audit-agentic-cli
Make a CLI an agent can drive without human babysitting. The contract: pure machine-readable stdout, semantic exit codes, non-interactive defaults, structured errors with retry guidance, and — for workflows that produce repairable artifacts — an iterative feedback loop the agent can finish on its own.
When To Use
Trigger this skill when the user is doing CLI-only agent-readiness work:
- "make my CLI agent-friendly" / "audit CLI for LLM use"
- the agent keeps failing to parse a CLI result
- stdout mixes JSON with progress text or spinners
- every failure exits 1 with no structured error body
- a command hangs waiting for an interactive prompt
- the workflow validates, rejects, repairs, and resubmits a generated artifact
- a fresh CLI needs agent-first constraints from day one
- help text is unreliable as a contract for an agent caller
Do not use this skill for:
- Surface choice (CLI vs MCP vs hybrid). Make the surface decision first using your normal architecture process. Only after the surface decision is fixed as CLI does this skill apply.
- MCP server audits, schemas, transports, auth, or context budgets. Route to
audit-agentic-mcp for audit/architecture, build-mcp-server-sdk-v1 / build-mcp-server-sdk-v2 / build-mcp-use-server for implementation, test-by-mcpc-cli for live MCP verification.
- Vendor CLI operations when a vendor skill exists. Use
run-railway instead.
- Generic shell scripting unrelated to the CLI's agent contract.
Five Core Audit Checks
Before recommending features, verify these. If any fail, fix them first.
--json (or equivalent) exists and stdout is pure machine output — no progress, no banners, no prose.
- Logs, spinners, banners, and progress go to stderr.
- Exit codes distinguish success, usage error, auth, not-found, conflict, validation, and transient/retryable failures — not all
0 or 1.
- Headless runs never block without an explicit
--no-input/--yes path or a clear non-interactive error.
- Error responses include a stable error code and a retryable boolean (or equivalent guidance).
When a command must emit a non-JSON artifact (patch, diff, query, prompt, translation), keep stdout one canonical artifact format and put status on stderr or in a sidecar — never mix prose into the data channel.
Severity Rubric
Classify findings in agent terms, not human-UX terms.
| Severity |
Use when |
| Critical |
Agents cannot safely parse, continue, or avoid unintended side effects (e.g. JSON mixed with progress on stdout; destructive command with no --dry-run/--yes). |
| High |
Agents act but are likely to fail, retry incorrectly, or block (e.g. prompt with no --no-input; opaque exit 1 for every error class). |
| Medium |
Agents finish only with extra probing or brittle assumptions (e.g. undocumented output fields, missing help examples). |
| Low |
Polish or consistency only (e.g. nonstandard alias when long flag is documented). |
Minimum Output Envelope
Aim for one stable JSON envelope across all commands.
Success:
{ "ok": true, "result": {}, "error": null, "schema_version": "v1" }
Failure:
{
"ok": false,
"result": null,
"error": {
"class": "validation",
"code": "MISSING_FLAG",
"message": "Flag --target is required.",
"retryable": false,
"suggestion": "Run `mycli deploy --target <name>`."
},
"schema_version": "v1"
}
Stdout = data channel. Stderr = operator channel. Exit code = semantic class. All three must agree.
Build Order (Repair Existing CLI)
When fixing an existing CLI, do the work in this order. Skipping ahead wastes effort.
- Pure JSON output and stdout/stderr separation.
- Structured errors and semantic exit codes.
- Non-interactive flags and safe defaults (
--no-input, --yes, --dry-run).
- Iterative feedback loops for any command whose output the agent might need to repair.
- Discovery: help text, examples, documented exit codes and output fields.
- Async / JSONL / job-style flows for long-running operations.
Audit Workflow
Before recommending changes:
- Inspect top-level help and each relevant subcommand. Use
scripts/audit-cli-help.sh (read scripts/audit-cli-help.md first) to capture standard flags, examples, and missing affordances.
- Look for machine-readable output flags:
--json, --output json, --quiet, --fields, --jq.
- Test stdout/stderr separation on safe read-only commands.
- Classify exit codes across success, usage, auth, not-found, validation, conflict, and transient paths.
- Probe non-interactive behavior on prompt-prone commands.
- Inspect destructive flow safety:
--dry-run, --yes, --force, explicit confirmation semantics.
- Verify help documents realistic examples, output fields, and exit codes.
- If auditing a CLI you've snapshotted before, diff with
scripts/diff-cli-help.sh (read scripts/diff-cli-help.md first) to spot command/flag drift.
Iterative Repair Loop
Use this pattern when an agent generates an artifact, the CLI validates it, and the agent must repair on rejection.
input artifact -> CLI validation -> structured diff/errors -> agent repair -> retry -> accepted -> finalize
Typical fits: translation/localization batches, code generation with validation gates, manifest/config/migration generation, bulk import or sync.
Each iteration must tell the agent:
- current stage
- accepted / rejected / partial
- what failed, with identifiers or locations
- whether the failure is retryable
- the next command to run (
next_action.command)
- progress complete vs work remaining
One-shot read/list/get/status commands do not need this — use the simpler envelope.
For the full design pattern and a worked case study, read references/iterative-cli.md.
Design Rules
- One stable envelope shape across all commands.
- Stdout = data. Stderr = operator. Exit code = semantic class.
- Command names and field types stay consistent across releases.
- Destructive flows are explicit:
--yes, --force, --dry-run.
--help documents examples, output fields, and exit codes.
- For repairable workflows, return enough structure for an agent to fix and retry without human interpretation.
Output Contract (Deliverable Shape)
Pick one based on the task.
Audit report: scorecard by audit dimension, severity-ranked findings, command evidence (exact safe command + observed stdout/stderr/exit), why it matters for agents, recommended fix, verification command.
Refactored CLI contract: proposed command grammar, flags and non-interactive behavior, stdout/stderr rules, JSON envelope and stream format, exit-code map, migration notes for existing users and scripts.
Iterative repair-loop design: phases and command family, artifact channel, validation response shape, retry budget, next_action.command, finalization criteria.
Local Exemplars
linear-cli — strong agent-ready CLI: JSON everywhere, --dry-run, --id-only, non-pager flags, exit-code contract, bulk-mutation gates.
run-railway — drift-aware CLI: installed-help snapshot, upstream-vs-local distinction, refresh scripts, version-drift routing.
Reference Routing
Read the smallest reference set that matches the task.
| Problem |
Read |
| JSON envelopes, schemas, error fields, stream separation, exit-code taxonomy |
references/output-contracts.md |
| Retries, idempotency, async jobs, batch, timeout, pagination, rate limits |
references/execution-patterns.md |
| Help, auth, config, flags, environment detection |
references/discovery-and-auth.md |
| Iterative repair-loop CLI design and case study |
references/iterative-cli.md |
| CLI vs MCP vs hybrid (when surface is still in question) |
references/mcp-vs-cli-decision.md |
| Worked code examples (Go, Python, Node, Rust, Shell) and real-world audits |
references/examples.md |
| Patterns for the agent or service that calls the CLI |
references/agent-integration.md |
These are canonical homes — do not duplicate their content here.
Bundled Scripts
Read-only discovery support. Do not treat them as agent-readiness proofs.
| Script |
Read first |
Use for |
scripts/audit-cli-help.sh |
scripts/audit-cli-help.md |
Inspect top-level and subcommand help for standard flags, examples, exit-code docs, and missing affordances. |
scripts/diff-cli-help.sh |
scripts/diff-cli-help.md |
Compare captured help snapshots for command/flag additions, removals, and likely breaking changes. |
These cover discoverability and drift only. They do not replace stdout/stderr, exit-code, non-interactive, and destructive-flow checks — run those by hand.
Finish Criteria
Do not call a CLI agent-ready until:
- The five core audit checks pass.
- The JSON envelope is stable enough to script against across commands.
--help documents the command contract (examples, output fields, exit codes).
- A non-interactive run can succeed or fail deterministically with no human keystroke.
- Any iterative workflow returns enough structured feedback for an agent to repair without human interpretation.
1---2name: audit-agentic-cli3description: Use if auditing or designing a CLI for agent/LLM use — JSON output, exit codes, non-interactive.4---56# audit-agentic-cli78Make a CLI an agent can drive without human babysitting. The contract: pure machine-readable stdout, semantic exit codes, non-interactive defaults, structured errors with retry guidance, and — for workflows that produce repairable artifacts — an iterative feedback loop the agent can finish on its own.910## When To Use1112Trigger this skill when the user is doing CLI-only agent-readiness work:1314- *"make my CLI agent-friendly"* / *"audit CLI for LLM use"*15- *the agent keeps failing to parse a CLI result*16- *stdout mixes JSON with progress text or spinners*17- *every failure exits 1 with no structured error body*18- *a command hangs waiting for an interactive prompt*19- *the workflow validates, rejects, repairs, and resubmits a generated artifact*20- *a fresh CLI needs agent-first constraints from day one*21- *help text is unreliable as a contract for an agent caller*2223Do **not** use this skill for:2425- **Surface choice (CLI vs MCP vs hybrid).** Make the surface decision first using your normal architecture process. Only after the surface decision is fixed as CLI does this skill apply.26- **MCP server audits, schemas, transports, auth, or context budgets.** Route to `audit-agentic-mcp` for audit/architecture, `build-mcp-server-sdk-v1` / `build-mcp-server-sdk-v2` / `build-mcp-use-server` for implementation, `test-by-mcpc-cli` for live MCP verification.27- **Vendor CLI operations** when a vendor skill exists. Use `run-railway` instead.28- **Generic shell scripting** unrelated to the CLI's agent contract.2930## Five Core Audit Checks3132Before recommending features, verify these. If any fail, fix them first.33341. `--json` (or equivalent) exists and **stdout is pure machine output** — no progress, no banners, no prose.352. Logs, spinners, banners, and progress go to **stderr**.363. **Exit codes** distinguish success, usage error, auth, not-found, conflict, validation, and transient/retryable failures — not all `0` or `1`.374. Headless runs **never block** without an explicit `--no-input`/`--yes` path or a clear non-interactive error.385. Error responses include a stable **error code** and a **retryable** boolean (or equivalent guidance).3940When a command must emit a non-JSON artifact (patch, diff, query, prompt, translation), keep stdout one canonical artifact format and put status on stderr or in a sidecar — never mix prose into the data channel.4142## Severity Rubric4344Classify findings in agent terms, not human-UX terms.4546| Severity | Use when |47|---|---|48| Critical | Agents cannot safely parse, continue, or avoid unintended side effects (e.g. JSON mixed with progress on stdout; destructive command with no `--dry-run`/`--yes`). |49| High | Agents act but are likely to fail, retry incorrectly, or block (e.g. prompt with no `--no-input`; opaque exit `1` for every error class). |50| Medium | Agents finish only with extra probing or brittle assumptions (e.g. undocumented output fields, missing help examples). |51| Low | Polish or consistency only (e.g. nonstandard alias when long flag is documented). |5253## Minimum Output Envelope5455Aim for one stable JSON envelope across all commands.5657Success:5859```json60{ "ok": true, "result": {}, "error": null, "schema_version": "v1" }61```6263Failure:6465```json66{67 "ok": false,68 "result": null,69 "error": {70 "class": "validation",71 "code": "MISSING_FLAG",72 "message": "Flag --target is required.",73 "retryable": false,74 "suggestion": "Run `mycli deploy --target <name>`."75 },76 "schema_version": "v1"77}78```7980Stdout = data channel. Stderr = operator channel. Exit code = semantic class. All three must agree.8182## Build Order (Repair Existing CLI)8384When fixing an existing CLI, do the work in this order. Skipping ahead wastes effort.85861. Pure JSON output and stdout/stderr separation.872. Structured errors and semantic exit codes.883. Non-interactive flags and safe defaults (`--no-input`, `--yes`, `--dry-run`).894. Iterative feedback loops for any command whose output the agent might need to repair.905. Discovery: help text, examples, documented exit codes and output fields.916. Async / JSONL / job-style flows for long-running operations.9293## Audit Workflow9495Before recommending changes:96971. Inspect top-level help and each relevant subcommand. Use `scripts/audit-cli-help.sh` (read `scripts/audit-cli-help.md` first) to capture standard flags, examples, and missing affordances.982. Look for machine-readable output flags: `--json`, `--output json`, `--quiet`, `--fields`, `--jq`.993. Test stdout/stderr separation on safe read-only commands.1004. Classify exit codes across success, usage, auth, not-found, validation, conflict, and transient paths.1015. Probe non-interactive behavior on prompt-prone commands.1026. Inspect destructive flow safety: `--dry-run`, `--yes`, `--force`, explicit confirmation semantics.1037. Verify help documents realistic examples, output fields, and exit codes.1048. If auditing a CLI you've snapshotted before, diff with `scripts/diff-cli-help.sh` (read `scripts/diff-cli-help.md` first) to spot command/flag drift.105106## Iterative Repair Loop107108Use this pattern when an agent generates an artifact, the CLI validates it, and the agent must repair on rejection.109110```111input artifact -> CLI validation -> structured diff/errors -> agent repair -> retry -> accepted -> finalize112```113114Typical fits: translation/localization batches, code generation with validation gates, manifest/config/migration generation, bulk import or sync.115116Each iteration must tell the agent:117118- current stage119- accepted / rejected / partial120- what failed, with identifiers or locations121- whether the failure is retryable122- the next command to run (`next_action.command`)123- progress complete vs work remaining124125One-shot read/list/get/status commands do not need this — use the simpler envelope.126127For the full design pattern and a worked case study, read `references/iterative-cli.md`.128129## Design Rules130131- One stable envelope shape across all commands.132- Stdout = data. Stderr = operator. Exit code = semantic class.133- Command names and field types stay consistent across releases.134- Destructive flows are explicit: `--yes`, `--force`, `--dry-run`.135- `--help` documents examples, output fields, and exit codes.136- For repairable workflows, return enough structure for an agent to fix and retry without human interpretation.137138## Output Contract (Deliverable Shape)139140Pick one based on the task.141142**Audit report:** scorecard by audit dimension, severity-ranked findings, command evidence (exact safe command + observed stdout/stderr/exit), why it matters for agents, recommended fix, verification command.143144**Refactored CLI contract:** proposed command grammar, flags and non-interactive behavior, stdout/stderr rules, JSON envelope and stream format, exit-code map, migration notes for existing users and scripts.145146**Iterative repair-loop design:** phases and command family, artifact channel, validation response shape, retry budget, `next_action.command`, finalization criteria.147148## Local Exemplars149150- `linear-cli` — strong agent-ready CLI: JSON everywhere, `--dry-run`, `--id-only`, non-pager flags, exit-code contract, bulk-mutation gates.151- `run-railway` — drift-aware CLI: installed-help snapshot, upstream-vs-local distinction, refresh scripts, version-drift routing.152153## Reference Routing154155Read the smallest reference set that matches the task.156157| Problem | Read |158|---|---|159| JSON envelopes, schemas, error fields, stream separation, exit-code taxonomy | `references/output-contracts.md` |160| Retries, idempotency, async jobs, batch, timeout, pagination, rate limits | `references/execution-patterns.md` |161| Help, auth, config, flags, environment detection | `references/discovery-and-auth.md` |162| Iterative repair-loop CLI design and case study | `references/iterative-cli.md` |163| CLI vs MCP vs hybrid (when surface is still in question) | `references/mcp-vs-cli-decision.md` |164| Worked code examples (Go, Python, Node, Rust, Shell) and real-world audits | `references/examples.md` |165| Patterns for the agent or service that calls the CLI | `references/agent-integration.md` |166167These are canonical homes — do not duplicate their content here.168169## Bundled Scripts170171Read-only discovery support. Do not treat them as agent-readiness proofs.172173| Script | Read first | Use for |174|---|---|---|175| `scripts/audit-cli-help.sh` | `scripts/audit-cli-help.md` | Inspect top-level and subcommand help for standard flags, examples, exit-code docs, and missing affordances. |176| `scripts/diff-cli-help.sh` | `scripts/diff-cli-help.md` | Compare captured help snapshots for command/flag additions, removals, and likely breaking changes. |177178These cover discoverability and drift only. They do not replace stdout/stderr, exit-code, non-interactive, and destructive-flow checks — run those by hand.179180## Finish Criteria181182Do not call a CLI agent-ready until:183184- The five core audit checks pass.185- The JSON envelope is stable enough to script against across commands.186- `--help` documents the command contract (examples, output fields, exit codes).187- A non-interactive run can succeed or fail deterministically with no human keystroke.188- Any iterative workflow returns enough structured feedback for an agent to repair without human interpretation.