Automate Integration Test
openshift/oc-mirror
Convert a manual test case description into a Ginkgo oc-v2 integration test for oc-mirror
Writes plain-English integration test specs with verifiable steps and expectations, then runs each one through a subagent that reports pass or fail with logs.
$ npx skills add av/mi --skill agent-integration-testing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install av/mi agent-integration-testing --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/av/mi.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/agent-integration-testing .claude/skills/agent-integration-testing && 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 "agent-integration-testing" agent skill from https://github.com/av/mi/tree/master/.agents/skills/agent-integration-testing into .claude/skills/agent-integration-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-integration-testing", 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/av/mi/tree/master/.agents/skills/agent-integration-testingType 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 av/mi --skill agent-integration-testing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install av/mi agent-integration-testing --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/av/mi.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/agent-integration-testing .agents/skills/agent-integration-testing && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "agent-integration-testing" agent skill from https://github.com/av/mi/tree/master/.agents/skills/agent-integration-testing into .agents/skills/agent-integration-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-integration-testing", 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 av/mi --skill agent-integration-testing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install av/mi agent-integration-testing --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/av/mi.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/agent-integration-testing .cursor/skills/agent-integration-testing && 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 "agent-integration-testing" agent skill from https://github.com/av/mi/tree/master/.agents/skills/agent-integration-testing into .cursor/skills/agent-integration-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-integration-testing", 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/av/mi.git --path .agents/skills/agent-integration-testing--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 av/mi --skill agent-integration-testing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install av/mi agent-integration-testing --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/av/mi.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/agent-integration-testing .gemini/skills/agent-integration-testing && 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 "agent-integration-testing" agent skill from https://github.com/av/mi/tree/master/.agents/skills/agent-integration-testing into .gemini/skills/agent-integration-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-integration-testing", 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 av/mi agent-integration-testingInstalls 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 av/mi --skill agent-integration-testing -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/av/mi.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/agent-integration-testing .github/skills/agent-integration-testing && 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 "agent-integration-testing" agent skill from https://github.com/av/mi/tree/master/.agents/skills/agent-integration-testing into .github/skills/agent-integration-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-integration-testing", 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 av/mi --skill agent-integration-testing -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install av/mi agent-integration-testing --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/av/mi.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/agent-integration-testing .opencode/skills/agent-integration-testing && 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 "agent-integration-testing" agent skill from https://github.com/av/mi/tree/master/.agents/skills/agent-integration-testing into .opencode/skills/agent-integration-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-integration-testing", 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.
agent-integration-testingWrites plain-English integration test specs with verifiable steps and expectations, then runs each one through a subagent that reports pass or fail with logs.
The skill investigates the codebase area under test, broadly by default or narrowed with glob and grep when the user names a feature, then writes a test spec file at tests/name.md with a Prerequisites section listing any setup needed, such as environment variables, database seeding or background services. Each test is written in plain English with clear reproduction steps and a set of expectations, and every expectation must be strictly verifiable by an agent using tools such as shell commands, HTTP requests or file reads; an expectation that cannot be checked this way is invalid and has to be rewritten or removed.
Execution spawns one subagent per test, which follows the prerequisites, runs the steps and checks the outcomes against the expectations, with results and logs collected as pass or fail. If the user asks for failures to be fixed, a further subagent, described as an SWE or BUILDER agent, is spawned to investigate and fix them. A short README also lists red flags that should make the process stop and start over.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 2bf50c9. 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 (its code samples are markdown).
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.
Agent Integration Testing loads about 908 tokens when it runs. Until then it costs about 29 tokens; SKILL.md has 384 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.
Without a licence we can't republish the file, so here is its outline and opening line. It has 384 words (~908 tokens).
“This skill guides the creation and autonomous execution of verifiable integration test specifications. It ensures that tests are actionable by agents, properly documented, and systematically executed by subagents to validate features or fix failures.”
SKILL.md and 1 other file in .agents/skills/agent-integration-testing of av/mi.
Open the folder on GitHubat commit 2bf50c9
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders. This page covers the copy in av/mi, which our catalogue first saw on October 7, 2026.
Agent Integration Testing 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 |
|---|---|---|---|---|---|---|
| Agent Integration Testing this skillav/mi | 102 | — | ~908 | Automated safety check: Pass | None | |
| Automate Integration Testopenshift/oc-mirror | 124 | — | ~862 | Automated safety check: Pass | Apache-2.0 | |
| Migrate E2E To Integrationopenshift/oc-mirror | 124 | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Poweruser Feature Auditpydantic/pydantic-ai | 20k | — | ~2.9k | Automated safety check: Pass | MIT | |
| Write Frontend TestsElite588/AUTOGPT | 103 | — | ~1.9k | Automated safety check: Pass | Custom licence | |
| API Test Suite Builderalirezarezvani/claude-skills | 28k | 1 repos | ~1.6k | Automated safety check: Pass | MIT |
openshift/oc-mirror
Convert a manual test case description into a Ginkgo oc-v2 integration test for oc-mirror
openshift/oc-mirror
Migrate an oc-mirror e2e test case to the integration test suite, translating framework, registry, invocation, and assertion patterns
pydantic/pydantic-ai
Independent power-user audit of a big new-feature PR. An agent skill from pydantic/pydantic-ai.
Elite588/AUTOGPT
Analyze the current branch diff against dev, plan integration tests for changed frontend pages/components, and write them.
alirezarezvani/claude-skills
A skill your agent uses when the user asks to generate API tests, create integration test suites, test REST endpoints, or build contract tests.
cloudposse/atmos
Author Atmos smoke tests, post-deployment stack checks, and integration tests using type: test, HTTP assertions, shell or script/interpreter checks, require gates, parallel dependencies, matrix…
av/mi
A skill your agent uses when the user wants to systematically fix AI code slop — duplicated logic, over-engineering, silent error swallowing, convention drift, cargo-cult patterns, and other…
Scans a codebase to tag every fact as draft, spec or implemented based on what the code actually shows, adding missing facts and fixing or removing wrong ones.
av/mi
Implements every @spec fact from a project's fact sheet in code, tags each one @implemented once done, and reports exactly what is left if it cannot finish.
av/mi
Works with you to turn draft behavioral facts into precise, implementable spec facts, resolving vague labels, gaps and contradictions one at a time through discussion.
av/mi
Timeboxed ideation on a topic using propose-and-critique subagent pairs.
av/mi
Answer questions about how 'mi' works, write new tools, or modify the harness.
Categories
Writes plain-English integration test specs with verifiable steps and expectations, then runs each one through a subagent that reports pass or fail with logs. md with a Prerequisites section listing any setup needed, such as environment variables, database seeding or background services. Each test is written in plain English with clear reproduction steps and a set of expectations, and every expectation must be strictly verifiable by an agent using tools such as shell commands, HTTP requests or file reads; an expectation that cannot be checked this way is invalid and has to be rewritten or removed.
Agent Integration Testing fits situations like: writing an integration test plan for a feature before validating it; running integration tests through subagents and collecting pass or fail results; fixing failures found during an integration test run.
Run `npx skills add av/mi --skill agent-integration-testing -a claude-code`. Or copy the skill folder (.agents/skills/agent-integration-testing in av/mi) into .claude/skills/agent-integration-testing in your project. Claude Code loads it when a task matches its description.
Run `npx skills add av/mi --skill agent-integration-testing -a codex`. Or copy the skill folder (.agents/skills/agent-integration-testing in av/mi) into .agents/skills/agent-integration-testing 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 av/mi --skill agent-integration-testing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agent-integration-testing, .gemini/skills/agent-integration-testing, .github/skills/agent-integration-testing and .opencode/skills/agent-integration-testing in your project.
SKILL.md names no scripts, command-line tools or credentials: Agent Integration Testing 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.
No licence was found for Agent Integration Testing or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
About 908 tokens (SKILL.md is roughly 3.6k 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 Agent Integration Testing: Automate Integration Test (openshift/oc-mirror, 124 stars), Migrate E2E To Integration (openshift/oc-mirror, 124 stars), Poweruser Feature Audit (pydantic/pydantic-ai, 20k stars) and Write Frontend Tests (Elite588/AUTOGPT, 103 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
av (a GitHub user) maintains it in av/mi, which has 102 GitHub stars. The repository holds 20 skills in this directory. The repository was last updated on September 26, 2026.
Source: av/mi on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.