smithery/microsoft

sensei

Iteratively improve skill frontmatter to achieve good routing test coverage. WHEN: run sensei, sensei help, improve skill routing

Installation

$ npx skills add smithery/microsoft --skill sensei

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More details

Agent compatibility

Declared targets from SKILL.md / docs. Unmarked agents are not listed — the skill may still install via the CLI.

Claude Code Not declared
Cursor Not declared
Codex Not declared
GitHub Copilot Not declared
Windsurf Not declared
Gemini CLI Not declared
Cline Not declared
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Skill metadata

Parsed from SKILL.md frontmatter.

Version1.0.6
LicenseMIT
More metadata
author
Microsoft
version
1.0.6

Package contents

Files included with this skill beyond the listing page.

  • skill md SKILL.md 3,930 B
  • docs SUMMARY.md 443 B

History

  1. First recorded snapshot · 0 installs

SKILL.md

Help

When user says "sensei help" or asks how to use sensei, show this:

╔══════════════════════════════════════════════════════════════════╗
║  SENSEI - Skill Frontmatter Compliance Improver                  ║
╠══════════════════════════════════════════════════════════════════╣
║                                                                  ║
║  USAGE:                                                          ║
║    Run sensei on <skill-name>              # Single skill        ║
║    Run sensei on <skill1>, <skill2>, ...   # Multiple skills     ║
║    Run sensei on all skills                # All skills          ║
║                                                                  ║
║  EXAMPLES:                                                       ║
║    Run sensei on appinsights-instrumentation                     ║
║    Run sensei on azure-ai, azure-compute                         ║
║                                                                  ║
║  WHAT IT DOES:                                                   ║
║    1. READ      - Load skill's SKILL.md and tests                ║
║    2. VERIFY    - Compare skill frontmatter with convention      ║
║    3. SCAFFOLD  - Create tests from frontmatter if missing       ║
║    4. IMPROVE   - Add WHEN: triggers                             ║
║    5. TEST      - Run tests, fix if needed                       ║
║    6. SUMMARY   - Show before/after with suggestions             ║
║    7. PROMPT    - Ask: Commit, Create Issue, or Skip?            ║
║    8. REPEAT    - Until routing tests pass                       ║
╚══════════════════════════════════════════════════════════════════╝

Main Loop

For each skill, execute this loop until the frontmatter aligns with convention, have thorough routing tests AND routing tests pass:

  1. READ - Load plugins/{plugin}/skills/{skill-name}/SKILL.md, and vally eval suites in evals/{skill-name}/*.yaml.
  2. VERIFY - Compare the skill frontmatter with conventions in [CONVENTIONS](references/CONVENTIONS.md). If the skill's frontmatter violates any written convention, notify the user and propose a fix to align the frontmatter with the convention.
  3. SCAFFOLD - If evals/{skill-name}/ doesn't exist, follow instructions in vally-eval skill to scaffold a set of routing tests. The routing tests test if the skill can be invoked for target user prompts. Generate user prompts that match the target scenario of the skill's description.
  4. IMPROVE - If the skill description doesn't already have WHEN: triggers, add them.
  5. TEST - Follow instructions in vally-eval skill to run the routing tests. If there are failed tests, suggest fixes.
  6. SUMMARY - Display before/after comparison with unimplemented suggestions.
  7. PROMPT - Ask user to commit the fixes or take any alternative actions.
  8. REPEAT - Go to step 2 (max 5 iterations per skill)

Constraints

  • Only modify plugins/{plugin}/skills/ - these are the Azure skills used by Copilot
  • Files in .github/skills/ should be left as is
  • Max 5 iterations per skill before moving on

Related Skills

  • [vally-eval](/.github/skills/vally-eval) - vally eval suite writing guidelines