MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
Architecture HEALTH and ENFORCEMENT — 'is this a dependency mess / does the UI reach into the database / enforce module boundaries in CI?': cycles, the godfile, propagation cost (how far a touch…
$ npx skills add redhat-et/ripwire --skill ripwire-layers -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install redhat-et/ripwire ripwire-layers --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/redhat-et/ripwire.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/ripwire-layers .claude/skills/ripwire-layers && 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 "ripwire-layers" agent skill from https://github.com/redhat-et/ripwire/tree/main/skills/ripwire-layers into .claude/skills/ripwire-layers/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ripwire-layers", 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/redhat-et/ripwire/tree/main/skills/ripwire-layersType 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 redhat-et/ripwire --skill ripwire-layers -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install redhat-et/ripwire ripwire-layers --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/redhat-et/ripwire.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/ripwire-layers .agents/skills/ripwire-layers && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ripwire-layers" agent skill from https://github.com/redhat-et/ripwire/tree/main/skills/ripwire-layers into .agents/skills/ripwire-layers/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ripwire-layers", 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 redhat-et/ripwire --skill ripwire-layers -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install redhat-et/ripwire ripwire-layers --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/redhat-et/ripwire.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/ripwire-layers .cursor/skills/ripwire-layers && 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 "ripwire-layers" agent skill from https://github.com/redhat-et/ripwire/tree/main/skills/ripwire-layers into .cursor/skills/ripwire-layers/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ripwire-layers", 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/redhat-et/ripwire.git --path skills/ripwire-layers--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 redhat-et/ripwire --skill ripwire-layers -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install redhat-et/ripwire ripwire-layers --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/redhat-et/ripwire.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/ripwire-layers .gemini/skills/ripwire-layers && 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 "ripwire-layers" agent skill from https://github.com/redhat-et/ripwire/tree/main/skills/ripwire-layers into .gemini/skills/ripwire-layers/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ripwire-layers", 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 redhat-et/ripwire ripwire-layersInstalls 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 redhat-et/ripwire --skill ripwire-layers -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/redhat-et/ripwire.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/ripwire-layers .github/skills/ripwire-layers && 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 "ripwire-layers" agent skill from https://github.com/redhat-et/ripwire/tree/main/skills/ripwire-layers into .github/skills/ripwire-layers/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ripwire-layers", 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 redhat-et/ripwire --skill ripwire-layers -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install redhat-et/ripwire ripwire-layers --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/redhat-et/ripwire.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/ripwire-layers .opencode/skills/ripwire-layers && 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 "ripwire-layers" agent skill from https://github.com/redhat-et/ripwire/tree/main/skills/ripwire-layers into .opencode/skills/ripwire-layers/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ripwire-layers", 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.
ripwire-layersArchitecture HEALTH and ENFORCEMENT — 'is this a dependency mess / does the UI reach into the database / enforce module boundaries in CI?': cycles, the godfile, propagation cost (how far a touch…
Ripwire Layers is an agent skill from redhat-et/ripwire. Architecture HEALTH and ENFORCEMENT — 'is this a dependency mess / does the UI reach into the database / enforce module boundaries in CI?': cycles, the godfile, propagation cost (how far a touch ripples), --arch rules with a baseline gate. Overview without gating → orient. One pass answers it.
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Agent Workflows. The repository describes itself as: The ripgrep of AI context: a zero-dependency C++23 CLI + MCP server for coding agents. Find what you want without reading the repo, then check you built what you meant — blast… The licence is Apache-2.0.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 60dd3b3. 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:
BashReadFrom 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.
Ripwire Layers loads about 1.5k tokens when it runs. Until then it costs about 77 tokens; SKILL.md has 751 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 noted patterns worth knowing about, such as sudo or a known installer.
allowed-tools: Bash, ReadAutomated 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 redhat-et/ripwire at commit 60dd3b3, republished under its Apache-2.0 licence (© redhat-et). 751 words, ~1,460 tokens.
.claude/skills/ripwire-layers/SKILL.md (or your agent's skills folder).Nearest neighbours: • You want the file→file dependency graph itself (not a health read) →
--depsis step 2 below, or go straight to it if you already know you want godfiles/cycles. • Reviewing YOUR OWN diff for coupling risk, not a repo-wide sweep → ripwire-change-check. • Unfamiliar subsystem, general risk sweep (not architecture-specific) → ripwire-fresh-eyes.
Trigger: you want a factual picture of architectural health before a large refactor, or you're reviewing whether the codebase is trending toward or away from clean layering.
<dir> = repo root. Every metric below has a NUMBER → THRESHOLD → ACTION — don't stop at reporting it.
Layering rules (if a rules file exists) — ripwire <dir> --arch=rules.txt
Output: <arch> with violations listed by layer pair and file. Exit 2 = NEW violations
found (CI gate). If no rules file exists yet, this step is the prompt to write one
(grammar: layer NAME = substr…, deny FROM -> TO, allow FROM -> TO; # comments).
Action: every violation is a concrete edge to either fix (remove the dependency) or
explicitly allow (document why it's intentional) — don't leave it silently baselined forever.
Adopting rules on a codebase with existing debt — the baseline workflow:
ripwire <dir> --arch=rules.txt --baseline — accept every CURRENT violation as known
debt: writes a .ripwire_arch_baseline sidecar in the CWD (commit it), exits 0.--arch=rules.txt suppresses baselined violations and exits 2 only
on NEW ones — the gate stops the bleeding without demanding an up-front cleanup.--arch=rules.txt --baseline-update — deliberately accept new debt by merging current
violations into the sidecar (exit 0). Use sparingly, in its own reviewed commit.--arch=rules.txt also emits <metrics propagation_cost="X.XXX"> — the DSM
(design-structure-matrix) transitive-closure density: the fraction of the file-dep graph
reachable from an average file (MacCormack; a validated coupling form, computed here as a
directory-level estimate from name-based deps). Direction: lower is better — 0 means
files are mostly isolated from each other's transitive reach, 1 means touching any file
risks rippling through the whole tree. Action at a high reading (no fixed universal
threshold — compare against this same repo's own history/other modules, or treat >0.3 as
worth a look): a high propagation cost is a change-amplification TAX — every edit here is
more likely to have knock-on effects. Don't just report the number; find which directories
are driving it (the <m path=... ca= ce=> per-module rows) and formalize a boundary between
them — a layer/deny rule in rules.txt that would have caught the coupling.
Dependency health — ripwire <dir> --deps --legend=compact
Output: <deps> with <health> metrics:
acd (average component dependency) — lower is betternccd (normalized CCD) — < 0.25 is healthyshape — "horizontal" (layered, good) vs "vertical" (coupled, risk)
Then <godfiles> ranked by afferent (dependents) — each godfile is an implicit layer
boundary that hasn't been formalized. afferent/cycles are validated defect predictors;
nccd (Lakos) and the --arch Martin Ca/Ce/I/A/D I/A/D/zone= block are design
heuristics — mechanistically plausible, widely implemented, but no independent
outcome-based study has validated them. Trust the god-file/cycle read hardest; treat
nccd/D as descriptive, not proof.
Action: a file in the top-3 by afferent is doing double duty as a de-facto layer
boundary with no rule enforcing it — that's the concrete next step, not just a note: add it
as a named layer in rules.txt and write the deny rules that keep new dependents out of
its internals. A cycle in --report is worse than a high-afferent file — break it before
formalizing anything downstream of it.Module clustering — ripwire <dir> --communities --legend=compact
Output: <communities modules="N"> clusters with dominant directory and lead symbols.
<bridge edges="N"> shows where clusters are tightly coupled across module boundaries.
High bridge counts between non-adjacent modules are the layering violations --arch catches.
Action: a high bridge count between two clusters that AREN'T adjacent in your intended
layering is the specific violation to gate — turn it into a deny FROM -> TO rule rather
than leaving it as an observation; a high bridge count between clusters that ARE meant to
talk to each other is fine and doesn't need a rule.
Mermaid diagram (optional, for visual review) — ripwire <dir> --mermaid
Output: a flowchart LR Mermaid snippet with module nodes and inter-module call counts.
Paste at mermaid.live to render. Edges labeled with high counts are the hot coupling seams —
same action as step 3: a heavy edge crossing an intended boundary becomes a deny rule.
Health summary: shape=, nccd=, propagation_cost=, cycle count (from --report), top 3
god-files, and any --arch violations. Classify overall health: healthy / at-risk / needs
restructuring — and for anything "at-risk" or worse, name the specific boundary to formalize
(which layer, which deny rule) rather than stopping at the classification.
© redhat-et, 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/ripwire-layers of redhat-et/ripwire.
Open the folder on GitHubat commit 60dd3b3
Ripwire Layers 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 |
|---|---|---|---|---|---|---|
| Ripwire Layers this skillredhat-et/ripwire | 2.4k | — | ~1.5k | Automated safety check: Notes | Apache-2.0 | |
| MCP Server Builderanthropics/skills | 180k | 64 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Hook Development for Claude Code Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~4.1k | Automated safety check: Notes | Apache-2.0 | |
| Using Superpowersfarm-fe/farm | 5.6k | 35 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Executing Plans Inlineobra/superpowers | 296k | 2 repos | ~5.1k | Automated safety check: Pass | MIT | |
| Claude Code Agent Developmentanthropics/claude-plugins-official | 38k | 8 repos | ~2.8k | Automated safety check: Pass | Apache-2.0 |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
anthropics/claude-plugins-official
Explains how to write Claude Code plugin hooks, both prompt-based checks and bash commands, for events such as PreToolUse, Stop and SessionStart.
farm-fe/farm
A skill your agent uses when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions
obra/superpowers
Has the agent carry out an implementation plan itself, task by task in the current session, keeping a ledger, proving each step with a test and ending with one whole-branch review.
anthropics/claude-plugins-official
Explains how to write agents for Claude Code plugins: the markdown file with YAML frontmatter, trigger descriptions, model and color settings, and system prompt design.
Azure/azqr
Create new skills, modify and improve existing skills, and measure skill performance.
redhat-et/ripwire
Rules for writing and converting formatted output in ripwire's C++ source with its emit helpers, keeping every printed byte identical to the old printf output.
redhat-et/ripwire
Checks whether a working-tree diff or a pull request is safe to merge: blast radius, tests to run, contract breaks, branch conflicts and stranded work.
redhat-et/ripwire
Answers call-graph questions that combine several conditions, such as complex functions that reach a target or untested symbols near main, using ripwire's graph-query mode.
redhat-et/ripwire
Produces a short brief for handing a code subsystem to a teammate or fresh session, using ripwire to rank symbols, expand bodies and surface design docs.
redhat-et/ripwire
Answers questions about a named symbol, such as its callers, what it calls, the path between two symbols or the downstream impact of changing it, using the ripwire CLI.
redhat-et/ripwire
Contributor guide for reading clang optimization remarks while editing ripwire's own C++, deciding between a source change and a build change such as LTO or PGO.
Categories
Architecture HEALTH and ENFORCEMENT — 'is this a dependency mess / does the UI reach into the database / enforce module boundaries in CI?': cycles, the godfile, propagation cost (how far a touch…. Ripwire Layers is an agent skill from redhat-et/ripwire.': cycles, the godfile, propagation cost (how far a touch ripples), --arch rules with a baseline gate.
Ripwire Layers fits situations like: agent Workflows work in your project.
Run `npx skills add redhat-et/ripwire --skill ripwire-layers -a claude-code`. Or copy the skill folder (skills/ripwire-layers in redhat-et/ripwire) into .claude/skills/ripwire-layers in your project. Claude Code loads it when a task matches its description.
Run `npx skills add redhat-et/ripwire --skill ripwire-layers -a codex`. Or copy the skill folder (skills/ripwire-layers in redhat-et/ripwire) into .agents/skills/ripwire-layers 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 redhat-et/ripwire --skill ripwire-layers -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ripwire-layers, .gemini/skills/ripwire-layers, .github/skills/ripwire-layers and .opencode/skills/ripwire-layers in your project.
SKILL.md names no scripts, command-line tools or credentials: Ripwire Layers is instructions for the agent only. Its frontmatter pre-approves these tools: Bash, Read.
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 notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Ripwire Layers 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 1.5k tokens (SKILL.md is roughly 5.8k 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 Ripwire Layers: MCP Server Builder (anthropics/skills, 180k stars), Hook Development for Claude Code Plugins (anthropics/claude-plugins-official, 38k stars), Using Superpowers (farm-fe/farm, 5.6k stars) and Executing Plans Inline (obra/superpowers, 296k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
redhat-et (a GitHub organization) maintains it in redhat-et/ripwire, which has 2,419 GitHub stars. The repository holds 19 skills in this directory. The repository was last updated on October 8, 2026.
Source: redhat-et/ripwire on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.