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README

opencode-skill-creator

Create, test, and optimize OpenCode skills — from first draft to production-grade.

npm License: Apache 2.0 GitHub stars

A skill + plugin for OpenCode that brings eval-driven development to AI agent skills — based on Anthropic's official skill-creator for Claude Code, ported to TypeScript and adapted for OpenCode's plugin architecture.

Install · What it does · Plugin tools · Usage · Architecture


Why this exists

Creating AI agent skills is guesswork. You write a skill, test it manually, maybe tweak the description, and hope it triggers correctly. There's no systematic way to measure whether a skill works or to track improvements across iterations.

opencode-skill-creator fixes this with eval-driven development for skills:

  • Test — Auto-generate eval test sets and measure trigger accuracy
  • Optimize — Iteratively improve skill descriptions with a train/test split
  • Benchmark — Quantitative comparison across iterations with variance analysis
  • Review — Built-in visual eval viewer for human-in-the-loop feedback
  • Install — Deploy validated skills to project or global config

Based on Anthropic's proven methodology. Free for everyone. Works with any model OpenCode supports.

Install

Package: https://www.npmjs.com/package/opencode-skill-creator

Pick your option

If you are... Use this
New to OpenCode / non-developer Option A (Recommended)
Already using other plugins Option B
Setting up all projects on your computer Option C (Global config)
Setting up only one project Option D (Project config)
Cannot use npm / offline environment Option E (Manual install)

Option A (Recommended): easiest setup for most users

Run one command (global install, recommended):

npx opencode-skill-creator install --global

Optional checks:

npx opencode-skill-creator --version
npx opencode-skill-creator --help
npx opencode-skill-creator --about

What this command does:

  1. Updates existing ~/.config/opencode/opencode.jsonc when present; otherwise creates/updates opencode.json
  2. Adds "opencode-skill-creator" to the plugin array
  3. Leaves your existing plugins untouched

Then:

  1. Restart OpenCode
  2. Ask OpenCode: Create a skill that helps with Docker compose files

That's it.

Manual equivalent for the same result:

  1. Open (or create) ~/.config/opencode/opencode.jsonc or ~/.config/opencode/opencode.json
  2. Paste this:
{
  "plugin": ["opencode-skill-creator"]
}
  1. Restart OpenCode.

If you want project-only install instead, use:

npx opencode-skill-creator install --project

Option B: you already have plugins

If your file already has plugins, append this package to the list:

{
  "plugin": [
    "your-existing-plugin",
    "opencode-skill-creator"
  ]
}

Do not remove your existing plugins.

Option C: global config (works in all projects)

Use global config when you want this plugin available everywhere.

Command version:

npx opencode-skill-creator install --global
  1. Open (or create) ~/.config/opencode/opencode.jsonc or ~/.config/opencode/opencode.json
  2. Add:
{
  "plugin": ["opencode-skill-creator"]
}
  1. Restart OpenCode.

Option D: project config (only one project)

Use project config when you want this plugin only for one repo.

Command version:

npx opencode-skill-creator install --project
  1. Open (or create) opencode.jsonc or opencode.json in that project root
  2. Add:
{
  "plugin": ["opencode-skill-creator"]
}
  1. Restart OpenCode in that project.

Option E: manual install (no npm)

git clone https://github.com/antongulin/opencode-skill-creator.git
cd opencode-skill-creator

# Install the skill (global)
cp -r opencode-skill-creator/ ~/.config/opencode/skills/opencode-skill-creator/

# Install the plugin (global)
cp -r plugin/ ~/.config/opencode/plugins/skill-creator/

Then create ~/.config/opencode/package.json if needed:

{
  "dependencies": {
    "@opencode-ai/plugin": ">=1.0.0"
  }
}

What happens after install

After you add opencode-skill-creator and restart OpenCode:

  1. OpenCode installs the plugin from npm automatically.
  2. The npm package loads compiled JavaScript from dist/skill-creator.js.
  3. On first plugin startup, it auto-copies skill files to ~/.config/opencode/skills/opencode-skill-creator/.
  4. Restart OpenCode after changing config because plugin config is loaded at startup.

Verify install

Check that the skill file exists:

ls ~/.config/opencode/skills/opencode-skill-creator/SKILL.md

Then ask OpenCode:

Use opencode-skill-creator to create a skill that helps with API documentation.

You should see it use the opencode-skill-creator workflow/tools.

Migration from the old skill-creator folder

Earlier versions installed the bundled skill as the generic skill-creator skill. That could conflict with other plugins, including Superpowers, that also provide a skill with the same name.

Current versions install the bundled skill as opencode-skill-creator instead. On startup, if the plugin finds an old plugin-owned folder at ~/.config/opencode/skills/skill-creator/, it moves that folder to an inactive backup such as:

~/.config/opencode/skills/skill-creator.opencode-skill-creator-backup-YYYYMMDDTHHMMSS/

The backup preserves user files and renames SKILL.md to SKILL.md.backup so OpenCode will not keep loading the old generic skill. If the old skill-creator folder does not contain the plugin's .opencode-skill-creator-version marker, the plugin leaves it untouched because it may belong to another plugin or a manually installed skill.

Troubleshooting

  • I don't have opencode.jsonc/opencode.json: create one in project root (or use global config path).
  • Nothing changed after edit: fully restart OpenCode.
  • I already had plugins: keep them; just add opencode-skill-creator to the same array.
  • I want a clean reinstall: delete ~/.config/opencode/skills/opencode-skill-creator/ and restart OpenCode.
  • I still see another skill-creator skill: if ~/.config/opencode/skills/skill-creator/ has no .opencode-skill-creator-version marker, it is not managed by this plugin and must be reviewed separately.
  • npx command failed: run npx opencode-skill-creator --help and then use install or install --global.

For LLMs / automation (compact)

{ "plugin": ["opencode-skill-creator"] }

What it does

When loaded, this skill guides OpenCode through the full skill development lifecycle:

  1. Analyze the user's request and determine what kind of skill to build
  2. Create a well-structured skill with proper frontmatter, SKILL.md, and supporting files
  3. Generate an eval set of test queries (should-trigger and should-not-trigger)
  4. Evaluate the skill's description by testing whether it triggers correctly
  5. Optimize the description through iterative improvement loops
  6. Benchmark skill performance with variance analysis
  7. Install the skill to the project or global OpenCode skills directory

Plugin tools

The plugin registers these custom tools that OpenCode can call:

Tool Purpose
skill_validate Validate SKILL.md structure and frontmatter
skill_parse Parse SKILL.md and extract name/description
skill_eval Test trigger accuracy for eval queries
skill_improve_description LLM-powered description improvement
skill_optimize_loop Full eval→improve optimization loop
skill_aggregate_benchmark Aggregate grading results into statistics
skill_generate_report Generate HTML optimization report
skill_serve_review Start the eval review viewer (HTTP server)
skill_stop_review Stop a running review server
skill_export_static_review Generate standalone HTML review file

Description optimization loop

The most impactful feature for skill quality. It treats skill descriptions as a search problem:

  1. Generates 20 test queries (should-trigger + should-not-trigger)
  2. Splits into 60% train / 40% test
  3. Runs each query 3 times for statistical reliability
  4. Analyzes failure patterns
  5. LLM proposes improved descriptions
  6. Re-evaluates on both train AND test sets
  7. Selects the best description by test score (prevents overfitting)
  8. Repeats up to 5 iterations

Review workflow guard (strict by default)

The review launch tools enforce paired comparison data by default:

  • skill_serve_review and skill_export_static_review require each eval-* directory to include:
  • with_skill
  • baseline (without_skill or old_skill)
  • If pairs are missing, the tools fail fast with a clear list of missing items.
  • Override only when intentionally reviewing partial data by passing allowPartial: true.
  • If benchmarkPath is omitted, the tools auto-generate benchmark.json and benchmark.md in the workspace.

Skill draft staging (recommended)

When creating new skills, use a staging path in the system temp directory outside your current repository:

  • Unix/macOS draft skill path: /tmp/opencode-skills/<skill-name>/ (or $TMPDIR/opencode-skills/<skill-name>/)
  • Unix/macOS eval workspace path: /tmp/opencode-skills/<skill-name>-workspace/
  • Windows draft/eval paths: %TEMP%\opencode-skills\<skill-name>\ and %TEMP%\opencode-skills\<skill-name>-workspace\
  • Install only the final validated skill to:
  • project: .opencode/skills/<skill-name>/
  • global: ~/.config/opencode/skills/<skill-name>/

This keeps plugin/source repositories clean while preserving the full eval loop.

Usage

Once installed, OpenCode will automatically detect the skill when you ask it to create or improve a skill. For example:

  • "Create a skill that helps with Docker compose files"
  • "Build me a skill for generating API documentation"
  • "Help me make a skill that assists with database migrations"
  • "Optimize the description of my existing skill"

OpenCode will load the opencode-skill-creator instructions and use the plugin tools to walk through the full workflow.

Examples

The fastest way to see the workflow end to end: start with the Docker Compose helper example. It includes a small complete skill, a trigger eval set in the exact skill_eval JSON format, and copy-pasteable prompts for skill_eval, skill_optimize_loop, and benchmark review.

Use it after install to see how description evals work before creating your own skill.

Architecture

This project has two components:

Component What it is
Skill Markdown instructions (SKILL.md + agents + templates) that tell the agent how to create, evaluate, and improve skills
Plugin TypeScript module that registers custom tools for validation, eval, benchmarking, and review

The skill provides the workflow knowledge; the plugin provides the executable tools the agent calls during that workflow.

On first startup, the plugin automatically copies the bundled skill files to ~/.config/opencode/skills/opencode-skill-creator/. If you need to reinstall the skill (e.g., after an update), delete that directory and restart OpenCode.

Project structure

opencode-skill-creator/
├── README.md
├── LICENSE                            # Apache 2.0
├── opencode-skill-creator/            # The SKILL
│   ├── SKILL.md                       # Main skill instructions
│   ├── agents/
│   │   ├── grader.md                  # Assertion evaluation
│   │   ├── analyzer.md                # Benchmark analysis
│   │   └── comparator.md              # Blind A/B comparison
│   ├── references/
│   │   └── schemas.md                 # JSON schema definitions
│   └── templates/
│       └── eval-review.html           # Eval set review/edit UI
└── plugin/                            # The PLUGIN (npm: opencode-skill-creator)
    ├── package.json                   # npm package metadata
    ├── skill-creator.ts               # Entry point — registers all tools
    ├── skill/                         # Bundled copy of skill (auto-installed)
    ├── lib/
    │   ├── utils.ts                   # SKILL.md frontmatter parsing
    │   ├── validate.ts                # Skill structure validation
    │   ├── run-eval.ts                # Trigger evaluation via opencode run
    │   ├── improve-description.ts     # LLM-powered description improvement
    │   ├── run-loop.ts                # Eval→improve optimization loop
    │   ├── aggregate.ts               # Benchmark aggregation
    │   ├── report.ts                  # HTML report generation
    │   └── review-server.ts           # Eval review HTTP server
    └── templates/
        └── viewer.html                # Eval review viewer UI

Differences from the Anthropic original

Area Anthropic (Claude Code) This repo (OpenCode)
CLI invocation claude -p "prompt" opencode run "prompt"
Skill location .claude/commands/ .opencode/skills/
Automation scripts Python (scripts/*.py) TypeScript plugin (plugin/lib/*.ts)
Script execution python -m scripts.run_loop skill_optimize_loop tool call
Eval viewer `python g

Extension points exported contracts — how you extend this code

ReviewPrepResult (Interface)
(no doc)
plugin/skill-creator.ts
RunLoopOptions (Interface)
(no doc)
plugin/lib/run-loop.ts
LoopHistoryEntry (Interface)
(no doc)
plugin/lib/run-loop.ts
RunLoopOutput (Interface)
(no doc)
plugin/lib/run-loop.ts
RunResult (Interface)
(no doc)
plugin/lib/aggregate.ts
Stats (Interface)
(no doc)
plugin/lib/aggregate.ts

Core symbols most depended-on inside this repo

validateSkill
called by 13
plugin/lib/validate.ts
runProcess
called by 9
plugin/lib/process.ts
getAutoUpdatePaths
called by 8
plugin/skill-creator.ts
maybeAutoRefreshPluginCache
called by 8
plugin/skill-creator.ts
addGoldStandard
called by 7
plugin/lib/gold-standards.ts
ensureBundledSkillInstalled
called by 7
plugin/lib/skill-install.ts
findSkillConflicts
called by 6
plugin/lib/run-eval.ts
listGoldStandards
called by 6
plugin/lib/gold-standards.ts

Shape

Function 133
Interface 38
Class 2
Method 1

Languages

TypeScript100%

Modules by API surface

plugin/lib/review-server.ts32 symbols
plugin/lib/aggregate.ts16 symbols
plugin/lib/run-eval.ts15 symbols
plugin/skill-creator.ts13 symbols
plugin/bin/opencode-skill-creator.js12 symbols
plugin/test/installer.test.mjs10 symbols
plugin/lib/report.ts9 symbols
plugin/lib/gold-standards.ts9 symbols
plugin/lib/run-loop.ts7 symbols
plugin/lib/improve-description.ts7 symbols
plugin/lib/skill-install.ts6 symbols
plugin/lib/process.ts6 symbols

For agents

$ claude mcp add opencode-skill-creator \
  -- python -m otcore.mcp_server <graph>

⬇ download graph artifact