This file is byte-identical to the first copy the registry indexed, one of 6 indexed copies. Same content hash, so the same checks give both the same grade.
mkl-architect-editor from 00200200/maintainer-skills-lab is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
Two-model pipeline routing high-level design to an Architect model, and mechanical search/replace edits to an Editor model to cut costs by 70%+.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Architect & Editor two-model pipeline
Decouple architectural reasoning from mechanical code editing. Use a frontier reasoning model (the **Architect**) to analyze invariants and formulate a concise change specification (< 400 tokens), then route the execution to a fast, cost-effective model (the **Editor**) to emit exact search-and-replace blocks.
## 1. Pipeline Overview & Roles
```text
[User Request / Bug Report]
│
▼
┌────────────────────────────────────────┐
│ Architect Stage (Claude 3.7 / o3) │
│ - Inspects AST scopes & invariants │
│ - Designs architectural solution │
│ - Emits ArchitectHandoff JSON │ (< 400 tokens)
└──────────────────┬─────────────────────┘
│
▼
┌────────────────────────────────────────┐
│ Editor Stage (Haiku / GPT-4o-mini) │
│ - Receives Target Files + Change Spec │
│ - Emits exact Search/Replace blocks │ (Mechanical Edit)
└──────────────────┬─────────────────────┘
│
▼
[tools/architect_editor.py apply & Syntax Verification]
```
…
The line at the top of this page pins the label git:20261015.8dfd8a5, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
GET https://markdownregistry.com/api/v1/artifacts/art_obqw3qihknbxwqvn
GET https://markdownregistry.com/api/v1/resolve?ref=00200200/maintainer-skills-lab/mkl-architect-editor
GET https://markdownregistry.com/api/v1/blob/9531c7958522d094437c9a545a0ecd942ff9faa32607fcc20cae4dcbef7d4a8f
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
00200200/maintainer-skills-lab · providers/claude/.claude/skills/mkl-bisect-regression/SKILL.md · Pinpoint regressions using automated git bisect test scripts with zero prompt token waste.
00200200/maintainer-skills-lab · providers/claude/.claude/skills/mkl-bump-version/SKILL.md · Evaluate conventional commits since latest tag, determine next SemVer, and surgically update version files.
00200200/maintainer-skills-lab · providers/claude/.claude/skills/mkl-humanize/SKILL.md · Edit stiff or AI-sounding prose into natural writing while preserving meaning, facts, citations, and the author's point…
00200200/maintainer-skills-lab · providers/claude/.claude/skills/mkl-localize-fault/SKILL.md · Isolate suspect files and line ranges before code repair using AST skeletons and stack traces (< 300 tokens). Use…
00200200/maintainer-skills-lab · providers/codex/.agents/skills/mkl-architect-editor/SKILL.md · Two-model pipeline routing high-level design to an Architect model, and mechanical search/replace edits to an Editor…
00200200/maintainer-skills-lab · providers/gemini/.gemini/antigravity/skills/mkl-architect-editor/SKILL.md · Two-model pipeline routing high-level design to an Architect model, and mechanical search/replace edits to an Editor…
00200200/maintainer-skills-lab · providers/cursor/.cursor/skills/mkl-architect-editor/SKILL.md · Two-model pipeline routing high-level design to an Architect model, and mechanical search/replace edits to an Editor…
00200200/maintainer-skills-lab · skills/mkl-architect-editor/SKILL.md · Two-model pipeline routing high-level design to an Architect model, and mechanical search/replace edits to an Editor…
00200200/maintainer-skills-lab · providers/opencode/.opencode/skills/mkl-architect-editor/SKILL.md · Two-model pipeline routing high-level design to an Architect model, and mechanical search/replace edits to an Editor…
00200200/maintainer-skills-lab · providers/windsurf/.windsurf/skills/mkl-architect-editor/SKILL.md · Two-model pipeline routing high-level design to an Architect model, and mechanical search/replace edits to an Editor…
