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GitHub - sabir-gbs/the-polyglot-protocol: A senior-engine...
sabirsemerka · 2026-05-24 · via Hacker News - Newest: "AI"

A senior-engineer protocol for polyglot code generation, architecture, testing, security, performance, and agent validation.

This project packages a portable skill for Codex, Claude Code, OpenCode, and other skill-capable coding agents. It helps agents make disciplined coding decisions across languages without inventing APIs, skipping repository discovery, overengineering, or ignoring validation.

What It Includes

  • SKILL.md: skill entrypoint
  • docs/languages/: individualized guidance for 22 languages
  • docs/languages/<language>/readme.md: human-readable quality, completeness, and accuracy decisions for each language
  • docs/language-guidelines.md: language selection and default-script policy
  • docs/workflow/dev-workflow.md: planning, audit, validation, and N/A rules
  • scripts/validate-workspace.py: full local validation
  • adapters/: lightweight guidance and human-readable README files for Codex, Claude Code, and OpenCode

Quick Start

Use the skill folder directly from an agent that supports local skill folders, or copy the relevant adapter into the target agent's expected guidance location.

One-Line Install

Codex:

git clone https://github.com/sabir-gbs/the-polyglot-protocol.git /tmp/the-polyglot-protocol && python /tmp/the-polyglot-protocol/scripts/install-skill.py --agent codex --force

Claude Code:

git clone https://github.com/sabir-gbs/the-polyglot-protocol.git /tmp/the-polyglot-protocol && python /tmp/the-polyglot-protocol/scripts/install-skill.py --agent claude-code --force

OpenCode:

git clone https://github.com/sabir-gbs/the-polyglot-protocol.git /tmp/the-polyglot-protocol && python /tmp/the-polyglot-protocol/scripts/install-skill.py --agent opencode --force

Custom location:

git clone https://github.com/sabir-gbs/the-polyglot-protocol.git /tmp/the-polyglot-protocol && python /tmp/the-polyglot-protocol/scripts/install-skill.py --target ~/path/to/skills/the-polyglot-protocol --force

Validate the project:

python scripts/validate-workspace.py

Expected result:

language guidance validation: PASS
language files: 22
language readmes: 22
operational files: 11
score: 100/100
workspace validation: PASS

Language Coverage

Bash, C, C#, C++, CSS, Dart, Go, HTML, Java, JavaScript, Kotlin, Lua, PHP, Python, R, Ruby, Rust, Shopify Liquid, SQL, Swift, TypeScript, and Zig.

Core Principles

  • Preserve existing repository conventions.
  • Default operational scripts to Python unless the project already has a better native script runner.
  • Use platform-native languages for product surfaces.
  • Prefer the shortest reliable supported path.
  • Verify dependency, runtime, and API claims from local code or official docs.
  • Treat unsupported checks as explicit N/A items with evidence.

Human-Readable Decision Guides

Each language has a dedicated README folder, for example:

  • docs/languages/python/readme.md
  • docs/languages/typescript/readme.md
  • docs/languages/rust/readme.md

These README files summarize the decisions that control codegen quality, completeness, and accuracy. The full enforceable rules remain in the matching top-level language file such as docs/languages/python.md.

Each coding environment adapter also has a README:

  • adapters/codex/readme.md
  • adapters/claude-code/readme.md
  • adapters/opencode/readme.md

Project Status

Current validation score: 100/100.

See docs/languages/score-report.md for the score report and docs/languages/scoring-rubric.md for the rubric.

License

Copyright (C) 2026 Growth by Sabir Inc.

Licensed under the Apache License, Version 2.0 (Apache-2.0). Commercial and non-commercial use are permitted under the license terms.