ask-conceptual-integrity-sentinel
Audit repos for architectural drift, dead code, and abstraction bloat.
Skill by NavanithanS
Chalk Labs
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Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/navanithans-ask-conceptual-integrity-sentinel
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: security
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
- Runs as
- Python package
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/ask-conceptual-integrity-sentinel
What's inside
- Skill name
ask-conceptual-integrity-sentinel- Description
- Audit repos for architectural drift, dead code, and abstraction bloat.
- License
- MIT
- Instructions
- 41 lines in SKILL.md · view on GitHub
Before installing
- Ships executable scripts
Files (6)
- README.md
- SKILL.md
- bloat_scanner.js · scripts/
- validate.py · scripts/
- skill.yaml
- case1_placeholder.md · tests/
SKILL.md (first lines)
<critical_constraints> ❌ NO hallucinating purpose of ambiguous code → flag as "High Entropy" ❌ NO suggesting more abstraction → suggest removal/simplification ❌ NO guessing untraceable calls → mark "Untraceable - Refactor Required" ✅ MUST surface assumptions explicitly ✅ MUST generate SENTINEL_REPORT.md ✅ MUST provide "Burn List" (top 3 files too clever) </critical_constraints> <failure_modes> - Assumption Drift: verify imports, don't assume from package.json - Confusion Management: 500-line utils.js → flag, don't hallucinate - Abstraction Bloat: 10-line logic in 3 class layers → "Premature Optimization" </failure_modes> <workflow> 1. Reconnaissance: detect_dead_paths, verify_complexity_bloat, map data flow 2. Interrogation: apply Simplicity Filter to every suggestion 3. Report: generate SENTINEL_REPORT.md </workflow> <simplicity_filter> ❌ Bad: "Refactor into Strategy Pattern" (adds weight) ✅ Good: "Delete Factory, use direct function call" (removes weight) </simplicity_filter> <output_format> ## SENTINEL_REPORT.md - **Slop Index**: % of dead/redundant code - **Critical Assumptions**: what I assumed (risks if wrong) - **Burn List**: top 3 "too clever" files - **Architecture Gaps**: missing tests, circular deps, no error boundaries </output_format> <heuristics> - Low complexity/LOC ratio + large file → boilerplate/slop - High complexity/LOC ratio + small file → code golf/unreadable - Prop drilling >5 layers → architecture smell </heuristics>
From NavanithanS/Agent-Skill-Kit, MIT.
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Signals
- Stars
- 1
- Forks
- 1
- Open issues
- 0
- Last commit (this folder)
- Sep 5, 2026 (1 month ago)
- Last release
- Oct 4, 2026 (27 days ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/NavanithanS/Agent-Skill-Kit
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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Cite this page
ask-conceptual-integrity-sentinel skill. Agent Mart. https://agentmart.dev/skills/navanithans-ask-conceptual-integrity-sentinel (last updated 2026-10-24)