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Get Started Free →Create, edit, improve, tidy, review, audit, or restructure memmy-agent skills and SKILL.md files.
.claude/skills/memtensor-skill-creator/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 0% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -10% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 13% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 94% | 0% |
| case-11 | ✗→✓ | ▲ Improved | -17% | 0% |
Use this skill when creating or maintaining a memmy-agent skill.
Keep the skill small enough to load quickly. Put only the essential workflow in SKILL.md; move detailed reference material into references/, reusable deterministic code into scripts/, and output assets into assets/.
Write for another agent that is already capable. Include the procedural details, constraints, commands, schemas, and examples that would be annoying or risky to rediscover.
A skill is a directory with one required file and optional resources:
textskill-name/ ├── SKILL.md ├── scripts/ ├── references/ └── assets/
SKILL.md must contain YAML frontmatter followed by Markdown instructions.
Required frontmatter:
yaml--- name: my-skill description: Do the specific workflow. Use when the agent needs to handle concrete trigger cases. ---
Supported memmy-agent frontmatter fields:
name: lowercase letters, digits, and hyphens only.description: the trigger text that decides when the skill is useful.metadata: optional memmy-agent runtime metadata.always: optional boolean for skills that should always load.license: optional license label.allowed-tools: optional tool guidance for consumers.Use only metadata.memmy for runtime metadata:
yamlmetadata: memmy: always: true manualOnly: false requires: bins: ["gh"] env: ["GITHUB_TOKEN"]
Set metadata.memmy.manualOnly: true for a Skill that must stay out of the normal Skill index and load only when the current task explicitly references $skill-name. Do not combine it with startup initialization.
<workspace>/skills/<skill-name>/SKILL.md.Create files directly. There is no required init scaffold command for memmy-agent skills.
Put all trigger information in the frontmatter description. The body is loaded only after the skill triggers, so a "when to use this skill" section in the body is too late to help discovery.
Use the body for:
Avoid:
SKILL.md and references/.Use scripts/ for repeatable operations where deterministic behavior matters. Prefer Python, shell, or other scripts that can run through an explicit interpreter command.
Use references/ for large instructions, schemas, API notes, policies, or examples that should be read only when relevant.
Use assets/ for templates, images, fonts, sample documents, or other files that are consumed as output resources rather than read into context.
Run the bundled quick validator before considering a skill ready:
bashpython3 {baseDir}/scripts/quick-validate.py <skill-dir>
Replace {baseDir} with the path to this skill-creator directory. The validator checks the required frontmatter, memmy-agent metadata namespace, name format, placeholder descriptions, and root file organization.
If validation fails, fix the reported issue and run the command again.
Other measured skills in the registry, with their headline benchmark lift.