diagnose
Use when the user wants to find problems, audit workflow quality, or get a comprehensive health check on their AI workflow.
pinned to #00f9115updated 2 weeks ago
Ask your AI client: “install skills/diagnose”.
Requires the metahub MCP server installed in your client. Set up MCP.
mh install skills/diagnosemetahub onboarded this repo on the author's behalf.
If you own github.com/sharpdeveye/maestro on GitHub, claim the listing to take over publishing. Your claim preserves the existing eval history and badges; only the curator label is replaced with verified-publisher on your next publish.
Stars
402
Last commit
2 weeks ago
Latest release
published
- #agent-orchestration
- #ai
- #ai-agents
- #ai-workflows
- #claude-code
- #codex
- #copilot
- #cursor
- #developer-tools
- #gemini
- #open-source
- #prompt-engineering
- #skills
Evaluation report
WarningsAutomated checks the publisher passed at publish time — structure, docs, safety, and whether the artifact behaves as claimed.00f9115· 2 weeks ago
Kind-specific
31Skill: SKILL.md present
found at source/skills/diagnose/SKILL.md · frontmatter source: SKILL.md
Skill: body content present
807 words · 5,581 chars · 11 sections · 1 code block
Skill: triggers declaredwarn
No `trigger` phrases in SKILL.md frontmatter
Add `trigger:` lines so Claude knows when to activate this skill — e.g. `when building MCP servers` or `for diagram creation`.
Skill: allowed-tools scope
no allowed-tools restriction (Claude may use anything)
Release history
1- releasecurrent00f9115warn2 weeks ago
Contents
MANDATORY PREPARATION
Invoke /agent-workflow — it contains workflow principles, anti-patterns, and the Context Gathering Protocol. Follow the protocol before proceeding — if no workflow context exists yet, you MUST run /teach-maestro first.
Perform a systematic diagnostic scan across 5 dimensions. For each dimension, score 1-5 and provide specific findings.
Dimension 1: Prompt Quality (1-5)
Evaluate:
- Structure (4-zone pattern: role, context, instructions, output)
- Output schema definition (explicit vs. implicit)
- Instruction clarity (specific vs. vague)
- Edge case handling (addressed vs. ignored)
- Anti-patterns present (wall of text, contradictions, implicit format)
Dimension 2: Context Efficiency (1-5)
Evaluate:
- Context budget allocation (planned vs. ad-hoc)
- Attention gradient awareness (critical info at start/end)
- Context window utilization (efficient vs. wasteful)
- State management (explicit vs. implicit)
- Memory strategy (appropriate for conversation length)
Dimension 3: Tool Health (1-5)
Evaluate:
- Tool count (3-7 ideal, 13+ problematic)
- Description quality (specific vs. vague)
- Error handling (graceful vs. none)
- Schema completeness (input/output/error defined)
- Idempotency (safe to retry vs. side-effect prone)
- Scope attribution: Distinguish between project-configured tools (e.g., custom scripts, project MCP servers) and agent-level tools (e.g., built-in IDE tools, global MCP servers). Only flag tool overhead for tools the project can actually control
Dimension 4: Architecture Fitness (1-5)
Evaluate:
- Topology appropriateness (single vs. multi-agent justified)
- Agent boundaries (clear vs. overlapping)
- Handoff protocols (structured vs. ad-hoc)
- Observability (decisions logged vs. black box)
- Cost awareness (budgeted vs. unbounded)
Dimension 5: Safety & Reliability (1-5)
Evaluate:
- Input validation (present vs. absent)
- Output filtering (PII, content policy) — scope contextually: data flowing between a user's own frontend and backend (e.g., authenticated sessions, internal APIs) is lower risk than data exposed to external services or third-party APIs
- Cost controls (ceilings set vs. unbounded)
- Error recovery (fallbacks vs. crash)
- Evaluation strategy (golden tests vs. "it seems to work")
Diagnostic Report Format
╔══════════════════════════════════════╗
║ MAESTRO DIAGNOSTIC ║
╠══════════════════════════════════════╣
║ Prompt Quality ████░ 4/5 ║
║ Context Efficiency ███░░ 3/5 ║
║ Tool Health ██░░░ 2/5 ║
║ Architecture ████░ 4/5 ║
║ Safety & Reliability ██░░░ 2/5 ║
╠══════════════════════════════════════╣
║ Overall Score: 15/25 ║
╚══════════════════════════════════════╝
CRITICAL FINDINGS:
1. [Most severe issue — immediate action needed]
2. [Second most severe]
3. [Third]
RECOMMENDED ACTIONS:
1. Run /fortify to add error handling (addresses Tool Health + Safety)
2. Run /streamline to reduce tool count (addresses Tool Health)
3. Run /refine for prompt structure improvements (addresses Prompt Quality)
Maestro Command Mapping
Every recommended action MUST reference the specific Maestro command that addresses it. Use this mapping:
| Dimension Gap | Maestro Command | When to Recommend |
|---|---|---|
| Prompt structure, clarity, output schema | /refine | Score ≤ 4 on Prompt Quality |
| Context budget, attention gradient, memory | /streamline | Score ≤ 3 on Context Efficiency |
| Tool errors, missing tools, redundant tools | /fortify | Score ≤ 3 on Tool Health |
| Tool count reduction, unused tools | /streamline | Tool count > 7 or unused tools found |
| Safety gaps, error recovery, validation | /fortify | Score ≤ 3 on Safety & Reliability |
| Test coverage, golden tests, evaluation | /guard | No automated tests or evaluation strategy |
| Architecture boundaries, observability | /calibrate | Score ≤ 3 on Architecture Fitness |
Do NOT give generic manual actions (e.g., "Add Vitest", "Create a rollback script") without also specifying which Maestro command the user should run to implement it. The recommended action format is:
Run
/<command>to [specific action] (addresses [Dimension] #[gap number])
Scoring Guide
| Score | Meaning | Maestro Action |
|---|---|---|
| 5 | Production-excellent | No action needed |
| 4 | Good with minor gaps | /refine for polish |
| 3 | Functional but risky | /fortify or /streamline for targeted fix |
| 2 | Significant issues | /fortify + /guard — immediate attention |
| 1 | Broken or missing | /onboard-agent — rebuild required |
Diagnostic Checklist
- All 5 dimensions scored with specific evidence
- Critical findings listed in priority order
- Each finding includes specific file/component location
- Recommended actions reference specific Maestro commands (see Command Mapping above)
- Overall score calculated and report generated
Recommended Next Step
After diagnosis, run the command mapped to your lowest-scoring dimension. For a general improvement sequence: /fortify → /streamline → /refine.
NEVER:
- Give all 5s unless the workflow is genuinely production-excellent
- Skip dimensions — score all 5 even if some seem fine
- Diagnose without reading the actual workflow code/config
- Recommend changes without specific findings to support them
- Give generic manual actions without mapping them to a Maestro command
Reviews
No reviews yet. Be the first.
Related
Guizang Ppt Skill
AI-agent Skill for generating polished HTML slide decks: editorial magazine and Swiss layouts, image prompts, social covers, and a WebGL/low-power presentation runtime.
orchestration-patterns
>
migration-patterns
>
mh install skills/diagnose