qvc-overseer 0.9.0

QVC - AI Agent code quality external overseer. Review only, never modify.

QVC — AI Agent Code Quality External Overseer

Review only. Never modify. Your AI writes code. QVC watches.

中文文档 | English Guide | Business Pitch | vs AI Self-Review

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30 Second Demo

ash pip install qvc-overseer cd your-project qvc scan . # Scan -> Report qvc fix # Generate AI fix instructions -> Give to your Agent

What QVC does NOT do: Modify code, generate patches, replace your AI Agent. What QVC DOES: Tell your AI Agent "you missed this."

Why QVC?

AI Agents have structural blind spots when self-reviewing code:

Blindspot	Why AI Can't See It	How QVC Sees It
Cross-file amnesia	Reviews file A, forgot file B	Full-project scan with reference graph
Memory residue	Generation logic contaminates review	No generation memory, sees final code only
Boundary blindness	Checks happy path, skips edges	Rules target edge cases specifically

Real data: ai-corp V7.1 — AI self-review found 0 bugs. QVC found 4. Miss rate = 100%.

Quick Start

ash pip install qvc-overseer cd your-project qvc scan .

`ash qvc fix # Generate fix-instructions.md

Copy -> Paste to AI Agent -> Enter

`

Features

• Full-project scanning — Python / JavaScript / TypeScript / React / Go
• Three-layer confidence engine — Deterministic / Pattern / Heuristic
• Blindspot classification — Why your AI missed each bug
• AI miss rate quantification — What percentage did your AI miss?
• AI-consumable fix instructions — qvc fix generates prompts for your Agent
• Task pool — Scan → Dispatch → Verify closed loop
• Self-evolution — Learns new bug patterns from every scan
• Community gene pool — Shared fingerprint database
• VS Code extension — Right-click scan
• GitHub Actions — Auto-scan on push/PR

All Commands

Command	Description
qvc scan .	Full project scan
qvc diff	Scan changed files only
qvc fix	Generate AI fix instructions
qvc tasks	View task pool
qvc watch	Auto-scan daemon
qvc setup	Initialize QVC in project
qvc contribute	Share fingerprints
qvc update	Sync community pool
qvc guide	Open user guide
qvc list-rules	List all detection rules

Comparison

	QVC	ESLint/Pylint	SonarQube	CodeQL
Positioning	AI external overseer	Code style	Quality platform	Security
Cross-file consistency	Yes	No	Partial	No
AI miss rate	Yes (quantified)	No	No	No
AI fix instructions	Yes	No	No	No
Self-evolution	Yes	No	No	No
Install	pip install	npm/pip	Docker	Complex

Documentation

Document	Language
User Guide	中文 | English
Business Pitch	English
vs AI Self-Review	English
Project Report	中文 | English
Execution Guide	中文 | English
Retrospective	English

Contributing

See CONTRIBUTING.md. PRs welcome for new rules, fingerprints, and translations.

License

MIT — Free, open source, forever.