sensei

REVIEW · 67
Registry indexed

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

Verified installs0
Stars244
Version1.0.0
Quality70/100 · Strong
Trust67/100 · Sandbox only
Audit80/100 · Needs review

Supply asset profile

Coding and developer agents

Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.

Browse track

Scenario

GitHub automation

I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.

Agent fit

Claude Code + CLI + Codex

Codex, Claude Code, Cursor, CLI, or custom agents.

Install

Ready

npx skills add microsoft/GitHub-Copilot-for-Azure --skill sensei

Maintenance

fresh

3d since push

Risk

Needs review

The skill's own frontmatter does not adhere to the conventions it enforces: version is '1.0.6' instead of '0.0.0-placeholder'.

GitHub quality

244

70/100 Quality · 75/100 Trust

Coverage tags

CodingGitHub automationcoding-agentsagent-skill

Review notes

The skill's own frontmatter does not adhere to the conventions it enforces: version is '1.0.6' instead of '0.0.0-placeholder'. · The description is under 150 characters (approx. 132), violating the length rule stated in its CONVENTIONS.md.

Agent adoption scorecard

Trust, audit, and install readiness at a glance

These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.

Quality

Strong
70

Solid option that is likely worth shortlisting for production workflows.

Trust

Sandbox only
67

Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.

Audit

Needs review
80

A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.

OpenAgentSkill Trust Score v5

Human review before install

Run only in a sandbox and compare close alternatives before using it for real work.

CodexClaude CodeCursorOpenAgentSkill CLI

Stars

244 GitHub stars

Repo activity

244 stars, 190 forks

Maintenance

3d since push

License

MIT

Install

npx skills add microsoft/GitHub-Copilot-for-Azure --skill sensei

Install safety

standard package or runtime install path

Permission surface

no high-risk permission surface in public metadata

Agent outcomes

No agent outcome data yet

Docs

Strong README/SKILL.md context

Risk summary

Review before production

  • The skill's own frontmatter does not adhere to the conventions it enforces: version is '1.0.6' instead of '0.0.0-placeholder'.
  • Quality score needs review

Install readiness

Install path available

  • Install path is available
  • Repository evidence is available
  • License is declared
  • No Agent Proven outcome evidence yet

Agent-readable metadata

Machine-readable decision data for this skill.

Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.

Open JSON

Suited tasks

  • GitHub automation workflows
  • Claude Code teams
  • builders willing to evaluate younger projects
  • Inspect repository metadata

Suited agents

CodexClaude CodeCursorOpenAgentSkill CLICLI

Install decision

Command
npx skills add microsoft/GitHub-Copilot-for-Azure --skill sensei
Policy
review
Human review
yes

Trust and risk

Trust
67/100
Audit
80/100
Risk level
Needs review

Outcome loop

Endpoint
/api/agent/outcome
Event ID
resolve
Outcomes
5

Install command

npx skills add microsoft/GitHub-Copilot-for-Azure --skill sensei

Do not use when

  • teams that need a vendor-supported SLA
  • production agents without a repository review
  • The skill's own frontmatter does not adhere to the conventions it enforces: version is '1.0.6' instead of '0.0.0-placeholder'.
  • No OpenAgentSkill engagement data yet
  • The description is under 150 characters (approx. 132), violating the length rule stated in its CONVENTIONS.md.

Agent safety v2

64/100 · Review before install

Reviewed with permission notesreview

Usable candidate, but the agent should surface permission and audit notes before installation.

Require human approval before installing into a real workspace.

Resolve via API

medium

Network access

Skill likely fetches remote pages, APIs, repositories, or external services.

medium

Filesystem access

Skill may read or write project files, documents, generated artifacts, or local workspace state.

  • The skill's own frontmatter does not adhere to the conventions it enforces: version is '1.0.6' instead of '0.0.0-placeholder'.

Install targets

Install this skill in your agent workflow

Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.

skill install

OpenAgentSkill CLI

Resolve policy, run the source installer safely, and report a verified install receipt.

$ npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install microsoft-sensei

Agent resolve plan

Let an agent verify fit before installing.

The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.

Open text plan

Agent should check

  • Task fit and alternatives from Resolve API.
  • Audit score, trust score, and safety policy warnings.
  • Install target compatibility for Codex, Claude Code, Cursor, or CLI.

Copy prompt

Task: Use sensei in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20sensei%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/microsoft-sensei/install
Install command: npx skills add microsoft/GitHub-Copilot-for-Azure --skill sensei
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.

Agent handoff

Give an agent the install path, not another directory page.

Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.

Open install API

Agent prompt

Use sensei for this task. Review https://www.openagentskill.com/api/skills/microsoft-sensei/install, then install with: npx skills add microsoft/GitHub-Copilot-for-Azure --skill sensei

Registry metadata

Agent-readable profile for automatic skill selection.

This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.

Open manifest

Agent fit

69/100

GitHub automation

Platforms

Claude Code

Audit report

Needs review · 80/100

A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.

View audit reportView eval report

Agent decision cockpit

Fallback candidate for GitHub automation

Prototype with this skill first; keep a fallback candidate ready.

69
Readiness
Prototype
Stage

Role in stack

Fallback candidate

Primary fit

GitHub automation

Trust label

Prototype first

Install path

Command ready

Use when

  • GitHub automation workflows
  • Claude Code teams
  • builders willing to evaluate younger projects

Evidence

  • recent repository activity
  • install command or GitHub repo available
  • 70/100 quality profile

review first

  • The skill's own frontmatter does not adhere to the conventions it enforces: version is '1.0.6' instead of '0.0.0-placeholder'.
  • No OpenAgentSkill engagement data yet

Implementation path

  1. 1Install it in a sandbox agent and run one GitHub automation task end to end.
  2. 2Compare output quality, latency, and failure behavior against at least one alternative.
  3. 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.

Trust profile

Sandbox only

Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.

67
OpenAgentSkill Trust Score

GitHub adoption

INFO

244 GitHub stars

Stars/forks activity

INFO

244 stars, 190 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

3d since push

License clarity

PASS

MIT

Good signals

  • AI review approved
  • Install path is available
  • Repository evidence is available
  • Recently maintained repository
  • Install command has no obvious high-risk pattern
  • Outcome loop is ready but needs first real agent run

Review before install

  • The skill's own frontmatter does not adhere to the conventions it enforces: version is '1.0.6' instead of '0.0.0-placeholder'.
  • Quality score needs review
  • No real agent outcome reports yet
  • Human review required before unattended installation

Recommended action

Run only in a sandbox and compare close alternatives before using it for real work.

Quality profile

Strong candidate for agent workflows

Solid option that is likely worth shortlisting for production workflows.

70
GitHub stars
244
Freshness
3d ago
Install ready
Yes
License
MIT
Review before install: The skill's own frontmatter does not adhere to the conventions it enforces: version is '1.0.6' instead of '0.0.0-placeholder'.

Workflow fit

Use this skill in these scenarios

Workflow fit

Add it to a complete workflow

Alternative shortlist

Compare before you install

Similar skills that may fit this task.

Compare all

Overview

--- name: sensei description: "Iteratively improve skill frontmatter to achieve good routing test coverage. WHEN: run sensei, sensei help, improve skill routing" license: MIT metadata: author: Microsoft version: "1.0.6" ---

## 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

Technical details

Version
1.0.0
License
MIT
Last updated
Aug 19, 2026
Published
Aug 19, 2026

Decision snapshot

Fallback candidate

69
Ready
Prototype
Stage

recent repository activity

Audit

Install review

Install and adoption review

80
Needs review
Security
83/100
Maintenance
100/100
Install
92/100
Open full auditView eval report

Agent-proven evidence

Agent-proven evidence

Outcome reports after resolve, review, install, and one narrow run.

0
Proven
Needs first agent runAuto-install: review firstLast: Unknown
Success rate
Recent failure
Outcomes
0
Output quality
Failed
0
Not relevant
0
Installs
0
Risk blocked
0
Setup needed
0
Production
0

No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.

Install

Add to agent workflow

Free and open source. Review the report before installing into production agents.

Growth loop

Share kit

X

Scenario-led draft for sensei, ready for a manual X post.

Curator note
sensei: Iteratively improve skill frontmatter to achieve good routing test coverage. WHEN: run sensei...

244 stars

https://www.openagentskill.com/skills/microsoft-sensei?ref=x
Open X draft
Optional reply with install command
Listing + install path for sensei:
https://www.openagentskill.com/skills/microsoft-sensei?ref=x

Install: npx skills add microsoft/GitHub-Copilot-for-Azure --skill sensei

Listing source

Registry indexed

Claimable

This listing was indexed from public sources and is not marked official until a maintainer claim is approved.

Creator
microsoft
Indexed by
OpenAgentSkill community index

Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.

Claim this skill

Owner claim

Claim this skill listing

This Registry indexed listing is attributed to microsoft but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.

Creator backlink kit

Add the evidence badges to your README

Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.

[![Listed on OpenAgentSkill](https://www.openagentskill.com/api/badge/microsoft-sensei?metric=listed&label=Listed)](https://www.openagentskill.com/skills/microsoft-sensei)
[![OpenAgentSkill Trust](https://www.openagentskill.com/api/badge/microsoft-sensei?metric=trust&label=Trust)](https://www.openagentskill.com/skills/microsoft-sensei)
[![OpenAgentSkill Audit](https://www.openagentskill.com/api/badge/microsoft-sensei?metric=audit&label=Audit)](https://www.openagentskill.com/skills/microsoft-sensei/audit)
[![Agent Proven](https://www.openagentskill.com/api/badge/microsoft-sensei?metric=proven&label=Agent%20Proven)](https://www.openagentskill.com/skills/microsoft-sensei)

Author

M

microsoft

@microsoft

Platform fit

Health signals

GitHub stars
244
Quality score
40/100
Last GitHub push
Aug 19, 2026
Framework hints
Unknown
OpenAgentSkill views
0
Install copies
0
Outbound clicks
0

Community signal

Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.

Trust & safety

Sandbox only

67
  • GitHub adoption244 GitHub starsINFO
  • Stars/forks activity244 stars, 190 forks; issue activity unavailable in current metadataINFO
  • Recent maintenance3d since pushPASS
  • License clarityMITPASS
  • README/SKILL.md completenessMetadata includes enough usage and workflow contextPASS
  • Dependency/runtime riskno major dependency risk hints in public metadataPASS