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ask-conceptual-integrity-sentinel

Audit repos for architectural drift, dead code, and abstraction bloat.

Skill by NavanithanS

IndexedMIT★ 1
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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

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About

Audit repos for architectural drift, dead code, and abstraction bloat.

Use cases: security

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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.

More from NavanithanS/Agent-Skill-Kit

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
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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ask-conceptual-integrity-sentinel skill. Agent Mart. https://agentmart.dev/skills/navanithans-ask-conceptual-integrity-sentinel (last updated 2026-10-24)