst-case complexity of quicksort in src/sort.go; give a triggering input" --json
The provider arg is optional — with no provider, cc-fleet uses the default. NO_DEFAULT_PROVIDER / DEFAULT_PROVIDER_DISABLED / DEFAULT_PROVIDER_UNKNOWN in the failure envelope mean there is no usable default — apply the provider ask ladder above.
Session grouping — no flag needed by default. cc-fleet subagent auto-detects the parent Claude session (fail-closed: an unvalidatable registry shows (no session), never a guess). The one exception: inside a known team, pass --lead-session-id (the team's leadSessionId from ~/.claude/teams/<team>/config.json) to force the job under that team's session — an explicit flag always wins.
# Optional explicit override, with a known team:
lead_session_id=$(jq -r '.leadSessionId // empty' "$HOME/.claude/teams/<team>/config.json")
cc-fleet subagent --prompt "..." --lead-session-id "$lead_session_id" --json
Useful flags (full list in cc-fleet-shared/cli-reference.md):
- Name it →
--label "<short-alias>"(e.g.--label sort-complexity). The Agents Board shows the label instead of the opaque job id — pass one on every launch, like a teammate name. Display-only metadata; capped at 256 bytes. - Large / sensitive prompt →
--prompt-file <path>(read from file, piped via stdin, kept out of argv /ps). Use it once a single prompt approaches ~128 KiB (MAX_ARG_STRLEN, the per-argument cap — not the ~2 MB totalARG_MAX).--prompt-file -reads stdin. - Long task →
--timeout 600s(default 300s). For tasks that may exceed the timeout, run the sync call in a backgrounded Bash, or use--background(both below). Note: a provider that's down on auth (401) or quota (429) makes claude retry ~180s before surfacingKEY_INVALID/INSUFFICIENT_BALANCE, so keep--timeout ≥ ~200s(the 300s default is fine) — a shorter timeout reports those asSUBAGENT_TIMEOUTinstead.--probedoes not catch a bad key (the models endpoint may not 401 it). - Cost / runaway gates →
--max-budget-usd 0.5(cap spend) and--max-turns 8(cap the agentic tool loop). On fan-out, strongly consider passing these on every call. - Prompt profile —
slimis the DEFAULT; read-only research →--profile slim-ro;--profile fullONLY to compare against a full session or diagnose a suspected slim regression.--toolsREPLACES the whole tool set, never appends. Write prescriptive prompts ("Runcmd", "Use the Read tool on X"), not "look at" / "check" — weak provider models skip tools on weak imperatives under any profile. Tool whitelists /--skills/--mcpdefaults / downgrade behavior: cc-fleet-shared/providers.md. - Probe is off by default (
--probeto opt in): the innerclaude -pcall is itself the authoritative reachability + auth test. On a big fan-out, run one sharedcc-fleet doctor/ probe up front rather than paying 3s × N. --promptand--prompt-fileare mutually exclusive — pass exactly one (elseerror_code=SUBAGENT_BAD_ARGS, no claude launched).
Success envelope
{"ok":true,"result":"<answer text>","provider":"deepseek","model":"deepseek-reasoner",
"duration_ms":12044,"usage":{"input_tokens":812,"output_tokens":1530},
"total_cost_usd":0.0031,"session_id":"…"}
→ Take .result as this subagent's output and hand it back / continue orchestrating. model is the model the provider actually billed (routing evidence). Keep .session_id if you intend a multi-turn follow-up (below).
Failure envelope — dispatch on error_code (do not parse prose)
error_msg is a canonical string only; never matched on. Dispatch on error_code:
error_code | Meaning | What you do |
|---|---|---|
SUBAGENT_BAD_ARGS | Missing/both --prompt & --prompt-file. | Fix the call (exactly one). |
NO_DEFAULT_PROVIDER | No provider arg and no default configured. | Apply the provider ask ladder. |
DEFAULT_PROVIDER_DISABLED | The default provider is disabled. | Apply the provider ask ladder; or the user re-enables via cc-fleet edit <provider> --enable. |
DEFAULT_PROVIDER_UNKNOWN | The default names a provider that no longer exists. | Apply the provider ask ladder; the user re-pins with cc-fleet default <p>. |
DEFAULT_PROVIDER_RESERVED | default_provider is hand-set to the reserved claude (explicit-only). | The user runs cc-fleet default --unset or re-pins a real provider; don't retry. |
CONFIG_LOAD_FAILED | providers.toml failed to load/validate. | cc-fleet doctor; surface to the user — don't retry. |
UNKNOWN_PROVIDER / PROVIDER_DISABLED | Provider not configured / disabled. | Tell the user to cc-fleet add / cc-fleet edit <provider> --enable. |
PROVIDER_RESERVED | A providers.toml row is named claude (reserved for the native leaf). | Tell the user to rename or cc-fleet remove claude; spawn still uses the row meanwhile. |
FINGERPRINT_MISSING | An existing fingerprint.json is corrupt (a fresh install uses the bundled recipe, so this is rare). | Run the self-heal flow in cc-fleet-shared/troubleshooting.md, then retry. |
FINGERPRINT_STALE | No claude binary found anywhere (not a missing recipe). | Tell the user to install/fix Claude Code or PATH; the self-heal flow can't help. cc-fleet doctor confirms. |
KEY_INVALID | Provider 401/403. | Have the user rotate the key; do not retry blindly. |
INSUFFICIENT_BALANCE | Out of balance / quota (429/402 + balance signature). | Retry can't help — propose the next provider (provider ask ladder, step 4) or fall back to native Agent; tell the user they're out of credit. |
RATE_LIMITED | Provider 429. | Wait briefly, retry once, or propose a switch (provider ask ladder, step 4). |
MODEL_NOT_FOUND | Model name rejected (400). | cc-fleet refresh <provider> then retry, or drop --model to use the default. |
PROVIDER_UNREACHABLE | Transport failure (only with --probe). | cc-fleet doctor; if urgent, fall back to native Agent. |
SUBAGENT_TIMEOUT | Exceeded --timeout. | Real long task → raise --timeout (or use --background) and retry; suspected hang → switch provider / fall back (with user confirmation). |
PROVIDER_API_ERROR | Other provider failure (5xx / overloaded). | Retry once or propose a switch. |
CODEX_PROXY_UNAVAILABLE | The codex conversion daemon could not start (no login, or the loopback port is held). | Tell the user: cc-fleet codex login, or free / change the port (cc-fleet codex add --port <n>). |
CODEX_CLOUDFLARE_BLOCKED | The ChatGPT backend's edge blocked this IP/client — not a key problem. | Switch network/IP or retry later; don't rotate credentials. |
SUBAGENT_MAX_TURNS | claude hit the --max-turns cap without finishing (the spent cost is surfaced — not silently $0). | Raise --max-turns (or omit it) and retry — a read-heavy / multi-file task needs ~1 turn per file read or command; a genuinely long task can use --background. |
SUBAGENT_FAILED | claude exited with no parseable result (or budget exhaustion). For a claude native leaf on a logged-out machine, this is the login failure — the error preview names it (no dedicated code). | Inspect; retry or switch provider. A logged-out native leaf → tell the user to log in to Claude Code interactively. |
SUBAGENT_OUTPUT_TOO_LARGE | The child's stdout/stderr exceeded the byte cap; the run was killed. | Have it write its output to a file and return a short answer (or narrow the ask) — a blind retry overflows again. |
SUBAGENT_STOPPED | An operator stopped the job (workflow stop / a leaf stop) — terminal, NOT a failure. | Never auto-retry; surface it. |
Batch fan-out (parallel, each returns synchronously)
# These Bash calls are independent and can fire in parallel; subagent is
# lock-free, so they don't queue behind each other.
cc-fleet subagent glm --prompt "Summarize docs/a.md" --json
cc-fleet subagent glm --prompt "Summarize docs/b.md" --json
cc-fleet subagent deepseek --prompt "Summarize docs/c.md" --json
# Each returns its own {ok, result, total_cost_usd}; aggregate them. No
# TeamCreate / TeamDelete needed.
A flat fan-out only — phases, dependencies, or dynamic orchestration over the results is /cc-fleet:workflow.
Long tasks: a backgrounded Bash is the push notification
A finished subagent CAN wake you: a backgrounded Bash command's exit is delivered to the session as a task notification. Never spawn an agent (or loop yourself) to poll. Two shapes:
- Sync call in a backgrounded Bash (first choice). Run the ordinary
cc-fleet subagent … --jsonwith the Bash tool'srun_in_background=true, end your turn, and the harness wakes you when it exits — the envelope is the task output. Zero extra mechanism; the process is tied to your session. --background+ a waited status — when the job must survive your session, or you want it grouped on the Agents Board:
cc-fleet subagent --prompt "<long task>" --background --json
# → {"ok":true,"job_id":"<uuid>","status":"running","output_file":"…","pid":…}
# arm the notifier (backgrounded Bash — its exit wakes you):
cc-fleet subagent-status <job_id> --wait --timeout 5m --json
Wake-up dispatch on the exit code: 0 done (envelope has .result) · 1 failed OR stopped — check .status first: stopped is an operator stop, never auto-retry; failed → dispatch on .error_code · 3 held (a workflow-leaf id an operator parked — surface it, never wait it out) · 124 still pending at --timeout (a heartbeat: re-arm; escalate only if the job is far past its own --timeout) · 130 interrupted. Always pass --timeout, and re-arm any still-pending wait after a session restart.
cc-fleet subagent-gc --json prunes finished job files.
Multi-turn: --resume
Continue a prior subagent session (stateful, but not long-lived between turns — each turn is a fresh claude -p --resume):
cc-fleet subagent --resume <session_id> --prompt "<follow-up>" --json
<session_id> is the .session_id from the previous turn's envelope. A default-profile (slim) resume is silent; an explicitly passed --profile over --resume warns on stderr — it swaps the system prompt mid-session. Keep the profile constant across a session's turns.
Cleanup vs. resume — they're independent
A sync subagent has nothing to tear down; "cleanup" only concerns --background job records on the Agents Board. The rules:
- The one rule that matters: capture
.session_idBEFORE pruning if a follow-up is likely. gc deletes cc-fleet's job record (which holds the envelope with the id) but never Claude's transcript — so--resumeworks after gc iff you kept the id, and keeping the record without the id buys you nothing. - Prune finished, scoped to your session:
cc-fleet subagent-gc --session <lead_session_id> --json(immediate, skips pinned) — prefer it over a blanketsubagent-gc --older-than 0sso you never wipe another session's records. Default gc only removes finished jobs older than 24h; running jobs are always kept; pinned records are user-owned — never force-remove them.
Anti-patterns
- Using subagent for work that needs multiple turns / collaboration → /cc-fleet:team.
- Chaining subagents into a dependent pipeline by hand → /cc-fleet:workflow.
TeamCreate/SendMessage/ pollingcc-fleet ps --checkfor a subagent → unnecessary; the result is on stdout.- Stuffing a giant prompt into
--prompt(hitsMAX_ARG_STRLEN~128 KiB) → use--prompt-file. - Running a possibly-stuck provider with no bound → the default
--timeout 300scaps it, but tune per task on fan-out, and run genuinely long work via a backgrounded Bash or--background(Long tasks above). - Polling
subagent-statusin a loop (or delegating an agent to watch a job) → armsubagent-status --waitin a backgrounded Bash once; its exit is the notification. - Looping on a failure without dispatching
.error_code→ every--jsonfailure carries a code; switch on it (table above; spawn-side codes in cc-fleet-shared/troubleshooting.md). - Switching providers silently after a balance / rate-limit / auth failure → stop, tell the user, wait for their pick (provider ask ladder, step 4).
- Fanning out N
claudenative leaves → drains your own subscription window; use a metered provider for breadth,claudeonly for one or two synthesis nodes.