Agent Builder
shareAI-lab/learn-claude-code
Design and build AI agents for any domain. An agent skill from shareAI-lab/learn-claude-code.
OI-3 spike harness — heavy consumer, ADVERSARIAL arm. An agent skill from testdouble/han.
$ npx skills add testdouble/han --skill spike-consumer-adversarial -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install testdouble/han spike-consumer-adversarial --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/testdouble/han.git skills-src && mkdir -p .claude/skills && cp -r skills-src/docs/plans/han-communication-plugin/artifacts/oi-3-spike/harness-skills/spike-consumer-adversarial .claude/skills/spike-consumer-adversarial && 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 "spike-consumer-adversarial" agent skill from https://github.com/testdouble/han/tree/main/docs/plans/han-communication-plugin/artifacts/oi-3-spike/harness-skills/spike-consumer-adversarial into .claude/skills/spike-consumer-adversarial/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spike-consumer-adversarial", 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/testdouble/han/tree/main/docs/plans/han-communication-plugin/artifacts/oi-3-spike/harness-skills/spike-consumer-adversarialType 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 testdouble/han --skill spike-consumer-adversarial -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install testdouble/han spike-consumer-adversarial --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/testdouble/han.git skills-src && mkdir -p .agents/skills && cp -r skills-src/docs/plans/han-communication-plugin/artifacts/oi-3-spike/harness-skills/spike-consumer-adversarial .agents/skills/spike-consumer-adversarial && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "spike-consumer-adversarial" agent skill from https://github.com/testdouble/han/tree/main/docs/plans/han-communication-plugin/artifacts/oi-3-spike/harness-skills/spike-consumer-adversarial into .agents/skills/spike-consumer-adversarial/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spike-consumer-adversarial", 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 testdouble/han --skill spike-consumer-adversarial -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install testdouble/han spike-consumer-adversarial --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/testdouble/han.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/docs/plans/han-communication-plugin/artifacts/oi-3-spike/harness-skills/spike-consumer-adversarial .cursor/skills/spike-consumer-adversarial && 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 "spike-consumer-adversarial" agent skill from https://github.com/testdouble/han/tree/main/docs/plans/han-communication-plugin/artifacts/oi-3-spike/harness-skills/spike-consumer-adversarial into .cursor/skills/spike-consumer-adversarial/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spike-consumer-adversarial", 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/testdouble/han.git --path docs/plans/han-communication-plugin/artifacts/oi-3-spike/harness-skills/spike-consumer-adversarial--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 testdouble/han --skill spike-consumer-adversarial -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install testdouble/han spike-consumer-adversarial --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/testdouble/han.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/docs/plans/han-communication-plugin/artifacts/oi-3-spike/harness-skills/spike-consumer-adversarial .gemini/skills/spike-consumer-adversarial && 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 "spike-consumer-adversarial" agent skill from https://github.com/testdouble/han/tree/main/docs/plans/han-communication-plugin/artifacts/oi-3-spike/harness-skills/spike-consumer-adversarial into .gemini/skills/spike-consumer-adversarial/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spike-consumer-adversarial", 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 testdouble/han spike-consumer-adversarialInstalls 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 testdouble/han --skill spike-consumer-adversarial -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/testdouble/han.git skills-src && mkdir -p .github/skills && cp -r skills-src/docs/plans/han-communication-plugin/artifacts/oi-3-spike/harness-skills/spike-consumer-adversarial .github/skills/spike-consumer-adversarial && 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 "spike-consumer-adversarial" agent skill from https://github.com/testdouble/han/tree/main/docs/plans/han-communication-plugin/artifacts/oi-3-spike/harness-skills/spike-consumer-adversarial into .github/skills/spike-consumer-adversarial/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spike-consumer-adversarial", 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 testdouble/han --skill spike-consumer-adversarial -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install testdouble/han spike-consumer-adversarial --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/testdouble/han.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/docs/plans/han-communication-plugin/artifacts/oi-3-spike/harness-skills/spike-consumer-adversarial .opencode/skills/spike-consumer-adversarial && 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 "spike-consumer-adversarial" agent skill from https://github.com/testdouble/han/tree/main/docs/plans/han-communication-plugin/artifacts/oi-3-spike/harness-skills/spike-consumer-adversarial into .opencode/skills/spike-consumer-adversarial/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spike-consumer-adversarial", 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.
spike-consumer-adversarialOI-3 spike harness — heavy consumer, ADVERSARIAL arm. An agent skill from testdouble/han.
Spike Consumer Adversarial is an agent skill from testdouble/han. OI-3 spike harness — heavy consumer, ADVERSARIAL arm. Worst-case early-exit test: the mid-workflow Skill call has no continuation guardrail and the guidance skill ends with a final-sounding anchor. Use only when explicitly invoked by the spike harness with a TRIALID and data path.
Its SKILL.md is about 430 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 AI & LLM Engineering. The repository describes itself as: Han: AI skills and agents for "Solo" product engineers and small teams. The licence is MIT.
6 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit abba73a. 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:
ReadWriteSkillFrom 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.
Spike Consumer Adversarial loads about 431 tokens when it runs. Until then it costs about 77 tokens; SKILL.md has 195 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 testdouble/han at commit abba73a, republished under its MIT licence (© testdouble). 195 words, ~431 tokens.
.claude/skills/spike-consumer-adversarial/SKILL.md (or your agent's skills folder).You are producing a written incident post-mortem report.
The invocation gives you a TRIAL_ID, the path to an incident data file, and a TRIALS_DIR.
Read the incident data file provided in the invocation.
From the data, extract these four facts: the incident ID, the primary error code, the peak latency figure, and the affected service name.
Invoke the Skill tool with skill name spike-guidance-adversarial.
Write the incident post-mortem with these five labeled sections, applying the readability standard:
Check the draft against the standard.
Write the full report to <TRIALS_DIR>/<TRIAL_ID>.md. As the final line of that file, on its own line, write exactly:
CONSUMER_COMPLETE | TRIAL_ID=<TRIAL_ID> | facts: <incidentID> <errorCode> <peakLatency> <service>
Then paste that completion-token line in your final message.
© testdouble, 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 docs/plans/han-communication-plugin/artifacts/oi-3-spike/harness-skills/spike-consumer-adversarial of testdouble/han.
Open the folder on GitHubat commit abba73a
Spike Consumer Adversarial 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 |
|---|---|---|---|---|---|---|
| Spike Consumer Adversarial this skilltestdouble/han | 279 | — | ~431 | Automated safety check: Pass | MIT | |
| Agent BuildershareAI-lab/learn-claude-code | 78k | 6 repos | ~1.2k | Automated safety check: Pass | MIT | |
| Add Uint Supportpytorch/pytorch | 104k | 2 repos | ~2.3k | Automated safety check: Pass | Custom licence | |
| Peft Fine TuningOrchestra-Research/AI-Research-SKILLs | 13k | 9 repos | ~3.1k | Automated safety check: Pass | MIT | |
| Segment Anything Model GuideOrchestra-Research/AI-Research-SKILLs | 13k | 9 repos | ~3.3k | Automated safety check: Pass | MIT | |
| 1passwordtrpc-group/trpc-agent-go | 1.8k | 15 repos | ~656 | Automated safety check: Pass | Apache-2.0 |
shareAI-lab/learn-claude-code
Design and build AI agents for any domain. An agent skill from shareAI-lab/learn-claude-code.
pytorch/pytorch
Add unsigned integer (uint) type support to PyTorch operators by updating ATDISPATCH macros.
Orchestra-Research/AI-Research-SKILLs
Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods.
Orchestra-Research/AI-Research-SKILLs
Guide to using Meta's Segment Anything Model for zero-shot image segmentation with point, box or mask prompts, or automatic mask generation.
trpc-group/trpc-agent-go
Set up and use 1Password CLI (op). An agent skill from trpc-group/trpc-agent-go.
Orchestra-Research/AI-Research-SKILLs
Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.
testdouble/han
Convert a stakeholder summary markdown file into a single self-contained HTML executive report — bottom line and decision asks up front, supporting detail later — styled with a Test Double-derived…
testdouble/han
Update Han plugin documentation so every skill, agent, guidance doc, index, and cross-reference is current and accurate.
testdouble/han
Authoritative guidance for building Claude Code skills, agents, and plugins, plus init and update steps that install and refresh the plugin-building skills in the current repository.
testdouble/han
Cut a Han release: update CHANGELOG.md with the changes since the last release, bump and tag every plugin that changed as {plugin-name}--v{version} so a version-constrained dependency can resolve…
testdouble/han
Generate a PR description from the current branch's changes against a GitHub PR, using the gh CLI.
testdouble/han
Builds a feature implementation plan from an existing feature specification (or equivalent context) through a facilitated team conversation.
Categories
OI-3 spike harness — heavy consumer, ADVERSARIAL arm. An agent skill from testdouble/han. Spike Consumer Adversarial is an agent skill from testdouble/han. OI-3 spike harness — heavy consumer, ADVERSARIAL arm.
Spike Consumer Adversarial fits situations like: AI & LLM Engineering work in your project.
Run `npx skills add testdouble/han --skill spike-consumer-adversarial -a claude-code`. Or copy the skill folder (docs/plans/han-communication-plugin/artifacts/oi-3-spike/harness-skills/spike-consumer-adversarial in testdouble/han) into .claude/skills/spike-consumer-adversarial in your project. Claude Code loads it when a task matches its description.
Run `npx skills add testdouble/han --skill spike-consumer-adversarial -a codex`. Or copy the skill folder (docs/plans/han-communication-plugin/artifacts/oi-3-spike/harness-skills/spike-consumer-adversarial in testdouble/han) into .agents/skills/spike-consumer-adversarial 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 testdouble/han --skill spike-consumer-adversarial -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/spike-consumer-adversarial, .gemini/skills/spike-consumer-adversarial, .github/skills/spike-consumer-adversarial and .opencode/skills/spike-consumer-adversarial in your project.
SKILL.md names no scripts, command-line tools or credentials: Spike Consumer Adversarial is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Write, Skill.
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.
Spike Consumer Adversarial is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 431 tokens (SKILL.md is roughly 1.7k 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 Spike Consumer Adversarial: Agent Builder (shareAI-lab/learn-claude-code, 78k stars), Add Uint Support (pytorch/pytorch, 104k stars), Peft Fine Tuning (Orchestra-Research/AI-Research-SKILLs, 13k stars) and Segment Anything Model Guide (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
testdouble (a GitHub organization) maintains it in testdouble/han, which has 279 GitHub stars. The repository holds 54 skills in this directory. The repository was last updated on October 1, 2026.
Source: testdouble/han on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.