Individual skill
schliff
Deterministic skill linter and scoring engine for Claude Code — the Ruff for SKILL.md files. 7-dimension structural scoring (structure, triggers, quality, edges, efficiency, composability, clarity) with anti-gaming detection, ~32% rule-based patches, and cross-session episodic memory. An autoresearch loop that measures first, then fixes — not the other way around. Use for linting, scoring, and autonomously improving any Claude Code skill: trigger accuracy, output quality, edge coverage, token efficiency, composability, or custom metrics. Works with community, custom, project-local, or global skills. Trigger phrases: "make this skill better", "optimize my skill", "iterate on this skill overnight", "improve [metric] from X to Y", "audit skill", "review my skill", "harden skill", "benchmark skill", "lint my skill", "score my skill", or paste SKILL.md for auto-analysis. Also use when user shares skill without explicit instructions. Do NOT use for brand-new skills from scratch — use skill-creator first, then come to Schliff. Do NOT use for SQL query tuning. Do NOT use for prompt template authoring.
skills/schliff/tests/fixtures/self-skill-baseline/SKILL.md
Source commit 32fc4fc8414ac6b7ebfd748ae70c628a81f9e8c2
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 6, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 18
- Repository last updated
- Nov 9, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- autoresearch Repository topic
- claude-code Repository topic
- cli Repository topic
- developer-tools Repository topic
- linter Repository topic
- python Repository topic
- ai-agents Repository topic
- claude Repository topic
- deterministic Repository topic
- code-quality Repository topic
- marketing Derived category
- data Derived category
- security Derived category
- data-databases Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 11,826 bytesSKILL.mdcore · 11,826 bytesSKILL.mdcore · 11,826 bytesSKILL.mdcore · 11,826 bytesSKILL.mdcore · 11,826 bytesSKILL.mdcore · 11,826 bytesSKILL.mdcore · 11,826 bytesSKILL.mdcore · 11,826 bytesSKILL.mdcore · 11,826 bytesSKILL.mdcore · 11,826 bytesSKILL.mdcore · 11,826 bytesSKILL.mdcore · 11,826 byteseval-suite.jsonasset · 39,973 bytes
Read excerpt
# Schliff — Skill Measurement & Iteration Framework
Constraint + clear metric + disciplined iteration = compounding gains. The composite score measures structural quality (file organization, keyword coverage, eval suite breadth) — not runtime effectiveness. Use `--runtime` to validate actual behavior.
## Quick Start (Only 2 Inputs Required)
```bash
/schliff
Target: path/to/SKILL.md
Goal: Make the skill trigger correctly for deployment scenarios
```
Defaults: Metric=composite_score, Verify=score-skill.py, Iterations=30.