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.
Zero-onboarding, read-only dry-run of the reviewer fleet against the current uncommitted diff.
$ npx skills add arbiterForge/codeArbiter --skill ca-preview -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install arbiterForge/codeArbiter ca-preview --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/arbiterForge/codeArbiter.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/ca-pi/skills/ca-preview .claude/skills/ca-preview && 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 "ca-preview" agent skill from https://github.com/arbiterForge/codeArbiter/tree/main/plugins/ca-pi/skills/ca-preview into .claude/skills/ca-preview/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ca-preview", 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/arbiterForge/codeArbiter/tree/main/plugins/ca-pi/skills/ca-previewType 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 arbiterForge/codeArbiter --skill ca-preview -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install arbiterForge/codeArbiter ca-preview --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/arbiterForge/codeArbiter.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/ca-pi/skills/ca-preview .agents/skills/ca-preview && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ca-preview" agent skill from https://github.com/arbiterForge/codeArbiter/tree/main/plugins/ca-pi/skills/ca-preview into .agents/skills/ca-preview/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ca-preview", 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 arbiterForge/codeArbiter --skill ca-preview -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install arbiterForge/codeArbiter ca-preview --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/arbiterForge/codeArbiter.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/ca-pi/skills/ca-preview .cursor/skills/ca-preview && 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 "ca-preview" agent skill from https://github.com/arbiterForge/codeArbiter/tree/main/plugins/ca-pi/skills/ca-preview into .cursor/skills/ca-preview/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ca-preview", 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/arbiterForge/codeArbiter.git --path plugins/ca-pi/skills/ca-preview--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 arbiterForge/codeArbiter --skill ca-preview -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install arbiterForge/codeArbiter ca-preview --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/arbiterForge/codeArbiter.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/ca-pi/skills/ca-preview .gemini/skills/ca-preview && 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 "ca-preview" agent skill from https://github.com/arbiterForge/codeArbiter/tree/main/plugins/ca-pi/skills/ca-preview into .gemini/skills/ca-preview/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ca-preview", 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 arbiterForge/codeArbiter ca-previewInstalls 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 arbiterForge/codeArbiter --skill ca-preview -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/arbiterForge/codeArbiter.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/ca-pi/skills/ca-preview .github/skills/ca-preview && 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 "ca-preview" agent skill from https://github.com/arbiterForge/codeArbiter/tree/main/plugins/ca-pi/skills/ca-preview into .github/skills/ca-preview/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ca-preview", 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 arbiterForge/codeArbiter --skill ca-preview -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install arbiterForge/codeArbiter ca-preview --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/arbiterForge/codeArbiter.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/ca-pi/skills/ca-preview .opencode/skills/ca-preview && 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 "ca-preview" agent skill from https://github.com/arbiterForge/codeArbiter/tree/main/plugins/ca-pi/skills/ca-preview into .opencode/skills/ca-preview/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ca-preview", 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.
ca-previewZero-onboarding, read-only dry-run of the reviewer fleet against the current uncommitted diff.
Ca Preview is an agent skill from arbiterForge/codeArbiter. Zero-onboarding, read-only dry-run of the reviewer fleet against the current uncommitted diff. Predicts reviewers, runs the state-free secret scan, writes nothing.
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It works with Python. The repository describes itself as: Open-source governance and hard gates for AI coding agents across Claude Code, Codex CLI, and Pi. The licence is AGPL-3.0.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit cd5b0a0. 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.
Shell commands in SKILL.md call:
gitpython3pythonFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.
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.
Ca Preview loads about 1.2k tokens when it runs. Until then it costs about 44 tokens; SKILL.md has 617 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 arbiterForge/codeArbiter at commit cd5b0a0, republished under its AGPL-3.0 licence (© arbiterForge). 617 words, ~1,151 tokens.
.claude/skills/ca-preview/SKILL.md (or your agent's skills folder).See what codeArbiter would do to your real code before paying any onboarding cost. This is a read-only dry-run against the current uncommitted diff: it predicts which reviewers the change would dispatch, runs the checks that need no project rules, and reports. It never writes state.
It requires no /ca-init, no .codearbiter/ directory, and no decompose or create-context
interview. It functions in a repo that never opted in, and it modifies nothing: not the worktree,
not the index, not .codearbiter/. git status is unchanged by a run.
Collect the diff. Call the thin entry hook preview.py in diff mode, which wraps
collect_diff from <plugin-root>/hooks/_previewlib.py. It unions HEAD-vs-worktree
changes, staged changes, and untracked files (forward-slash paths). Run it from the project
root so _previewlib/_hooklib resolve on the same sys.path. Resolve the interpreter once
by presence — PY=python3; { command -v python3 >/dev/null 2>&1 && python3 --version >/dev/null 2>&1; } || PY=python
— never python3 X || python X, which reruns X on any nonzero exit (#577):
"$PY" "<plugin-root>/hooks/preview.py" diffIf the result is empty (clean tree, or not a git repo), print a friendly "Nothing to preview" line and STOP. This is a clean exit, not an error: no stack trace, no failure.
Predict reviewers by path. Read the reviewer-to-path matrix at
<plugin-root>/includes/review-matrix.md. That include is the single source of truth
for which reviewer is dispatched when scope touches a given path: do NOT restate, fork, or
inline a second copy of the table here. For each changed path, list the reviewers that WOULD
dispatch and name the triggering path for each. This is the same mapping /ca-review uses, so
the predicted set matches what a real review would dispatch.
Run the state-free secret scan. Call the thin entry hook preview.py in secrets mode,
which wraps scan_secrets from <plugin-root>/hooks/_previewlib.py. It reads each
changed file's current content and returns SecretFinding(path, line_no, snippet) for every
credential line, with the secret VALUE already masked to **** in snippet:
"$PY" "<plugin-root>/hooks/preview.py" secretsReport each finding by path:line_no with its redacted snippet. The snippet arrives already
masked: never reconstruct or print a raw secret value.
Emit one clear report with these parts:
path:line_no with the
redacted snippet, marked as found (ran locally), at BLOCK severity. State "none found" when the
scan is clean./ca-init then
/ca-review.This reports reviewer and gate behavior on the current diff. It makes NO hook-probe claims and says
nothing about wrapper wiring or the active-dispatch coverage gap: that is /ca-doctor.
Do not blend the two.
An onboarded repo wanting the full gated verdict → /ca-init then /ca-review.
Inspecting wrapper wiring and the active-dispatch coverage gap → /ca-doctor.
A question about the code → /ca-btw.
.codearbiter/;
MUST NOT stage or commit. git status MUST be unchanged after a run./ca-init, .codearbiter/ state, or the
decompose / create-context interview.© arbiterForge, AGPL-3.0. 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 plugins/ca-pi/skills/ca-preview of arbiterForge/codeArbiter.
Open the folder on GitHubat commit cd5b0a0
Ca Preview 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 |
|---|---|---|---|---|---|---|
| Ca Preview this skillarbiterForge/codeArbiter | 147 | — | ~1.2k | Automated safety check: Pass | AGPL-3.0 | |
| MCP Server Builderanthropics/skills | 180k | 62 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| PDF Processinganthropics/skills | 180k | 48 repos | ~2k | Automated safety check: Pass | Proprietary | |
| NotebookLM Research AssistantPleasePrompto/notebooklm-skill | 7.8k | 13 repos | ~2.4k | Automated safety check: Notes | MIT | |
| Manim Video Productionbrowser-use/video-use | 28k | 6 repos | ~3k | Automated safety check: Pass | MIT | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 5 repos | ~1.1k | Automated safety check: Pass | MIT |
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/skills
Handles everyday PDF jobs in Python and on the command line: extract text and tables, merge, split, rotate, watermark, fill forms, encrypt and OCR.
PleasePrompto/notebooklm-skill
Lets Claude Code ask questions of your Google NotebookLM notebooks through browser automation and return answers grounded in your uploaded sources.
browser-use/video-use
Produces math and technical explainer videos with Manim Community Edition: concept animations, equation derivations, algorithm walkthroughs and data stories.
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.
hugohe3/ppt-master
Generates editable PowerPoint decks, rebuilds slides from images, fills .pptx templates and polishes existing presentations through routed workflows.
arbiterForge/codeArbiter
Run Claude Code INSIDE a ca-sandbox box (--with-claude). An agent skill from arbiterForge/codeArbiter.
arbiterForge/codeArbiter
Record user-decided ADRs or inspect their health read-only. An agent skill from arbiterForge/codeArbiter.
arbiterForge/codeArbiter
Stop everything and surface a rule conflict — persona vs. An agent skill from arbiterForge/codeArbiter.
arbiterForge/codeArbiter
Start a feature: brainstorm a spec, get it approved, then drive it test-first through the pipeline.
arbiterForge/codeArbiter
Opt this repo into codeArbiter — scaffold the root-level .codearbiter/ state store.
arbiterForge/codeArbiter
Read-only 3-metric governance glance — override rate, small-lane rate, sprint low-confidence ratio — each with a trend arrow vs.
Works with
Zero-onboarding, read-only dry-run of the reviewer fleet against the current uncommitted diff. Ca Preview is an agent skill from arbiterForge/codeArbiter. Zero-onboarding, read-only dry-run of the reviewer fleet against the current uncommitted diff.
Run `npx skills add arbiterForge/codeArbiter --skill ca-preview -a claude-code`. Or copy the skill folder (plugins/ca-pi/skills/ca-preview in arbiterForge/codeArbiter) into .claude/skills/ca-preview in your project. Claude Code loads it when a task matches its description.
Run `npx skills add arbiterForge/codeArbiter --skill ca-preview -a codex`. Or copy the skill folder (plugins/ca-pi/skills/ca-preview in arbiterForge/codeArbiter) into .agents/skills/ca-preview 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 arbiterForge/codeArbiter --skill ca-preview -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ca-preview, .gemini/skills/ca-preview, .github/skills/ca-preview and .opencode/skills/ca-preview in your project.
Going by SKILL.md and its folder, Ca Preview needs the command-line tools its instructions call (git, python3 and python). Our summary lists: Python 3.
SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. 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.
Ca Preview is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.2k tokens (SKILL.md is roughly 4.6k 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 Ca Preview: MCP Server Builder (anthropics/skills, 180k stars), PDF Processing (anthropics/skills, 180k stars), NotebookLM Research Assistant (PleasePrompto/notebooklm-skill, 7.8k stars) and Manim Video Production (browser-use/video-use, 28k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
arbiterForge (a GitHub organization) maintains it in arbiterForge/codeArbiter, which has 147 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on October 5, 2026.
Source: arbiterForge/codeArbiter on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.