ARCHITECTURE.md`, `PITFALLS.md` |
**Capabilities:**
- Web search for current ecosystem information
- Context7 MCP integration for library documentation
- Writes research documents directly to disk (reduces orchestrator context load)
---
### gsd-phase-researcher
**Role:** Researches
main research engine
- `skills/last30days/scripts/lib/` — search, enrichment, rendering modules
- `skills/last30days/scripts/lib/vendor/bird-search/` — vendored X search client
- `docs/solutions/` — documented solutions to past problems (bugs, best practices, workflow patterns), organized by category with YAML frontmatter
correct option across positions.
### Claude certification contract
Certification lessons under `certifications/claude/lessons/` follow the same
documentation, quiz, diagram, dependency, and one-commit-per-lesson rules as
phase lessons. Every certification lesson
Write unit tests for new functionality focusing on behaivor and not
implementation.
4. Document public APIs and complex logic.
5. Suggest changes to the `docs/` folder when appropriate
6. Follow
FLUX Best Practices
**Version 1.0.0**
Black Forest Labs
January 2026
> **Note:**
> This document is for AI agents and LLMs to follow when working with
> FLUX image generation prompting and workflows
React Best Practices
**Version 1.0.0**
Vercel Engineering
January 2026
> **Note:**
> This document is mainly for agents and LLMs to follow when maintaining,
> generating, or refactoring React and Next.js codebases. Humans
import generated OpenAPI types/client code from `ui/desktop/src/api`
## Code Quality
- Comments: Write self-documenting code - prefer clear names over comments
- Comments: Never add comments that restate what code does
- Comments: Only
Documentation Style Guide
## Brand Guidelines
**IMPORTANT**: The product name "goose" should ALWAYS be written in lowercase "g" in all documentation, blog posts, and any content within this documentation directory.
- ✅ Correct
point:** Use [`analyze()`](analysis-api/src/org/jetbrains/kotlin/analysis/api/analyze.kt) to start an analysis session. See [Analysis API documentation](https://kotl.in/analysis-api) for a usage guide.
## Architecture
- **Platform** — Provides declarations, project structure, and modification
list`, and `claude plugin validate .`.
## Writing style
Use Plain Language in code comments, prompts, documentation, descriptions, validation messages, and progress reports.
- Lead with the main point.
- Use common words
React Best Practices
**Version 1.0.0**
Vercel Engineering
January 2026
> **Note:**
> This document is mainly for agents and LLMs to follow when maintaining,
> generating, or refactoring React and Next.js codebases. Humans
review discussion.
During code review, check the proposed changes against all applicable code, test,
documentation, and architectural conventions in this `AGENTS.md`. Report
meaningful violations introduced by the changes
after locating or installing the repository. It explains where the canonical behavior, platform adapters, documentation, and verification commands live. It does not replace the skill rules in `skills/i-have-adhd/SKILL.md`.
## Start here
protocol limits, usage sources, defaults, estimation, and settlement details in code comments or technical documentation. Descriptions must be short, equivalent across languages, and free of numeric prices and trailing punctuation
common case.
Database contracts belong to `packages/data-schemas`. Keep Mongoose types (`FilterQuery`,
`Types.ObjectId`, `Document`) out of exported signatures in `packages/api`, `packages/data-provider`
and `client`, because they make the storage engine part
security`** skills.
## Development Services
Local dependencies are managed by `devservices` (config: `devservices/config.yml`).
📖 Full devservices documentation: https://develop.sentry.dev/development-infrastructure/devservices.md
## AI Assistant Quick Decision Trees
### "User wants to add an API endpoint
React Composition Patterns
**Version 1.0.0**
Engineering
January 2026
> **Note:**
> This document is mainly for agents and LLMs to follow when maintaining,
> generating, or refactoring React codebases using composition. Humans