Qforge-chen/Q-forge

The Local AI Auditor for Manufacturing. Built on Goose & MCP. Zero Hallucination Deterministic Logic Gates.

What's novel

The Local AI Auditor for Manufacturing. Built on Goose & MCP. Zero Hallucination Deterministic Logic Gates.

Code Analysis

16 files read · 4 rounds

A set of MCP server skills that implement deterministic keyword-based quality audits (8D reports, RCA evidence chains, supplier metrics) and HTML report rendering for manufacturing workflows, designed to be consumed by AI agents via the Model Context Protocol.

Strengths

The domain knowledge is genuinely substantial — the PM gear fault tree, process map, and detective-style RCA prompt show real manufacturing expertise. The two-track approach (deterministic gate first, then LLM logic audit) is a sensible pattern for keeping AI outputs grounded.

Weaknesses

The 'deterministic' review logic is essentially keyword matching with hardcoded Chinese/English term lists, which is brittle and would miss valid reports using different terminology. Tests are minimal smoke tests that check fixture JSON keys rather than exercising the actual review/analysis logic.

Score Breakdown

Innovation

5 (25%)

Craft

53 (35%)

Traction

8 (15%)

Scope

60 (25%)

Signal breakdown

Innovation

Not Fork+1

Code Novelty+1

Concept Novelty+1

Craft

Ci-1

Tests-1

Polish+2

Releases+0

Has License+5

Code Quality+16

Readme Quality+15

Recent Activity+7

Structure Quality+5

Commit Consistency+0

Has Dependency Mgmt+5

Traction

Forks+0

Stars+6

Hn Points+0

Watchers+0

Early Traction+0

Devto Reactions+0

Community Contribs+2

Scope

Commits+3

Languages+5

Subsystems+5

Bloat Penalty+0

Completeness+7

Contributors+6

Authored Files+12

Readme Code Match+3

Architecture Depth+7

Implementation Depth+8

Evidence

Commits

Contributors

Files

Active weeks

TestsCI/CDREADMELicenseContributing

Repository

Language

Python

Stars

Forks

License

NOASSERTION