Engineering
Code review assistant
@aipm-starters/code-review
Review pull requests for correctness, regressions, security risk, missing tests, and unclear ownership.
cursorclaudecodex
Every team reviews code, and agent output is much better when review criteria are reusable.
Engineering
Test writer
@aipm-starters/test-writer
Generate focused unit, integration, and regression tests from changed files, bug reports, or existing behavior.
cursorclaudecodex
Testing is one of the highest-repeat development workflows for AI coding agents.
Support
Bug triage and issue summariser
@aipm-starters/issue-triage
Turn Sentry issues, support tickets, logs, and user reports into impact, likely cause, and next action.
claudecodex
It saves time before an engineer opens the codebase and gives teams consistent handoff notes.
Engineering
Refactor planner
@aipm-starters/refactor-planner
Ask the assistant to map dependencies, identify safe increments, and produce a verification plan before edits.
cursorclaudecodex
Large refactors need planning discipline so AI agents do not make broad, risky changes.
Knowledge
Repository onboarding
@aipm-starters/repo-onboarding
Explain architecture, folders, local setup, test commands, release flow, and common development traps.
cursorclaudecodex
New contributors and AI agents both need durable project context.
Engineering
API integration helper
@aipm-starters/api-integration
Guide API client changes, schema validation, retries, auth handling, error states, and integration tests.
cursorclaudecodex
API work is frequent, repetitive, and easy to get wrong without local conventions.
Frontend
Frontend UX reviewer
@aipm-starters/frontend-ux-review
Check responsive layouts, accessibility, spacing, text overflow, empty states, and production UI polish.
cursorcodex
AI-built UI often needs a reusable product-quality checklist before shipping.
Frontend
Accessibility checker
@aipm-starters/accessibility-checker
Review semantic markup, labels, keyboard flow, color contrast, headings, focus states, and screen-reader hints.
cursorcodex
Accessibility rules are concrete enough to package and reuse across projects.
Security
Security audit
@aipm-starters/security-audit
Look for leaked secrets, unsafe auth paths, exposed admin routes, injection risks, and risky dependency usage.
cursorclaudecodex
Public repos and AI-generated code both need explicit safety checks before release.
Product
Release notes writer
@aipm-starters/release-notes
Summarize commits, PRs, fixed bugs, upgrade notes, known issues, and user-facing changes.
claudecodex
Teams repeat this every release, and the output format can be standardized.
Growth
SEO content reviewer
@aipm-starters/seo-review
Review page titles, descriptions, headings, structured data, canonical URLs, internal links, and search intent.
cursorcodex
AI products need clear public docs and discoverability from day one.
Knowledge
Documentation maintainer
@aipm-starters/docs-maintainer
Keep READMEs, changelogs, runbooks, examples, and onboarding docs aligned with code changes.
cursorclaudecodex
Documentation drift is constant, and skills make the expected style repeatable.
Tools
MCP server setup
@aipm-starters/mcp-setup
Install and document Model Context Protocol servers, prompts, resources, tool permissions, and verification steps.
claudecodex
MCP is becoming the common way to connect AI assistants to tools and context.
QA
Browser test runner
@aipm-starters/browser-test-runner
Run local web pages, inspect key flows, capture screenshots, and report visual or interaction problems.
codex
Real browser checks catch layout and interaction bugs that code-only review misses.
Data
Database migration reviewer
@aipm-starters/db-migration-review
Review migrations for locks, rollbacks, indexes, nullability, backfills, and production deployment order.
cursorclaudecodex
Database changes are high-risk and benefit from a consistent preflight checklist.
Operations
Spreadsheet analyst
@aipm-starters/spreadsheet-analyst
Analyze CSV/XLSX files, normalize columns, build summaries, create formulas, and prepare chart-ready outputs.
claudecodex
Teams use AI for lightweight analysis long before they build a formal data pipeline.
Operations
Presentation builder
@aipm-starters/presentation-builder
Turn notes, specs, or reports into crisp slide outlines with audience, narrative, and visual QA guidance.
claudecodex
Reusable presentation workflows help agents produce structured decks instead of loose summaries.
Creative
Image prompt designer
@aipm-starters/image-prompt-designer
Create visual prompts, style constraints, asset briefs, and review checklists for generated images.
claudecodex
Design and product teams need repeatable image direction, not one-off prompt guessing.
How we chose this list
The list focuses on repeated workflows that AI coding tools and assistants already support well: reusable project rules, codebase understanding, testing, Git operations, browser checks, documentation, MCP setup, and structured knowledge work.
The goal is to seed AIPM with useful public packages while respecting other projects. Before a starter becomes a live registry package, it should have original content, clear ownership, a license, and target-specific files that install cleanly.
Reference signals
Cursor RulesProject rules are reusable, version-controlled instructions for AI coding workflows.Claude Code common workflowsCommon terminal-agent workflows include understanding code, editing, testing, and Git operations.OpenAI Codex use casesCodex workflows cover production systems, web development, native development, collaboration, and saved skills.Model Context ProtocolMCP servers expose tools, resources, and prompts that AI applications can discover and use.