PR Babysitter
openinterpreter/openinterpreter
Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.
Focus code review effort on the 20% of code that causes 80% of issues.
$ npx skills add Resgrid/Core --skill 80-20-review -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Resgrid/Core 80-20-review --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Resgrid/Core.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.forge/skills/80-20-review .claude/skills/80-20-review && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "80-20-review" agent skill from https://github.com/Resgrid/Core/tree/master/.forge/skills/80-20-review into .claude/skills/80-20-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "80-20-review", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Resgrid/Core/tree/master/.forge/skills/80-20-reviewType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Resgrid/Core --skill 80-20-review -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Resgrid/Core 80-20-review --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Resgrid/Core.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.forge/skills/80-20-review .agents/skills/80-20-review && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "80-20-review" agent skill from https://github.com/Resgrid/Core/tree/master/.forge/skills/80-20-review into .agents/skills/80-20-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "80-20-review", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Resgrid/Core --skill 80-20-review -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Resgrid/Core 80-20-review --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Resgrid/Core.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.forge/skills/80-20-review .cursor/skills/80-20-review && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "80-20-review" agent skill from https://github.com/Resgrid/Core/tree/master/.forge/skills/80-20-review into .cursor/skills/80-20-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "80-20-review", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Resgrid/Core.git --path .forge/skills/80-20-review--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Resgrid/Core --skill 80-20-review -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Resgrid/Core 80-20-review --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Resgrid/Core.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.forge/skills/80-20-review .gemini/skills/80-20-review && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "80-20-review" agent skill from https://github.com/Resgrid/Core/tree/master/.forge/skills/80-20-review into .gemini/skills/80-20-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "80-20-review", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Resgrid/Core 80-20-reviewInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Resgrid/Core --skill 80-20-review -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Resgrid/Core.git skills-src && mkdir -p .github/skills && cp -r skills-src/.forge/skills/80-20-review .github/skills/80-20-review && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "80-20-review" agent skill from https://github.com/Resgrid/Core/tree/master/.forge/skills/80-20-review into .github/skills/80-20-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "80-20-review", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Resgrid/Core --skill 80-20-review -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Resgrid/Core 80-20-review --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Resgrid/Core.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.forge/skills/80-20-review .opencode/skills/80-20-review && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "80-20-review" agent skill from https://github.com/Resgrid/Core/tree/master/.forge/skills/80-20-review into .opencode/skills/80-20-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "80-20-review", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
80-20-reviewFocus code review effort on the 20% of code that causes 80% of issues.
80 20 Review is an agent skill from Resgrid/Core. Focus code review effort on the 20% of code that causes 80% of issues. Prioritizes data access, security, concurrency, and integration boundaries over formatting and style. Uses blast radius scoring to determine review depth. Includes checkpoint schedules, critical path identification, and a batch review checklist. Load this skill when reviewing code, PRs, or architecture, or when the user mentions "review", "code review", "PR review", "what should I review", "review priorities", "blast radius", or "critical path".
Its SKILL.md is about 2.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Development, covering Code review and Pull requests. The repository describes itself as: The Open Source Computer Aided Dispatch (CAD), Personnel, Shift Management, Automatic Vehicle Location (AVL) and Emergency Management Platform that powers Resgrid.com. The licence is Apache-2.0.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit cdfc7ec. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
80 20 Review loads about 2.8k tokens when it runs. Until then it costs about 133 tokens; SKILL.md has 344 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from Resgrid/Core at commit cdfc7ec, republished under its Apache-2.0 licence (© Resgrid). 344 words, ~2,786 tokens.
.claude/skills/80-20-review/SKILL.md (or your agent's skills folder).Review at checkpoints, not continuously — Constant review interrupts flow. Schedule reviews at natural breakpoints: post-implementation, pre-PR, post-integration, and post-deploy. Each checkpoint has a different focus.
Focus on data access, security, concurrency, integration — These are the 20% of code areas that cause 80% of production incidents. A missing CancellationToken is more dangerous than a misnamed variable. Review depth should match risk.
Blast radius determines depth — A utility function used in one place gets a glance. A middleware change that affects every request gets a thorough review. Score changes by blast radius and invest review time proportionally.
Automate the trivial — Formatting, import ordering, naming conventions, and basic anti-patterns should be caught by tools (formatters, analyzers, hooks), not humans. Save human attention for things tools can't catch: logic errors, design flaws, and missing edge cases.
Review at these natural breakpoints, each with a specific focus:
CHECKPOINT 1: Post-Implementation (self-review)
WHEN: After completing a feature or fix, before committing
FOCUS: Does it work? Does it compile? Do tests pass?
DEPTH: Quick — 5 minutes
CHECKLIST:
□ dotnet build passes
□ dotnet test passes (all existing + new tests)
□ get_diagnostics shows no new warnings
□ No obvious anti-patterns (DateTime.Now, new HttpClient, async void)
CHECKPOINT 2: Pre-PR (focused review)
WHEN: Before creating a pull request
FOCUS: Would a staff engineer approve this?
DEPTH: Thorough on critical paths, glance at routine code — 15-30 minutes
CHECKLIST:
□ Data access: N+1 queries, missing Include, no tracking where possible
□ Security: Auth checks, input validation, no secrets in code
□ Concurrency: CancellationToken propagated, no deadlocks, thread-safe state
□ Error handling: Result pattern used, no swallowed exceptions
□ API surface: TypedResults, proper status codes, response DTOs (not entities)
□ Integration: Events published correctly, consumer idempotency
□ Tests: Integration tests cover the happy path + main error case
□ Breaking changes: Public API surface unchanged (or intentionally changed)
CHECKPOINT 3: Post-Integration (system review)
WHEN: After merging to main or integrating with other modules
FOCUS: Does it play well with the rest of the system?
DEPTH: Targeted — check integration points — 10 minutes
CHECKLIST:
□ Cross-module events consumed correctly
□ Database migrations applied cleanly
□ No circular dependencies introduced
□ CI pipeline passes
CHECKPOINT 4: Post-Deploy (production readiness)
WHEN: Before or immediately after deploying
FOCUS: Is it safe in production?
DEPTH: Quick but critical — 5 minutes
CHECKLIST:
□ Health checks pass
□ Logs produce structured output (no PII)
□ Retry/circuit breaker policies configured for external calls
□ Feature flags in place for risky changes (if applicable)Use MCP tools to identify the code that matters most:
HIGH-RISK CODE (review thoroughly):
1. Data access layer
→ find_references for DbContext usage
→ Check for N+1 (missing Include/AsSplitQuery), missing CancellationToken
→ Check for raw SQL injection risks
2. Authentication & authorization
→ find_implementations of IAuthorizationHandler
→ Check every endpoint has [Authorize] or explicit [AllowAnonymous]
→ Verify token validation configuration
3. External service integration
→ find_references for HttpClient, IHttpClientFactory
→ Check for retry policies (Polly), timeout configuration
→ Verify error handling for external failures
4. Concurrency & shared state
→ find_references for static fields, ConcurrentDictionary
→ Check BackgroundService implementations for scope management
→ Verify CancellationToken propagation in async chains
5. Message consumers
→ find_implementations of IConsumer
→ Check for idempotency (handle duplicate messages)
→ Verify error handling and dead letter configuration
LOW-RISK CODE (glance or skip):
- DTOs and record definitions
- Extension method registration (AddXxx pattern)
- Configuration binding (Options pattern)
- Simple CRUD with no business logic
- Test helper/fixture codeScore each change to determine review investment:
CRITICAL (30+ min review):
- Middleware changes (affects every request)
- Authentication/authorization changes
- Database schema changes (migrations)
- Shared kernel / cross-cutting concern changes
- CI/CD pipeline changes
Signal: Many dependents, hard to roll back, security implications
HIGH (15-30 min review):
- New module or subsystem
- Public API surface changes
- Message consumer changes (affects async workflows)
- EF Core configuration changes (query behavior, indexes)
Signal: Multiple consumers, behavioral changes, data integrity
MEDIUM (5-15 min review):
- New feature within existing module (follows patterns)
- Test additions or modifications
- New endpoint following established conventions
Signal: Localized impact, follows existing patterns
LOW (glance or auto-approve):
- Documentation updates
- Formatting / import ordering
- Adding logging statements
- Renaming internal variables
Signal: No behavioral change, cosmetic onlyThe 10 highest-value checks for any .NET code review:
THE TOP 10 (in priority order):
1. SQL INJECTION — Any raw SQL or string-interpolated queries?
→ EF parameterizes by default, but check for FromSqlRaw with user input
2. AUTH GAPS — Every endpoint has explicit auth? No open endpoints by accident?
→ Check for missing [Authorize] on new controllers/endpoint groups
3. N+1 QUERIES — Loading collections without Include/join?
→ Check any LINQ that accesses navigation properties after the query
4. CANCELLATION PROPAGATION — CancellationToken passed through the full chain?
→ From endpoint → handler → service → EF query. Breaking the chain = uninterruptible
5. SECRET EXPOSURE — Any connection strings, API keys, or tokens in code?
→ Check for hardcoded strings that look like credentials
6. EXCEPTION SWALLOWING — Catch blocks that silently discard errors?
→ Empty catch, catch with only a log, catch(Exception) without rethrow
7. ASYNC DEADLOCKS — .Result, .Wait(), .GetAwaiter().GetResult()?
→ Any synchronous blocking on async code = potential deadlock
8. ENTITY LEAKS — Domain entities returned directly from API endpoints?
→ Entities should map to response DTOs/records at the API boundary
9. MISSING VALIDATION — User input reaching business logic unchecked?
→ Every command/request DTO should have a corresponding validator
10. RESOURCE LEAKS — Disposable objects not in using/await using blocks?
→ HttpClient, DbContext, FileStream, etc. created without disposalLeverage Roslyn MCP tools for efficient, targeted review:
REVIEW WORKFLOW WITH MCP:
1. get_project_graph → Understand what changed in the solution structure
2. get_diagnostics → Catch compiler warnings (CS warnings often signal real issues)
3. detect_antipatterns → Automated anti-pattern scan
4. find_dead_code → Check if the change left any dead code behind
5. detect_circular_dependencies → Verify no new cycles introduced
6. get_test_coverage_map → Verify changed code has test coverage
This MCP-first approach reviews the system-level impact in ~300 tokens
before you even read a single file.// BAD — spending 20 minutes reviewing a rename
PR: Rename `OrderSvc` → `OrderService` across 8 files
Reviewer spends 20 minutes verifying each rename is correct.
*This is what Find & Replace + tests are for*
// GOOD — trust the tooling for mechanical changes
PR: Rename `OrderSvc` → `OrderService` across 8 files
Reviewer: "Tests pass? Build passes? Auto-approve."
*Spend that 20 minutes reviewing the authentication change instead*// BAD — one-line change to auth middleware, no review
"It's just adding a header, no need to review"
*That header now leaks internal server info to every response*
// GOOD — blast radius determines review, not line count
One-line change to middleware → CRITICAL blast radius → thorough review
"This adds a header to every HTTP response. Is it safe? Does it leak info?
Does it affect caching? Does it break CORS?"// BAD — reviewer focuses on naming while missing the N+1
"Line 15: rename 'x' to 'order' for clarity"
"Line 23: add a blank line between methods"
*Meanwhile, line 28 has an N+1 query that will hammer the database*
// GOOD — substance first, style if time permits
"Line 28: This will produce an N+1 — add .Include(o => o.Items)"
"Line 42: Missing CancellationToken in the EF query"
*Only after critical issues are addressed: "Line 15: consider renaming 'x'"*// BAD — manually checking formatting in every PR
Reviewer spends 5 minutes checking import ordering, bracket placement,
and whitespace consistency.
*Formatters and analyzers do this in milliseconds*
// GOOD — automate the trivial, review the meaningful
Pre-commit hook: dotnet format --verify-no-changes
CI step: dotnet format --verify-no-changes (catches anything the hook missed)
Reviewer: focuses on logic, security, performance, and design| Scenario | Review Depth | Focus Area |
|---|---|---|
| New endpoint following existing pattern | Medium (5-15 min) | Auth, validation, response mapping |
| Authentication/authorization change | Critical (30+ min) | Every code path, edge cases, token handling |
| Database migration | Critical (30+ min) | Data loss risk, rollback strategy, index impact |
| New module or subsystem | High (15-30 min) | Architecture, boundaries, integration points |
| Bug fix with clear root cause | Medium (5-15 min) | Root cause correctness, regression test |
| Rename/formatting/docs PR | Low (glance) | Tests pass, build passes, auto-approve |
| EF Core query changes | High (15-30 min) | N+1, tracking, cancellation, SQL generated |
| Middleware or filter changes | Critical (30+ min) | Blast radius — affects every request |
| Test additions | Low-Medium | Test quality, are they testing behavior not implementation |
| CI/CD pipeline changes | High (15-30 min) | Security (secrets), deployment safety, rollback |
© Resgrid, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .forge/skills/80-20-review of Resgrid/Core.
Open the folder on GitHubat commit cdfc7ec
80 20 Review next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| 80 20 Review this skillResgrid/Core | 229 | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | |
| PR Babysitteropeninterpreter/openinterpreter | 69k | 3 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| WooCommerce Code Reviewwoocommerce/woocommerce | 11k | 3 repos | ~1.1k | Automated safety check: Pass | Custom licence | |
| Open Code Review CLIalibaba/open-code-review | 46k | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| GitHub Review Iterationprisma/orm | 48k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | |
| Understand Diff AnalysisEgonex-AI/Understand-Anything | 86k | — | ~1.4k | Automated safety check: Pass | MIT |
openinterpreter/openinterpreter
Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.
woocommerce/woocommerce
Reviews WooCommerce code changes against the project's standards, flagging backend PHP architecture, naming, documentation, data integrity and testing violations.
alibaba/open-code-review
Runs the ocr command-line tool to review Git changes, a commit or a branch comparison with an AI model, returning line-level comments and optionally applying fixes.
prisma/orm
Runs a loop on a GitHub pull request: fetch review state, triage comments into actions, implement them and resolve threads, repeating until nothing actionable is left.
Egonex-AI/Understand-Anything
Reads your git changes or a pull request against a prebuilt knowledge graph of the project to explain what changed, which components are affected and what is risky.
flutter/flutter
Performs a comprehensive, multi-step code review of pull requests or local code changes, using iterative refinement (generation, critique, synthesis) to ensure high-quality, actionable feedback.
Resgrid/Core
Autonomous iteration loops for .NET development: build-fix, test-fix, refactor, and scaffold loops.
Resgrid/Core
Auto-document insights and discoveries during development sessions.
Resgrid/Core
Observability for .NET 10 applications. An agent skill from Resgrid/Core.
Resgrid/Core
Strategic Codex model selection for .NET development workflows.
Resgrid/Core
Strategic Claude model selection for .NET development workflows.
Resgrid/Core
End-to-end session lifecycle management for .NET projects. An agent skill from Resgrid/Core.
Categories
Focus code review effort on the 20% of code that causes 80% of issues. 80 20 Review is an agent skill from Resgrid/Core. Focus code review effort on the 20% of code that causes 80% of issues.
80 20 Review fits situations like: mentions review; what should I review; review priorities.
Run `npx skills add Resgrid/Core --skill 80-20-review -a claude-code`. Or copy the skill folder (.forge/skills/80-20-review in Resgrid/Core) into .claude/skills/80-20-review in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Resgrid/Core --skill 80-20-review -a codex`. Or copy the skill folder (.forge/skills/80-20-review in Resgrid/Core) into .agents/skills/80-20-review in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Resgrid/Core --skill 80-20-review -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/80-20-review, .gemini/skills/80-20-review, .github/skills/80-20-review and .opencode/skills/80-20-review in your project.
SKILL.md names no scripts, command-line tools or credentials: 80 20 Review is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
80 20 Review is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.8k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with 80 20 Review: PR Babysitter (openinterpreter/openinterpreter, 69k stars), WooCommerce Code Review (woocommerce/woocommerce, 11k stars), Open Code Review CLI (alibaba/open-code-review, 46k stars) and GitHub Review Iteration (prisma/orm, 48k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Resgrid (a GitHub organization) maintains it in Resgrid/Core, which has 229 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on October 10, 2026.
Source: Resgrid/Core on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.