Vercel Composition Patterns
supabase/supabase
React composition patterns that scale. An agent skill from supabase/supabase.
Creates new Source of Truth (SoT) files when existing templates don't fit your needs.
$ npx skills add mattgierhart/PRD-driven-context-engineering --skill ghm-sot-builder -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mattgierhart/PRD-driven-context-engineering ghm-sot-builder --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/mattgierhart/PRD-driven-context-engineering.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/ghm-sot-builder .claude/skills/ghm-sot-builder && 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 "ghm-sot-builder" agent skill from https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/ghm-sot-builder into .claude/skills/ghm-sot-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ghm-sot-builder", 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/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/ghm-sot-builderType 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 mattgierhart/PRD-driven-context-engineering --skill ghm-sot-builder -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mattgierhart/PRD-driven-context-engineering ghm-sot-builder --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mattgierhart/PRD-driven-context-engineering.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/ghm-sot-builder .agents/skills/ghm-sot-builder && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ghm-sot-builder" agent skill from https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/ghm-sot-builder into .agents/skills/ghm-sot-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ghm-sot-builder", 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 mattgierhart/PRD-driven-context-engineering --skill ghm-sot-builder -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mattgierhart/PRD-driven-context-engineering ghm-sot-builder --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mattgierhart/PRD-driven-context-engineering.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/ghm-sot-builder .cursor/skills/ghm-sot-builder && 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 "ghm-sot-builder" agent skill from https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/ghm-sot-builder into .cursor/skills/ghm-sot-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ghm-sot-builder", 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/mattgierhart/PRD-driven-context-engineering.git --path .claude/skills/ghm-sot-builder--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 mattgierhart/PRD-driven-context-engineering --skill ghm-sot-builder -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mattgierhart/PRD-driven-context-engineering ghm-sot-builder --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mattgierhart/PRD-driven-context-engineering.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/ghm-sot-builder .gemini/skills/ghm-sot-builder && 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 "ghm-sot-builder" agent skill from https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/ghm-sot-builder into .gemini/skills/ghm-sot-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ghm-sot-builder", 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 mattgierhart/PRD-driven-context-engineering ghm-sot-builderInstalls 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 mattgierhart/PRD-driven-context-engineering --skill ghm-sot-builder -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/mattgierhart/PRD-driven-context-engineering.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/ghm-sot-builder .github/skills/ghm-sot-builder && 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 "ghm-sot-builder" agent skill from https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/ghm-sot-builder into .github/skills/ghm-sot-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ghm-sot-builder", 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 mattgierhart/PRD-driven-context-engineering --skill ghm-sot-builder -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install mattgierhart/PRD-driven-context-engineering ghm-sot-builder --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mattgierhart/PRD-driven-context-engineering.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/ghm-sot-builder .opencode/skills/ghm-sot-builder && 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 "ghm-sot-builder" agent skill from https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/ghm-sot-builder into .opencode/skills/ghm-sot-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ghm-sot-builder", 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.
ghm-sot-builderCreates new Source of Truth (SoT) files when existing templates don't fit your needs.
Ghm Sot Builder is an agent skill from mattgierhart/PRD-driven-context-engineering. Creates new Source of Truth (SoT) files when existing templates don't fit your needs. Triggers on requests to create a new SoT file, add a new artifact type, or when user says "I need to track [X] but there's no SoT for it", "create SoT", "new source of truth". Outputs a properly structured SoT..md file with ID prefix, frontmatter, and update protocol.
Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files and assets (for example `assets/sot-template.md`, `references/examples.md` and `references/sot-patterns.md`).
It sits in Development. The repository describes itself as: PRD-Led Context Engineering — Memory as Infrastructure. An ontology layer for product teams building products that solve real problems — with AI agents that remember. Gated PRD… The licence is MIT.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 30ed1b0. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadWriteEditGlobGrepFrom allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
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.
Ghm Sot Builder loads about 2k tokens when it runs, and up to ~5.8k if it reads all its reference files. Until then it costs about 93 tokens; SKILL.md has 883 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 mattgierhart/PRD-driven-context-engineering at commit 30ed1b0, republished under its MIT licence (© mattgierhart). 883 words, ~2,035 tokens.
.claude/skills/ghm-sot-builder/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.Create new Source of Truth files that fit your product's unique needs while maintaining template purity.
This skill is for rare occasions (3-4 times per product lifecycle) when:
Do NOT use when:
temp/ instead)ghm-id-registerSee assets/sot-template.md for the copy-paste starter template.
| Element | Definition | Required |
|---|---|---|
| YAML Frontmatter | version, purpose, id_prefix, authority | Yes |
| Purpose Block | Single paragraph explaining what this tracks | Yes |
| Navigation Section | Category links for quick access | Yes |
| Entry Template | Repeatable structure for each ID | Yes |
| Cross-Reference Index | Bidirectional links to other SoT files | Yes |
| Update Protocol | When/how to add new entries | Yes |
Before creating a new SoT, verify:
What artifact type does this track?
Why can't existing SoT files handle this?
What ID prefix will you use?
SoT/SoT.UNIQUE_ID_SYSTEM.md for existing prefixesDefine the structure before writing:
Format: [PREFIX]-[XXX]
Examples: PIC-001, INT-042, MIG-003Rules:
SoT/SoT.UNIQUE_ID_SYSTEM.mdReserve ID ranges for logical groupings:
**Category A** (XXX-001 to XXX-099):
**Category B** (XXX-101 to XXX-199):
**Category C** (XXX-201 to XXX-299):Define the minimum fields every entry needs:
| Field | Purpose | Example |
|---|---|---|
| ID | Unique identifier | PIC-001 |
| Title | Human-readable name | "Stripe Payment Integration" |
| Status | Current state | Active / Deprecated / Planned |
| Created | Origin date | 2025-01-10 |
| Last Updated | Last modification | 2025-01-15 |
| Related IDs | Cross-references | BR-101, API-045 |
Add domain-specific fields as needed, but keep them structural (not methodology):
Use assets/sot-template.md as your starting point.
KEEP in the template (self-documentation):
MOVE to skill references (methodology teaching):
For each section, ask:
"Is this teaching me how to maintain the FILE STRUCTURE, or teaching me DOMAIN KNOWLEDGE about what makes good content?"
Before finalizing, run this checklist:
After creating the SoT file:
Add entry to the structure table:
| `SoT.{YOUR_FILE}.md` | {PREFIX}-### | {Purpose description} |Add new prefix to Section 1.2 Standard Prefixes:
| **{PREFIX}** | {Meaning} | `SoT.{YOUR_FILE}.md` |Add empty index table in Part 2 of SoT.UNIQUE_ID_SYSTEM.md:
#### {Your Type} ({PREFIX}-XXX)
| ID | Title | Status | Used By |
|----|-------|--------|---------|
| {PREFIX}-001 | {Title} | Active | {IDs} || Pattern | Example | Fix |
|---|---|---|
| Methodology in template | "Best practices for partner selection" | Move to skill references |
| Duplicate prefix | Using BR- for a new file | Choose unique prefix |
| Too generic | "Notes.md" | Be specific: "Partner_Integrations.md" |
| No update protocol | Template with no maintenance section | Add "Update Protocol" section |
| Orphan SoT | Not registered in SoT.README.md | Always register new files |
references/sot-patterns.md — Common patterns across existing SoT filesreferences/examples.md — Before/after examples of SoT creationassets/sot-template.md — Copy-paste starter templateAfter creating a new SoT:
SoT/SoT.{NAME}.mdghm-id-register for adding entries© mattgierhart, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 3 other files (references, assets) in .claude/skills/ghm-sot-builder of mattgierhart/PRD-driven-context-engineering.
Open the folder on GitHubat commit 30ed1b0
Ghm Sot Builder 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 |
|---|---|---|---|---|---|---|
| Ghm Sot Builder this skillmattgierhart/PRD-driven-context-engineering | 180 | — | ~2k | Automated safety check: Pass | MIT | |
| Vercel Composition Patternssupabase/supabase | 111k | 58 repos | ~726 | Automated safety check: Pass | MIT | |
| Finishing a Development Branchobra/superpowers | 297k | 5 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Typescript Advanced Typesrolling-scopes/rsschool-app | 10k | 25 repos | ~4.2k | Automated safety check: Pass | MPL-2.0 | |
| PR Babysitteropeninterpreter/openinterpreter | 69k | 3 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 4 repos | ~1.1k | Automated safety check: Pass | MIT |
supabase/supabase
React composition patterns that scale. An agent skill from supabase/supabase.
obra/superpowers
Walks the last step of a branch: confirm tests pass, detect the git environment, ask how to integrate, carry out your choice and clean up the worktree.
rolling-scopes/rsschool-app
Master TypeScript's advanced type system including generics, conditional types, mapped types, template literals, and utility types for building type-safe applications.
openinterpreter/openinterpreter
Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.
shareAI-lab/learn-claude-code
Reviews code against a five-part checklist covering security, correctness, performance, maintainability and testing, and reports findings in a fixed format.
onyx-dot-app/onyx
Iteratively improves a PR (GitHub), MR (GitLab), or shelved changelist (Perforce) until Greptile gives it a 5/5 confidence score with zero unresolved comments.
mattgierhart/PRD-driven-context-engineering
Validates gate criteria before PRD lifecycle advancement by delegating to the readiness scoring pipeline (scripts/readiness.py).
mattgierhart/PRD-driven-context-engineering
Extracts durable insights from temp/ files to SoT during EPIC Phase E.
mattgierhart/PRD-driven-context-engineering
Validates and registers new SoT IDs with cross-reference integrity.
mattgierhart/PRD-driven-context-engineering
Transform vague product ideas into evidence-anchored problem statements for PRD v0.1 Spark.
mattgierhart/PRD-driven-context-engineering
Transform validated pain points into articulated user value statements for PRD v0.1 Spark.
mattgierhart/PRD-driven-context-engineering
Map the competitive landscape before positioning your product for PRD v0.2 Market Definition.
Categories
Creates new Source of Truth (SoT) files when existing templates don't fit your needs. Ghm Sot Builder is an agent skill from mattgierhart/PRD-driven-context-engineering. Creates new Source of Truth (SoT) files when existing templates don't fit your needs.
Ghm Sot Builder fits situations like: requests to create a new SoT file; add a new artifact type; user says I need to track [X] but theres no SoT for it; new source of truth.
Run `npx skills add mattgierhart/PRD-driven-context-engineering --skill ghm-sot-builder -a claude-code`. Or copy the skill folder (.claude/skills/ghm-sot-builder in mattgierhart/PRD-driven-context-engineering) into .claude/skills/ghm-sot-builder in your project. Claude Code loads it when a task matches its description.
Run `npx skills add mattgierhart/PRD-driven-context-engineering --skill ghm-sot-builder -a codex`. Or copy the skill folder (.claude/skills/ghm-sot-builder in mattgierhart/PRD-driven-context-engineering) into .agents/skills/ghm-sot-builder 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 mattgierhart/PRD-driven-context-engineering --skill ghm-sot-builder -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ghm-sot-builder, .gemini/skills/ghm-sot-builder, .github/skills/ghm-sot-builder and .opencode/skills/ghm-sot-builder in your project.
SKILL.md names no scripts, command-line tools or credentials: Ghm Sot Builder is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Write, Edit, Glob, Grep.
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.
Ghm Sot Builder is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2k tokens (SKILL.md is roughly 8.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 3.8k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Ghm Sot Builder: Vercel Composition Patterns (supabase/supabase, 111k stars), Finishing a Development Branch (obra/superpowers, 297k stars), Typescript Advanced Types (rolling-scopes/rsschool-app, 10k stars) and PR Babysitter (openinterpreter/openinterpreter, 69k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
mattgierhart (a GitHub user) maintains it in mattgierhart/PRD-driven-context-engineering, which has 180 GitHub stars. The repository holds 45 skills in this directory. The repository was last updated on August 31, 2026.
Source: mattgierhart/PRD-driven-context-engineering on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.