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@agent-quality-controls

Agent Quality Controls

Deterministic quality controls for code and prose written by AI agents.

Agent Quality Controls

Deterministic quality controls for code and prose written by AI agents.

AI agents produce code and writing faster than humans. Speed creates volume; volume creates defects. Agent Quality Controls is a suite of deterministic, LLM-free tools that catch defects at the point of production - before they enter a codebase, a release, or a published draft.

The tools share three principles:

  • Deterministic. No LLM in the loop. Same input, same output, every time.
  • Banned by default. What the tool permits is explicit. Everything else is a finding.
  • Self-validating. Each tool runs its own rules against itself.

Tools

Tool What it checks
guardrail3 Code guardrails for Rust and TypeScript: banned APIs, architectural topology, input validation, centralized I/O, total lint-suppression visibility
fixture3 Fixture-based approval testing CLI for agent-managed codebases
slopless Deterministic Markdown linter for AI and human prose slop - 50+ rules across metrics, orthography, phrases, syntactic patterns, and semantic thinness

Status

Pre-1.0. APIs and rule taxonomies will change. Issues and discussions welcome on each repo.

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  1. slopless slopless Public

    Deterministic textlint rules and CLI for catching prose slop in Markdown

    TypeScript 242 31

  2. guardrail3 guardrail3 Public

    Composable code guardrails for Rust and TypeScript projects

    Rust 78

  3. fixture3 fixture3 Public

    Fixture-based approval testing CLI for agent-managed codebases

    Rust 1

  4. .github .github Public

    Org-level community health files and profile README

  5. landing landing Public

    TypeScript

Repositories

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