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Loop Engineering Tools

Loop Engineering Templates

Ready-to-use loop patterns for PR review, CI fixes, methodology skills, quality checkers, SEO refreshes, data cleaning, research, and more — each with validation, boundaries, a stop rule, and copyable prompts.

20 of 20 templates
PR ReviewMedium
PR Babysitter Loop

Monitor a pull request until CI is green and review comments are resolved.

Run:On every PR
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CI FixMedium
CI Failure Fix Loop

Fix failing CI by reading logs, applying minimal changes, and rerunning validation.

Run:On red CI
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Bug FixMedium
Bug Fixing Loop

Reproduce a bug, fix the smallest cause, and verify with a regression test.

Run:On a bug report
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Code ReviewLow
Code Review Loop

Review a code change for correctness, safety, maintainability, and test coverage.

Run:On every PR
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Code ReviewMedium
Maker-Checker Loop

Use one agent to implement and another independent reviewer to check the result.

Run:On every change
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SEOLow
SEO Content Refresh Loop

Refresh an existing SEO page while preserving search intent, URL, and internal link strategy.

Run:Quarterly or on a traffic drop
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SEOLow
Keyword Monitoring Loop

Monitor seed keywords and surface new opportunities for SEO pages, tools, or templates.

Run:Weekly
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SEOLow
Sitemap Change Loop

Check competitor or reference sitemaps and report new URLs, changed patterns, and possible keyword opportunities.

Run:Weekly
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DataLow
Data Cleaning Loop

Clean messy datasets with repeatable validation and artifact outputs.

Run:On a new dataset
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ResearchLow
Research Summary Loop

Collect sources, summarize findings, and produce a structured research brief with source notes.

Run:On demand
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MaintenanceMedium
Dependency Update Loop

Update dependencies in small, verified batches and stop when the build and tests pass.

Run:Weekly
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MaintenanceLow
Release Notes Loop

Draft a changelog or release notes from merged PRs and commits, grouped and human-reviewed before publishing.

Run:On a release tag
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DocsLow
Documentation Loop

Keep docs in sync with the code: update affected docs when behavior changes, verified against the source.

Run:On a code change
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RefactorMedium
Refactor Loop

Refactor a module in small, test-verified steps without changing its external behavior.

Run:On demand
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MigrationMedium
Migration Loop

Migrate code to a new API, framework, or version until every call site compiles and tests pass.

Run:On demand
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TriageMedium
Email Triage Loop

Triage an inbox into categories and draft replies for human review — never sending without approval.

Run:Daily
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MethodologyLow
Methodology Skill Loop

Turn a proven method into a reusable agent skill with fit rules, steps, examples, and quality checks.

Run:When a repeatable method is added
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QualityMedium
Quality Checker Loop

Use a separate checker to test whether an agent output follows the method, evidence, and safety rules.

Run:On every high-risk loop
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EvaluationMedium
Skill Routing Evaluation Loop

Test whether tasks are matched to the right methodology or agent skill before adding automatic routing.

Run:Before adding routing or many skills
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FeedbackLow
Feedback Improvement Loop

Turn failed runs and user feedback into small template, skill, or checker improvements.

Run:Weekly or after repeated feedback
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