Astropy
zLanqing/codex-claude-academic-skills
Comprehensive Python library for astronomy and astrophysics.
Validates and registers new SoT IDs with cross-reference integrity.
$ npx skills add mattgierhart/PRD-driven-context-engineering --skill ghm-id-register -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mattgierhart/PRD-driven-context-engineering ghm-id-register --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-id-register .claude/skills/ghm-id-register && 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-id-register" agent skill from https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/ghm-id-register into .claude/skills/ghm-id-register/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ghm-id-register", 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-id-registerType 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-id-register -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mattgierhart/PRD-driven-context-engineering ghm-id-register --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-id-register .agents/skills/ghm-id-register && 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-id-register" agent skill from https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/ghm-id-register into .agents/skills/ghm-id-register/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ghm-id-register", 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-id-register -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mattgierhart/PRD-driven-context-engineering ghm-id-register --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-id-register .cursor/skills/ghm-id-register && 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-id-register" agent skill from https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/ghm-id-register into .cursor/skills/ghm-id-register/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ghm-id-register", 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-id-register--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-id-register -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mattgierhart/PRD-driven-context-engineering ghm-id-register --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-id-register .gemini/skills/ghm-id-register && 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-id-register" agent skill from https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/ghm-id-register into .gemini/skills/ghm-id-register/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ghm-id-register", 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-id-registerInstalls 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-id-register -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-id-register .github/skills/ghm-id-register && 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-id-register" agent skill from https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/ghm-id-register into .github/skills/ghm-id-register/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ghm-id-register", 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-id-register -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-id-register --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-id-register .opencode/skills/ghm-id-register && 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-id-register" agent skill from https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/ghm-id-register into .opencode/skills/ghm-id-register/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ghm-id-register", 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-id-registerValidates and registers new SoT IDs with cross-reference integrity.
Ghm Id Register is an agent skill from mattgierhart/PRD-driven-context-engineering. Validates and registers new SoT IDs with cross-reference integrity. Triggers when creating BR-XXX, UJ-XXX, API-XXX, or CFD-XXX entries. Outputs formatted SoT entry with validated cross-references.
Its SKILL.md is about 1.5k 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/id-validation-checklist.md`, `references/cross-reference-patterns.md` and `references/examples.md`).
It sits in Research & Science, covering Physical and earth sciences. 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:
ReadWriteEditGrepFrom 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 Id Register loads about 1.5k tokens when it runs, and up to ~4.9k if it reads all its reference files. Until then it costs about 53 tokens; SKILL.md has 582 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). 582 words, ~1,518 tokens.
.claude/skills/ghm-id-register/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.Validate and register new Source of Truth IDs with cross-reference integrity checks.
[PREFIX]-[3-digit] pattern| Element | Definition | Evidence |
|---|---|---|
| ID | Unique identifier | BR-101, UJ-045, API-012 |
| Title | Short descriptive name | Clear, specific |
| Cross-References | Links to related IDs | All referenced IDs exist |
| Status | Current state | Draft / Active / Deprecated |
| Prefix | Domain | File |
|---|---|---|
BR- | Business Rules | SoT/SoT.BUSINESS_RULES.md |
UJ- | User Journeys | SoT/SoT.USER_JOURNEYS.md |
API- | API Contracts | SoT/SoT.API_CONTRACTS.md |
CFD- | Customer Feedback | SoT/SoT.customer_feedback.md |
Check ID follows the pattern:
[PREFIX]-[XXX]Where:
[A-Z]+-[0-9]{3}For each ID referenced in the new entry:
BR-XXX references exist in BUSINESS_RULESUJ-XXX references exist in USER_JOURNEYSAPI-XXX references exist in API_CONTRACTSCFD-XXX references exist in CUSTOMER_FEEDBACKreferences/cross-reference-patterns.md)Before registering, assign a confidence score (1-5) based on evidence strength:
| Score | Evidence Level | Examples |
|---|---|---|
| 1/5 | Assumption / PM decision | "We think users want X" |
| 2/5 | Secondary research | Competitive analysis, market report |
| 3/5 | Direct feedback | User interviews (3-5 conversations) |
| 4/5 | Validated behavior | Beta testing, small-scale usage |
| 5/5 | Production evidence | Real usage data at scale |
Question to ask: What's the highest evidence supporting this entry right now? What would move it to the next confidence level?
Example confidence annotations:
confidence: 2/5, source: competitive-analysisconfidence: 3/5, source: 5-user-interviews-jan-2026confidence: 4/5, source: beta-cohort-validationSee .claude/skills/PRINCIPLES.md for detailed confidence model by SoT type.
Add formatted entry to SoT file:
### [ID]: [Title]
**Status**: Draft
**Created**: YYYY-MM-DD
**Confidence**: [1-5]/5 (source: [evidence source])
**Next Confidence Target**: [What would move this to next level]
**Cross-References**: [List of related IDs]
[Description]
**Acceptance Criteria**:
- [ ] Criterion 1
- [ ] Criterion 2Example entry with confidence:
### CFD-042: Users want dark mode
**Status**: Active
**Created**: 2026-02-01
**Confidence**: 3/5 (source: 5-user-interviews-jan-2026)
**Next Confidence Target**: 4/5 (would require beta cohort validation)
**Cross-References**: FEA-008 (dark mode feature)
During interviews, 4 of 5 users mentioned desire for dark mode. Competitors (Notion, Linear, Figma) all have it.
**Acceptance Criteria**:
- [ ] Feature FEA-008 delivered to beta cohort
- [ ] Track usage: % of beta users enabling dark mode| Pattern | Example | Fix |
|---|---|---|
| Duplicate ID | Creating BR-101 when it exists | → Check uniqueness first |
| Orphan reference | References UJ-999 that doesn't exist | → Verify all cross-refs |
| Wrong prefix | Using BR- for an API contract | → Match prefix to domain |
| Missing zero-pad | BR-5 instead of BR-005 | → Always use 3 digits |
| Inflated confidence | Assigning 4/5 to a PM assumption | → Be honest about evidence level |
| No confidence source | "confidence: 3/5" with no source | → Always record source (CFD-001, user-interview-jan, etc.) |
| Missing confidence target | Confidence assigned but no forward path | → Ask "what would move this to 4/5?" |
DO:
DON'T:
After ID registration:
© 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-id-register of mattgierhart/PRD-driven-context-engineering.
Open the folder on GitHubat commit 30ed1b0
Ghm Id Register 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 Id Register this skillmattgierhart/PRD-driven-context-engineering | 180 | — | ~1.5k | Automated safety check: Pass | MIT | |
| AstropyzLanqing/codex-claude-academic-skills | 4.7k | 13 repos | ~2.9k | Automated safety check: Pass | BSD-3-Clause | |
| PymatgenzLanqing/codex-claude-academic-skills | 4.7k | 11 repos | ~5k | Automated safety check: Pass | MIT | |
| Cantera Ignition DelayK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~2.2k | Automated safety check: Pass | MIT | |
| Weathertrpc-group/trpc-agent-go | 1.9k | 8 repos | ~591 | Automated safety check: Pass | Apache-2.0 | |
| Pymol VisualizationChatMol/ChatMol | 373 | — | ~1.2k | Automated safety check: Pass | MIT |
zLanqing/codex-claude-academic-skills
Comprehensive Python library for astronomy and astrophysics.
zLanqing/codex-claude-academic-skills
Materials science toolkit. An agent skill from zLanqing/codex-claude-academic-skills.
K-Dense-AI/scientific-agent-skills
Runs Cantera constant-volume or constant-pressure ignition simulations and reports temperature-based ignition delay with mechanism provenance and checks.
trpc-group/trpc-agent-go
Get current weather and forecasts via wttr.in or Open-Meteo.
ChatMol/ChatMol
Generate publication-quality molecular visualization images using PyMOL.
Muuuun/luxas
Write domain-authentic review articles that synthesize rather than stack.
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
Creates new Source of Truth (SoT) files when existing templates don't fit your needs.
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.
Validates and registers new SoT IDs with cross-reference integrity. Ghm Id Register is an agent skill from mattgierhart/PRD-driven-context-engineering. Validates and registers new SoT IDs with cross-reference integrity.
Ghm Id Register fits situations like: creating BR-XXX; CFD-XXX entries.
Run `npx skills add mattgierhart/PRD-driven-context-engineering --skill ghm-id-register -a claude-code`. Or copy the skill folder (.claude/skills/ghm-id-register in mattgierhart/PRD-driven-context-engineering) into .claude/skills/ghm-id-register in your project. Claude Code loads it when a task matches its description.
Run `npx skills add mattgierhart/PRD-driven-context-engineering --skill ghm-id-register -a codex`. Or copy the skill folder (.claude/skills/ghm-id-register in mattgierhart/PRD-driven-context-engineering) into .agents/skills/ghm-id-register 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-id-register -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-id-register, .gemini/skills/ghm-id-register, .github/skills/ghm-id-register and .opencode/skills/ghm-id-register in your project.
SKILL.md names no scripts, command-line tools or credentials: Ghm Id Register is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Write, Edit, 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 Id Register is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.5k tokens (SKILL.md is roughly 6.1k 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 3.4k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Ghm Id Register: Astropy (zLanqing/codex-claude-academic-skills, 4.7k stars), Pymatgen (zLanqing/codex-claude-academic-skills, 4.7k stars), Cantera Ignition Delay (K-Dense-AI/scientific-agent-skills, 48k stars) and Weather (trpc-group/trpc-agent-go, 1.9k 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.