Skip to content
Development
Skill

/cli-anything

Wrap any command-line tool into a JSON-emitting agent skill. Use when you want to make a CLI reliably callable and parseable by an AI agent — introspect its --help, define a structured-output (--json) contract and a stable error contract, then generate a SKILL.md wrapper with

From plugin
coco
631200 skills53 agents42 commands3 hooks

Claude Code

$ npx -y skills add coco-research/coco --skill cli-anything --agent claude-code

SKILL.md

cli-anything.SKILL.md
name: cli-anything
description: Wrap any command-line tool into a JSON-emitting agent skill. Use when you want to make a CLI reliably callable and parseable by an AI agent — introspect its --help, define a structured-output (--json) contract and a stable error contract, then generate a SKILL.md wrapper with verified examples. Triggers on "wrap this CLI", "make X agent-usable", "generate a skill for this command", "turn a tool into an agent skill".
domain: meta

<!-- Methodology adapted from HKUDS/CLI-Anything (https://github.com/HKUDS/CLI-Anything) — Apache-2.0. -->

cli-anything: wrap any CLI into an agent skill

Turn any command-line tool into something an AI agent can call reliably and parse. The output is a thin, well-documented wrapper contract — never a reimplementation of the tool. Use the real tool; document how to drive it.

When to use

You have a CLI (your own, or a third-party binary) and you want an agent to invoke it predictably, read structured results, and recover from errors. This skill produces a `SKILL.md` wrapper that encodes that contract.

Step 1 — Introspect the CLI (do not guess)

Enumerate the real surface before writing anything:

  • Run `<tool> --help` and `<tool> <subcommand> --help` for each subcommand.
  • Capture: subcommands, flags (required vs optional), positional args, exit codes, and the output format (human text vs structured).
  • If `--help` is thin, read the source or man page. Every claim in the wrapper must trace to observed behavior.

Step 2 — Define the output contract

  • Prefer a `--json` machine-readable mode for every command an agent will call. Document the exact JSON keys the agent should read (one shape per command).
  • If the tool has no JSON mode, say so honestly and document what to parse from stdout (and which token carries the answer). Do not pretend output is structured when it is not.
  • Human output stays the default; structured output is the agent path.

Step 3 — Define the error contract

  • Map exit codes to meaning (0 = success; document each non-zero class).
  • On failure, surface a parseable signal (`{"error": "...", "code": N}` if the tool supports it, otherwise the captured stderr) — never a bare stack trace.
  • Fail loud and parseable. Never half-succeed silently.

Step 4 — Write the SKILL.md wrapper

Standard structure so an agent can discover and drive the tool:

  • Frontmatter: `name`, `description` (include natural trigger phrases).
  • `Commands` — each command: purpose, exact invocation, args, and the result shape it returns.
  • `Examples` — 2-4 real invocations with expected output.
  • `Errors` — the exit-code/error contract from Step 3.
  • `Notes` — auth, side effects, idempotency, network egress, prerequisites.

Step 5 — Verify against reality

  • Run each documented command once; confirm the real output matches what the wrapper claims.
  • Confirm any `--json` shape parses.
  • A wrapper that drifts from reality is worse than none — re-introspect and fix.

Principles

  • Use the real tool; never reimplement its logic in the wrapper.
  • Deterministic and structured beats clever.
  • The wrapper is a contract: introspect, structure, document, verify.

Worked example

`skills/coco-cli/SKILL.md` is a wrapper produced with this pattern over the `cocosuperintelligence` command — note how it documents the (human-only) output contract honestly rather than inventing a JSON mode the tool lacks.

Read more
@coco-research
Ships withcoco

495 personas across 13 departments, 229 skills[^installed] and 388 commands in the full catalog (coco 1.9.0, 2026-10-21). Agent skills, slash commands and subagents for Claude Code, Cursor, Codex and other AI coding agents.

631200 skills53 agents
Get the whole plugin

Stars on GitHub

Momentum

stars in total
631
Star history of coco-research/coco on GitHub, a chart by star-history.com

Other skills on coco.

create-rule

create-rule

Create Cursor rules for persistent AI guidance. Use when the user wants to create a rule, add coding standards, set up project…

@coco-research@coco-researchInstall Skill
create-skill

create-skill

Guides users through creating effective Agent Skills for Cursor. Use when the user wants to create, write, or author a new skill,…

@coco-research@coco-researchInstall Skill
create-subagent

create-subagent

Create custom subagents for specialized AI tasks. Use when the user wants to create a new type of subagent, set up task-specific…

@coco-research@coco-researchInstall Skill
migrate-to-skills

migrate-to-skills

Convert 'Applied intelligently' Cursor rules (.cursor/rules/*.mdc) and slash commands (.cursor/commands/*.md) to Agent Skills…

@coco-research@coco-researchInstall Skill
agent-lightning

agent-lightning

Train and optimize AI agents using Microsoft's Agent Lightning framework with reinforcement learning. Use when setting up agent…

@coco-research@coco-researchInstall Skill

More skills from other plugins.

brainstorming
Auto-invoked

brainstorming

You MUST use this before any creative work - creating features, building components, adding functionality, modifying behavior, or…

@obra@obraInstall Skill
ask-matt

ask-matt

Ask which skill or flow fits your situation. A router over the skills in this repo.

skills2w309k
@mattpocock@mattpocockInstall Skill
accessibility
Auto-invoked

accessibility

Design, implement, and audit accessible UI to WCAG 2.2 Level AA across Web, iOS, and Android — semantic ARIA roles and labels,…

ecc2w293k
@affaan-m@affaan-mInstall Skill
compiler-commit

compiler-commit

Use when you want to verify compiler changes and commit with the correct convention. Runs tests, lint, and format, then commits…

react5d252k
@facebook@facebookInstall Skill

Questions about cli-anything.

Which coding agents can use cli-anything?
cli-anything installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.