SPARC Development Methodology
ruvnet/ruflo
Applies the SPARC method (specification, pseudocode, architecture, refinement, completion) with 17 specialized modes and multi-agent orchestration, from research to deployment.
Creates, distills, amends and updates the project's SPEC.md from ideas, existing code or bug reports, as the only skill allowed to write that file.
$ npx skills add JuliusBrussee/cavekit --skill spec -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install JuliusBrussee/cavekit spec --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/JuliusBrussee/cavekit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/spec .claude/skills/spec && 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 "spec" agent skill from https://github.com/JuliusBrussee/cavekit/tree/main/skills/spec into .claude/skills/spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spec", 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/JuliusBrussee/cavekit/tree/main/skills/specType 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 JuliusBrussee/cavekit --skill spec -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install JuliusBrussee/cavekit spec --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/JuliusBrussee/cavekit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/spec .agents/skills/spec && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "spec" agent skill from https://github.com/JuliusBrussee/cavekit/tree/main/skills/spec into .agents/skills/spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spec", 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 JuliusBrussee/cavekit --skill spec -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install JuliusBrussee/cavekit spec --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/JuliusBrussee/cavekit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/spec .cursor/skills/spec && 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 "spec" agent skill from https://github.com/JuliusBrussee/cavekit/tree/main/skills/spec into .cursor/skills/spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spec", 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/JuliusBrussee/cavekit.git --path skills/spec--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 JuliusBrussee/cavekit --skill spec -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install JuliusBrussee/cavekit spec --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/JuliusBrussee/cavekit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/spec .gemini/skills/spec && 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 "spec" agent skill from https://github.com/JuliusBrussee/cavekit/tree/main/skills/spec into .gemini/skills/spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spec", 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 JuliusBrussee/cavekit specInstalls 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 JuliusBrussee/cavekit --skill spec -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/JuliusBrussee/cavekit.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/spec .github/skills/spec && 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 "spec" agent skill from https://github.com/JuliusBrussee/cavekit/tree/main/skills/spec into .github/skills/spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spec", 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 JuliusBrussee/cavekit --skill spec -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install JuliusBrussee/cavekit spec --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/JuliusBrussee/cavekit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/spec .opencode/skills/spec && 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 "spec" agent skill from https://github.com/JuliusBrussee/cavekit/tree/main/skills/spec into .opencode/skills/spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spec", 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.
specCreates, distills, amends and updates the project's SPEC.md from ideas, existing code or bug reports, as the only skill allowed to write that file.
The agent inspects the request and the repo and picks a mode: a new spec from an idea when no SPEC.md exists, a spec distilled from code, a bug recorded through backprop when the argument starts with bug, an amendment of a named section, or a question about which mode when no argument is given. The spec file has sections for goal, constraints, interfaces, invariants, tasks as a pipe table, bugs and optional research, written in a compressed caveman style described in FORMAT.md.
As sole writer, it ingests handoff blocks from the grill, research, review and deepen verbs into the right sections, shows a diff and writes only when you say OK, and never rewrites a section the handoff did not name. For a bug it finds the root cause, drafts a new invariant if that would catch a recurrence, and adds a bug row plus any task changes. The source repository describes itself as frozen, with active work moved elsewhere.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 7421e87. 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.
SPEC.md Mutator loads about 849 tokens when it runs. Until then it costs about 125 tokens; SKILL.md has 424 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 JuliusBrussee/cavekit at commit 7421e87, republished under its MIT licence (© JuliusBrussee). 424 words, ~849 tokens.
.claude/skills/spec/SKILL.md (or your agent's skills folder).Read FORMAT.md at repo root if not already loaded. Caveman skill applies to all writes here.
Inspect user request and project state:
SPEC.md at repo root AND args describe idea → NEWSPEC.md AND from-code in args → DISTILLSPEC.md exists AND args start bug: → BACKPROPSPEC.md exists AND args start amend → AMENDSPEC.md exists, no args → ask user which modeThe other verbs produce material; spec writes it. Ingest their handoff blocks into the right section, show a diff, write on OK:
⊥ rewrite a section the handoff did not name. Sectioned ownership (see FORMAT.md).
Input: user idea. If it arrived fuzzy, prefer running grill first.
Steps:
., ids T1…id|date|cause|fix).Write to SPEC.md. Show user full file. Ask: "spec OK? /review if high-blast-radius, else /build."
Walk repo. Produce §G (infer from README/package.json/main entry), §C (infer from stack), §I (enumerate public APIs/CLIs/configs), §V (derive from tests and assertions), §T (one task per known TODO or missing test), §B (empty).
Caveman everywhere. Flag uncertain items with ? in text so user can confirm.
Input: bug: <description>.
Steps:
V<next>.B<next>|<date>|<cause>|V<N>.Rule: every bug gets a §B entry. Invariant optional but preferred.
Input: amend §V.3 or amend §T etc.
Read that section. Show current. Ask user what changes. Write. Show diff.
Never silently rewrite sections user did not name.
FORMAT.md.cites column ! list §V/§I deps: T5|.|impl auth mw|V2,I.api.© JuliusBrussee, MIT. 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/spec of JuliusBrussee/cavekit.
Open the folder on GitHubat commit 7421e87
SPEC.md Mutator 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 |
|---|---|---|---|---|---|---|
| SPEC.md Mutator this skillJuliusBrussee/cavekit | 1.1k | — | ~849 | Automated safety check: Pass | MIT | |
| SPARC Development Methodologyruvnet/ruflo | 74k | 2 repos | ~829 | Automated safety check: Pass | MIT | |
| Ss SpecSerial-Studio/Serial-Studio | 7.2k | — | ~766 | Automated safety check: Pass | Custom licence | |
| Spec Driven Developzhu1090093659/spec_driven_develop | 984 | — | ~5.1k | Automated safety check: Pass | MIT | |
| Bulletproof Workflowartemiimillier/bulletproof | 153 | — | ~3.5k | Automated safety check: Pass | MIT | |
| Develop Feature Builderjsmastery-pro/skills | 1.4k | — | ~3.8k | Automated safety check: Notes | MIT |
ruvnet/ruflo
Applies the SPARC method (specification, pseudocode, architecture, refinement, completion) with 17 specialized modes and multi-agent orchestration, from research to deployment.
Serial-Studio/Serial-Studio
Phase 1 of Serial Studio's spec-driven workflow: capture WHAT a feature must do and WHY, with no implementation detail.
zhu1090093659/spec_driven_develop
Automates pre-development workflow for large-scale complex tasks.
artemiimillier/bulletproof
Applies a 12-stage verified workflow, from research to deploy, to non-trivial coding tasks, scaled to lightweight, standard or full mode by task size.
jsmastery-pro/skills
Builds a feature, page, component, API or data layer from an approved spec and AGENTS.md, and sends you back to /architect when a key decision is missing.
Wirasm/prp
Writes an implementation-ready plan for a feature, bug fix, refactor or chore from a PRD, issue or description, grounded in codebase evidence, and can post it back to the source issue.
JuliusBrussee/cavekit
After a bug is found, traces its root cause and feeds a new testable invariant back into the project spec so the bug class can't recur.
JuliusBrussee/cavekit
Compresses SPEC.md writes and spec-referencing prose into terse, symbol-heavy fragments that drop articles, filler and hedging while keeping facts intact.
JuliusBrussee/cavekit
Read-only detector that compares SPEC.md with the code and reports invariant, interface and task drift grouped by severity, without changing anything.
JuliusBrussee/cavekit
Builds a skeptical reviewer grounded in the codebase and research notes to try to refute a spec before any code is written, citing file:line evidence and ending in a go or no-go gate.
JuliusBrussee/cavekit
Scans the code a spec touches for its shallowest module, then proposes a refactor that hides more behind a smaller interface without changing behavior.
JuliusBrussee/cavekit
Interrogates a vague idea one question at a time, recommending an answer each round and recording results as goals and constraints before a spec is written.
Categories
Creates, distills, amends and updates the project's SPEC.md from ideas, existing code or bug reports, as the only skill allowed to write that file. md exists, a spec distilled from code, a bug recorded through backprop when the argument starts with bug, an amendment of a named section, or a question about which mode when no argument is given.md.
SPEC.md Mutator fits situations like: starting a SPEC.md from a rough product idea; distilling a spec from an existing codebase; recording a bug so it produces an invariant and a task; amending one section of an existing spec.
Run `npx skills add JuliusBrussee/cavekit --skill spec -a claude-code`. Or copy the skill folder (skills/spec in JuliusBrussee/cavekit) into .claude/skills/spec in your project. Claude Code loads it when a task matches its description.
Run `npx skills add JuliusBrussee/cavekit --skill spec -a codex`. Or copy the skill folder (skills/spec in JuliusBrussee/cavekit) into .agents/skills/spec 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 JuliusBrussee/cavekit --skill spec -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/spec, .gemini/skills/spec, .github/skills/spec and .opencode/skills/spec in your project.
SKILL.md names no scripts, command-line tools or credentials: SPEC.md Mutator is instructions for the agent only. Our summary lists: FORMAT.md at the repository root.
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.
SPEC.md Mutator is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 849 tokens (SKILL.md is roughly 3.4k 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 SPEC.md Mutator: SPARC Development Methodology (ruvnet/ruflo, 74k stars), Ss Spec (Serial-Studio/Serial-Studio, 7.2k stars), Spec Driven Develop (zhu1090093659/spec_driven_develop, 984 stars) and Bulletproof Workflow (artemiimillier/bulletproof, 153 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
JuliusBrussee (a GitHub user) maintains it in JuliusBrussee/cavekit, which has 1,149 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on August 14, 2026.
Source: JuliusBrussee/cavekit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.