Source-blind user behavior validation against a prewritten contract for apps, CLIs, APIs, and generated artifacts.
npx skills add https://github.com/openclaw/agent-skills --skill behavior-validator
Validate observable behavior without inspecting source. Use this as the black-box companion to code-aware review: autoreview judges the change bundle, while behavior-validator judges the running product, CLI, API, or generated artifact against a behavior contract.
references/contract-template.md.blocked_source_required.Prefer a source-blind workspace:
validator_dir="$(mktemp -d "${TMPDIR:-/tmp}/behavior-validator-run.XXXXXX")"
chmod 700 "$validator_dir"
cp behavior-contract.md "$validator_dir/"
cd "$validator_dir"
Launch or connect to the target from the contract. Keep only the contract, allowed fixtures, and redacted captured evidence in the private validator workspace. Supply credentials through approved secret tooling or exact environment variables; never copy credential values into the workspace, report, screenshots, or logs. Do not use fixed shared paths for contracts or captured evidence. If the app must be started from the source checkout, start it from a separate terminal and do not read source while validating.
references/report-schema.md when a machine-readable report is useful.Include:
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
Automatically creates user-facing changelogs from git commits by analyzing commit history, categorizing changes, and transforming technical commits into clear, customer-friendly release notes. Turns hours of manual changelog writing into minutes of automated generation.
Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by presenting structured options for merge, PR, or cleanup
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
React Native and Expo best practices for building performant mobile apps. Use when building React Native components, optimizing list performance, implementing animations, or working with native modules. Triggers on tasks involving React Native, Expo, mobile performance, or native platform APIs.
React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.
Next.js best practices - file conventions, RSC boundaries, data patterns, async APIs, metadata, error handling, route handlers, image/font optimization, bundling
Use when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktrees with smart directory selection and safety verification
Take openclaw/behavior-validator from the repository into ~/.claude/skills for personal
use, or into .claude/skills inside a project.
The agent identifies a skill by the name field in its header. Two skills with the
same name cannot sit side by side — one of them will be ignored.