Spec Writer
garrytan/gstack
Converts a vague idea into a precise, executable spec in five phases, files it as an issue and can start an agent on it in a fresh worktree.
Cross-validates sanitized output specs against raw source specs to detect lost behavioral detail, dropped constants, missing features, or diluted precision.
$ npx skills add prime-radiant-inc/greenfield --skill fidelity-validation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install prime-radiant-inc/greenfield fidelity-validation --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/prime-radiant-inc/greenfield.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/fidelity-validation .claude/skills/fidelity-validation && 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 "fidelity-validation" agent skill from https://github.com/prime-radiant-inc/greenfield/tree/main/skills/fidelity-validation into .claude/skills/fidelity-validation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fidelity-validation", 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/prime-radiant-inc/greenfield/tree/main/skills/fidelity-validationType 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 prime-radiant-inc/greenfield --skill fidelity-validation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install prime-radiant-inc/greenfield fidelity-validation --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/prime-radiant-inc/greenfield.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/fidelity-validation .agents/skills/fidelity-validation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "fidelity-validation" agent skill from https://github.com/prime-radiant-inc/greenfield/tree/main/skills/fidelity-validation into .agents/skills/fidelity-validation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fidelity-validation", 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 prime-radiant-inc/greenfield --skill fidelity-validation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install prime-radiant-inc/greenfield fidelity-validation --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/prime-radiant-inc/greenfield.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/fidelity-validation .cursor/skills/fidelity-validation && 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 "fidelity-validation" agent skill from https://github.com/prime-radiant-inc/greenfield/tree/main/skills/fidelity-validation into .cursor/skills/fidelity-validation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fidelity-validation", 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/prime-radiant-inc/greenfield.git --path skills/fidelity-validation--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 prime-radiant-inc/greenfield --skill fidelity-validation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install prime-radiant-inc/greenfield fidelity-validation --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/prime-radiant-inc/greenfield.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/fidelity-validation .gemini/skills/fidelity-validation && 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 "fidelity-validation" agent skill from https://github.com/prime-radiant-inc/greenfield/tree/main/skills/fidelity-validation into .gemini/skills/fidelity-validation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fidelity-validation", 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 prime-radiant-inc/greenfield fidelity-validationInstalls 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 prime-radiant-inc/greenfield --skill fidelity-validation -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/prime-radiant-inc/greenfield.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/fidelity-validation .github/skills/fidelity-validation && 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 "fidelity-validation" agent skill from https://github.com/prime-radiant-inc/greenfield/tree/main/skills/fidelity-validation into .github/skills/fidelity-validation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fidelity-validation", 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 prime-radiant-inc/greenfield --skill fidelity-validation -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install prime-radiant-inc/greenfield fidelity-validation --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/prime-radiant-inc/greenfield.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/fidelity-validation .opencode/skills/fidelity-validation && 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 "fidelity-validation" agent skill from https://github.com/prime-radiant-inc/greenfield/tree/main/skills/fidelity-validation into .opencode/skills/fidelity-validation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fidelity-validation", 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.
fidelity-validationCross-validates sanitized output specs against raw source specs to detect lost behavioral detail, dropped constants, missing features, or diluted precision.
Fidelity Validation is an agent skill from prime-radiant-inc/greenfield. Cross-validates sanitized output specs against raw source specs to detect lost behavioral detail, dropped constants, missing features, or diluted precision. Run AFTER sanitization and AFTER contamination audit passes.
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: A Claude Code plugin that reverse-engineers clean behavioral specs, test vectors, and acceptance criteria from any codebase, producing a provenance trail so a fresh team can… The licence is Apache-2.0.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 6e6d4b4. 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.
Fidelity Validation loads about 1.8k tokens when it runs. Until then it costs about 59 tokens; SKILL.md has 899 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 prime-radiant-inc/greenfield at commit 6e6d4b4, republished under its Apache-2.0 licence (© prime-radiant-inc). 899 words, ~1,830 tokens.
.claude/skills/fidelity-validation/SKILL.md (or your agent's skills folder).Sanitization removes source code identifiers. But aggressive sanitization can also remove behavioral detail that an implementor needs. This skill detects information loss.
The sanitization pass rewrites raw specs into output specs. Each rewrite risks:
Run this AFTER:
This is the final quality gate before handing the output to the implementer.
Every behavioral claim in the raw specs must have a corresponding claim in the output specs — with equal or greater precision.
The output specs may use different words (that's the point of sanitization), but it must convey the same behavior. If the raw spec says "retry N times with a specific base, cap, and jitter", the output specs must say the same — not just "the system retries on failure."
For each raw module spec (workspace/raw/specs/modules/*.md), extract:
Write this inventory to workspace/raw/audit/fidelity-inventory.md.
For each item in the source claim inventory, search the corresponding output domain spec(s) for a matching behavioral claim.
Match criteria:
Report format per item:
### [RAW-SPEC: section-name] Claim: "description of the behavioral claim"
- Constant/Rule/Error/State/Decision/Feature
- Raw value: [exact value from raw specs]
- Output location: [file:section where it appears in the output] or MISSING
- Output value: [exact value from output specs] or N/A
- Status: MATCH | WEAKENED | MISSING | CHANGED
- Notes: [if WEAKENED/MISSING/CHANGED, explain what was lost]Status definitions:
Repeat Phase 2 for:
Categorize all WEAKENED, MISSING, and CHANGED findings:
| Severity | Criteria | Action |
|---|---|---|
| P0-CRITICAL | A P0 behavior (critical path) is MISSING or CHANGED | Must fix before implementation |
| P0-WEAKENED | A P0 behavior lost precision (constants, branch coverage) | Must fix before implementation |
| P1-MISSING | A P1 behavior is entirely absent from the output | Should fix |
| P1-WEAKENED | A P1 behavior lost precision | Should fix |
| P2-MISSING | A P2/P3 behavior is absent | Advisory — may fix |
| P2-WEAKENED | A P2/P3 behavior lost precision | Advisory — may fix |
Write the full report to workspace/raw/audit/fidelity-report.md.
The report SHALL include:
Write a summary to workspace/output/audit/fidelity-summary.md:
The fidelity validation is compute-heavy (reading all raw specs AND all output specs). Dispatch as:
Inventory builders (parallel, one per 4-5 raw module specs): Extract behavioral claims from raw specs → workspace/raw/audit/fidelity-inventory-batch-N.md
Cross-validators (parallel, one per output domain spec): Read the relevant inventory batches + the output domain spec → produce per-domain findings
Aggregator (sequential): Merge all findings → severity assessment → final report
Each agent is dispatched as greenfield:analyzer since they need to read both raw/ and output/.
Together, the audit (Layer 6) and fidelity validation form a two-sided check:
© prime-radiant-inc, 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 skills/fidelity-validation of prime-radiant-inc/greenfield.
Open the folder on GitHubat commit 6e6d4b4
Fidelity Validation 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 |
|---|---|---|---|---|---|---|
| Fidelity Validation this skillprime-radiant-inc/greenfield | 292 | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | |
| Spec Writergarrytan/gstack | 136k | — | ~14k | Automated safety check: Notes | MIT | |
| Form Validationthedaviddias/Front-End-Checklist | 74k | — | ~633 | Automated safety check: Pass | MIT | |
| Input Validation And Sanitizationaiming-lab/MetaClaw | 3.5k | — | ~251 | Automated safety check: Pass | MIT | |
| Specgarden-co/classic-jazz | 2.5k | — | ~1.3k | Automated safety check: Pass | MIT | |
| Validateagenticnotetaking/arscontexta | 3.5k | — | ~3k | Automated safety check: Pass | MIT |
garrytan/gstack
Converts a vague idea into a precise, executable spec in five phases, files it as an issue and can start an agent on it in a fresh worktree.
thedaviddias/Front-End-Checklist
A skill your agent uses when reviewing templates, rendered HTML, or shared components related to Validate forms accessibly.
aiming-lab/MetaClaw
A skill your agent uses when implementing any endpoint, form handler, CLI tool, or function that accepts external input.
garden-co/classic-jazz
Implement features using Spec Driven Development (SDD) workflow.
agenticnotetaking/arscontexta
Schema validation for notes. An agent skill from agenticnotetaking/arscontexta.
warpdotdev/common-skills
Validate that a branch or pull request implementation matches introduced product, technical, security, and related specs.
prime-radiant-inc/greenfield
Master methodology for reverse-engineering a codebase into behavioral specs with cited evidence, reading every line across source, binaries, docs, runtime and git history.
prime-radiant-inc/greenfield
Mines tutorials, forums, reviews, issues and changelogs for observed product behavior, using six search channels and consensus analysis.
prime-radiant-inc/greenfield
Runs untrusted analysis targets inside Docker or Podman containers with memory, CPU and process limits, covering image builds, lifecycle, command execution and cleanup.
prime-radiant-inc/greenfield
Finds OpenAPI, GraphQL, Protobuf and JSON Schema files in a codebase and extracts behavioral claims from them as part of a reverse-engineering workflow.
prime-radiant-inc/greenfield
Method for extracting behavioral specifications from a product's public documentation: tiered search order, claim extraction rules, output structure, stop criteria and gap analysis.
prime-radiant-inc/greenfield
Layer 1 skill for SDK and ecosystem analysis. An agent skill from prime-radiant-inc/greenfield.
Cross-validates sanitized output specs against raw source specs to detect lost behavioral detail, dropped constants, missing features, or diluted precision. Fidelity Validation is an agent skill from prime-radiant-inc/greenfield. Cross-validates sanitized output specs against raw source specs to detect lost behavioral detail, dropped constants, missing features, or diluted precision.
Run `npx skills add prime-radiant-inc/greenfield --skill fidelity-validation -a claude-code`. Or copy the skill folder (skills/fidelity-validation in prime-radiant-inc/greenfield) into .claude/skills/fidelity-validation in your project. Claude Code loads it when a task matches its description.
Run `npx skills add prime-radiant-inc/greenfield --skill fidelity-validation -a codex`. Or copy the skill folder (skills/fidelity-validation in prime-radiant-inc/greenfield) into .agents/skills/fidelity-validation 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 prime-radiant-inc/greenfield --skill fidelity-validation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/fidelity-validation, .gemini/skills/fidelity-validation, .github/skills/fidelity-validation and .opencode/skills/fidelity-validation in your project.
SKILL.md names no scripts, command-line tools or credentials: Fidelity Validation 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.
Fidelity Validation 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 1.8k tokens (SKILL.md is roughly 7.3k 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 Fidelity Validation: Spec Writer (garrytan/gstack, 136k stars), Form Validation (thedaviddias/Front-End-Checklist, 74k stars), Input Validation And Sanitization (aiming-lab/MetaClaw, 3.5k stars) and Spec (garden-co/classic-jazz, 2.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
prime-radiant-inc (a GitHub organization) maintains it in prime-radiant-inc/greenfield, which has 292 GitHub stars. The repository holds 21 skills in this directory. The repository was last updated on August 6, 2026.
Source: prime-radiant-inc/greenfield on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.