LQF_Machine_Learning_E…
LQF Machine Learning Expert Guide - Routed skill for ML/Statistical Modeling with Critical Discussion Mode. Triggers on: machine learning, modeling,…
Perform cross-artifact consistency analysis across spec.md, plan.md,
$ npx -y skills add foryourhealth111-pixel/Vibe-Skills --skill speckit-analyze --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/speckit-analyzeContext preview
The summary Claude sees to decide when to auto-load this skill.
Perform cross-artifact consistency analysis across spec.md, plan.md,
name: speckit-analyze description: Perform cross-artifact consistency analysis across spec.md, plan.md, and tasks.md. Use after task generation to identify gaps, duplications, and inconsistencies before implementation. compatibility: Requires spec-kit project structure with .specify/ directory metadata: author: github-spec-kit source: templates/commands/analyze.md
$ARGUMENTS
You **MUST** consider the user input before proceeding (if not empty).
Identify inconsistencies, duplications, ambiguities, and underspecified items across the three core artifacts (`spec.md`, `plan.md`, `tasks.md`) before implementation. This command MUST run only after `/speckit.tasks` has successfully produced a complete `tasks.md`.
**STRICTLY READ-ONLY**: Do **not** modify any files. Output a structured analysis report. Offer an optional remediation plan (user must explicitly approve before any follow-up editing commands would be invoked manually).
**Constitution Authority**: The project constitution (`.specify/memory/constitution.md`) is **non-negotiable** within this analysis scope. Constitution conflicts are automatically CRITICAL and require adjustment of the spec, plan, or tasks—not dilution, reinterpretation, or silent ignoring of the principle. If a principle itself needs to change, that must occur in a separate, explicit constitution update outside `/speckit.analyze`.
Run `.specify/scripts/powershell/check-prerequisites.ps1 -Json -RequireTasks -IncludeTasks` once from repo root and parse JSON for FEATURE_DIR and AVAILABLE_DOCS. Derive absolute paths:
Abort with an error message if any required file is missing (instruct the user to run missing prerequisite command). For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
Load only the minimal necessary context from each artifact:
**From spec.md:**
**From plan.md:**
**From tasks.md:**
**From constitution:**
Create internal representations (do not include raw artifacts in output):
Focus on high-signal findings. Limit to 50 findings total; aggregate remainder in overflow summary.
Use this heuristic to prioritize findings:
Output a Markdown report (no file writes) with the following structure:
| ID | Category | Severity | Location(s) | Summary | Recommendation | |----|----------|----------|-------------|---------|----------------| | A1 | Duplication | HIGH | spec.md:L120-134 | Two similar requirements ... | Merge phrasing; keep clearer version |
(Add one row per finding; generate stable IDs prefixed by category initial.)
**Coverage Summary Table:**
| Requirement Key | Has Task? | Task IDs | Notes | |-----------------|-----------|----------|-------|
**Constitution Alignment Issues:** (if any)
**Unmapped Tasks:** (if any)
**Metrics:**
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Repo: foryourhealth111-pixel/Vibe-Skills
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