Claude Code Agent Development
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.
Use only when the user explicitly invokes grill-for-unknowns or asks for a map-vs-territory unknowns pass, blindspot discovery, unknown-known prototypes, or a subagent launch packet before…
$ npx skills add Asymmetric-al/core --skill grill-for-unknowns -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Asymmetric-al/core grill-for-unknowns --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/Asymmetric-al/core.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/grill-for-unknowns .claude/skills/grill-for-unknowns && 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 "grill-for-unknowns" agent skill from https://github.com/Asymmetric-al/core/tree/develop/.agents/skills/grill-for-unknowns into .claude/skills/grill-for-unknowns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "grill-for-unknowns", 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/Asymmetric-al/core/tree/develop/.agents/skills/grill-for-unknownsType 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 Asymmetric-al/core --skill grill-for-unknowns -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Asymmetric-al/core grill-for-unknowns --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Asymmetric-al/core.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/grill-for-unknowns .agents/skills/grill-for-unknowns && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "grill-for-unknowns" agent skill from https://github.com/Asymmetric-al/core/tree/develop/.agents/skills/grill-for-unknowns into .agents/skills/grill-for-unknowns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "grill-for-unknowns", 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 Asymmetric-al/core --skill grill-for-unknowns -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Asymmetric-al/core grill-for-unknowns --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Asymmetric-al/core.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/grill-for-unknowns .cursor/skills/grill-for-unknowns && 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 "grill-for-unknowns" agent skill from https://github.com/Asymmetric-al/core/tree/develop/.agents/skills/grill-for-unknowns into .cursor/skills/grill-for-unknowns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "grill-for-unknowns", 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/Asymmetric-al/core.git --path .agents/skills/grill-for-unknowns--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 Asymmetric-al/core --skill grill-for-unknowns -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Asymmetric-al/core grill-for-unknowns --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Asymmetric-al/core.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/grill-for-unknowns .gemini/skills/grill-for-unknowns && 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 "grill-for-unknowns" agent skill from https://github.com/Asymmetric-al/core/tree/develop/.agents/skills/grill-for-unknowns into .gemini/skills/grill-for-unknowns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "grill-for-unknowns", 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 Asymmetric-al/core grill-for-unknownsInstalls 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 Asymmetric-al/core --skill grill-for-unknowns -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Asymmetric-al/core.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/grill-for-unknowns .github/skills/grill-for-unknowns && 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 "grill-for-unknowns" agent skill from https://github.com/Asymmetric-al/core/tree/develop/.agents/skills/grill-for-unknowns into .github/skills/grill-for-unknowns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "grill-for-unknowns", 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 Asymmetric-al/core --skill grill-for-unknowns -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Asymmetric-al/core grill-for-unknowns --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Asymmetric-al/core.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/grill-for-unknowns .opencode/skills/grill-for-unknowns && 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 "grill-for-unknowns" agent skill from https://github.com/Asymmetric-al/core/tree/develop/.agents/skills/grill-for-unknowns into .opencode/skills/grill-for-unknowns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "grill-for-unknowns", 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.
grill-for-unknownsUse only when the user explicitly invokes grill-for-unknowns or asks for a map-vs-territory unknowns pass, blindspot discovery, unknown-known prototypes, or a subagent launch packet before…
Grill For Unknowns is an agent skill from Asymmetric-al/core. Use only when the user explicitly invokes grill-for-unknowns or asks for a map-vs-territory unknowns pass, blindspot discovery, unknown-known prototypes, or a subagent launch packet before implementation.
Its SKILL.md is about 4.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 14 other files, including reference files (for example `.claude-plugin/plugin.json`, `README.md` and `references/domain-modeling-add-on.md`).
It sits in Agent Workflows, covering Subagents. The repository describes itself as: A high-performance, enterprise-grade Next.js 16 application for mission-focused non-profit organizations. Built for high impact teams. The licence is MIT.
3 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 71b81fa. 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:
bunFrom 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.
Grill For Unknowns loads about 4.6k tokens when it runs, and up to ~7.3k if it reads all its reference files. Until then it costs about 56 tokens; SKILL.md has 2,206 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 Asymmetric-al/core at commit 71b81fa, republished under its MIT licence (© Asymmetric-al). 2,206 words, ~4,563 tokens.
.claude/skills/grill-for-unknowns/SKILL.md (or your agent's skills folder). This skill also uses 11 other files; get the full folder from GitHub.<!-- CORE-OVERLAY-START -->
Core uses this as the high-rigor, evidence-grounded unknown-discovery route.
It is not a replacement for every plan, ordinary implementation work, or the
lighter grilling, grill-me, and grill-with-docs flows. Root AGENTS.md,
OpenSpec, repo-local rulebooks, and current source evidence remain
authoritative when bundled examples or generic paths disagree. The preserved
Hermes related_skills metadata is upstream discovery metadata, not a Core
runtime dependency; this skill remains self-contained.
grill-for-unknowns.Do not auto-route this skill merely because a task is complex. Use grilling
for an ordinary plan stress test, grill-with-docs for the normal repo-backed
grill plus domain-model maintenance, grill-me for a stateless interview, and
wayfinder when the work is too large for one context window.
Asymmetric-al/core scope and working-set/stack
preamble; fall back explicitly to rg plus full local reads when the index
is stale or lacks evidence.grilling or grill-with-docs alongside it.docs/ai/skills/domain-modeling/ formats; bundled templates remain portable
working aids, not a mandate to create generic files.bun run skills:sync.<!-- CORE-OVERLAY-END -->
The core idea is:
This skill combines docs-grounded grilling, one-question-at-a-time interviewing, domain modeling, and a four-quadrant unknowns pass.
Grilling here means few, evidence-priced questions — not relentless interrogation; not asking about a non-material topic is correct behavior. The goal is to discover the few answers that would materially change the plan (see the Material criterion below) — and to write down the shared understanding as it forms.
Use when:
Do not use when:
Stay in Explore or Plan mode until the unknowns that could change the implementation are resolved or explicitly accepted as assumptions.
The grill has a defined end: it is over when the unknowns ledger is empty — every material unknown resolved, defaulted, or explicitly accepted. Announce the remaining count as it shrinks (e.g., "2 material unknowns left") so the user can see the end approaching.
Default sequence:
templates/grill-session.md when the session is complex enough to need a durable working doc.references/domain-modeling-add-on.md for CONTEXT.md / ADR rules.CONTEXT.md for crystallized domain terms and offer ADRs when the Domain Modeling criteria are met.Use this table explicitly in the output when the task is ambiguous enough to justify it.
| Type | Meaning | How to expose it | Example |
|---|---|---|---|
| Known knowns | Requirements already stated or proven by docs/source | Restate and cite | "Use Stripe Connect; webhook endpoint already exists." |
| Known unknowns | The user/agent knows a decision is unresolved | Ask targeted questions or choose labeled defaults | "Should refunds sync one-way or two-way?" |
| Unknown knowns | The user would recognize the right result when shown, but has not verbalized the criterion | Prototype, sketches, examples, references | "This dashboard feels too enterprise; make it more operator-like." |
| Unknown unknowns | Constraints or possibilities nobody has considered yet | Blindspot pass over docs/source/tests/internet; ask experts; search prior art | "The API rate limit makes this sync architecture impossible." |
Before asking the user to decide, inspect available ground truth:
Fetch missing-but-retrievable docs; if docs cannot be accessed, say so and mark the claim as unverified.
Good grill questions have all three properties:
Bad grill questions:
If an answer is required to proceed, ask one question, explain why it matters, and give a recommended default. Walk the design tree branch-by-branch — do not dump the whole tree on the user at once.
Template:
Blocking question: <question>
Why it matters: <what changes if answer A vs B>
Evidence: <doc/source/test/reference citation>
Recommended answer: <default + rationale>
If you don't care: I'll proceed with <default>.If multiple questions are useful but not blocking, keep them in the grill queue and ask the next unresolved material decision first.
Budget and exit rules:
Grilling must also maintain shared language. During the grill, challenge fuzzy or overloaded terms immediately, compare the user's terms against existing CONTEXT.md, code identifiers, docs, and product copy, and update CONTEXT.md when a term crystallizes (glossary only — no plans, scratchpads, or ADR content).
Offer an ADR only when the decision is (1) hard to reverse, (2) surprising without context, and (3) the result of a real trade-off; otherwise record it in the session/implementation notes. See references/domain-modeling-add-on.md for file layout, formats, and examples.
Run a blindspot pass when the user is entering an unfamiliar domain, unfamiliar part of the codebase, or high-stakes integration: search the relevant docs/source/tests — including documented limits and known failure modes of load-bearing dependencies — for unknown unknowns that could materially change the plan, explain them in plain language, rank by implementation risk, and suggest how to resolve each one cheaply.
Output shape:
## Blindspot Pass
### Highest-risk unknown unknowns
1. <unknown>
- Why it matters:
- Evidence:
- Cheap resolution:
- Decision owner: user / agent / docs / prototype
### Likely safe assumptions
- <assumption> — why safe, how to verify later
### Questions worth asking now
1. <one material question>When the user will recognize the right answer visually or behaviorally but cannot fully specify it:
When producing the plan, lead with the decisions most likely to change:
For complex work, create a temporary implementation notes file such as implementation-notes.md or include an equivalent section in the final report. Use templates/implementation-notes.md for the minimum sections: plan snapshot, decisions made, deviations, new unknowns, and verification.
Default deviation policy:
After implementation, help the user and reviewers understand the territory discovered during the work.
Deliver:
Before spawning a subagent or external coding agent, prepare a launch packet from templates/launch-packet.md. It covers: goal, map, territory to inspect first, the four unknowns categories, deviation policy, and verification gates.
If using multiple subagents, split roles:
Before moving from planning to implementation:
Before finalizing implementation:
Adapted from Matt Pocock's grilling + domain-modeling skills and Thariq's "Finding Your Unknowns" article — see README.md for full attribution.
© Asymmetric-al, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 11 other files (references) in .agents/skills/grill-for-unknowns of Asymmetric-al/core.
Open the folder on GitHubat commit 71b81fa
Grill For Unknowns 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 |
|---|---|---|---|---|---|---|
| Grill For Unknowns this skillAsymmetric-al/core | 381 | — | ~4.6k | Automated safety check: Pass | MIT | |
| Claude Code Agent Developmentanthropics/claude-plugins-official | 38k | 7 repos | ~2.8k | Automated safety check: Pass | Apache-2.0 | |
| Subagent Driven DevelopmentAsvarox/allkaraoke | 261 | 38 repos | ~1.2k | Automated safety check: Pass | None | |
| Dispatching Parallel Agentsultralisp/ultralisp | 258 | 41 repos | ~1.5k | Automated safety check: Pass | None | |
| Reflect on Session Learningscursor/plugins | 11k | 5 repos | ~1.2k | Automated safety check: Pass | None | |
| Paseo Advisor Second Opiniongetpaseo/paseo | 20k | 1 repos | ~756 | Automated safety check: Pass | Custom licence |
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.
Asvarox/allkaraoke
A skill your agent uses when executing implementation plans with independent tasks in the current session
ultralisp/ultralisp
A skill your agent uses when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
cursor/plugins
Starts three parallel reviewer subagents over the current conversation transcript, then turns their findings into concrete edits to existing skills.
getpaseo/paseo
Launches one separate agent through Paseo to give a second opinion on the current task, with a self-contained briefing and no permission to edit files.
rebelytics/one-skill-to-rule-them-all
Monitors task execution for skill improvement opportunities.
Asymmetric-al/core
Implement idempotency keys and handling to ensure operations can be safely retried without duplicate effects.
Asymmetric-al/core
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Asymmetric-al/core
A skill your agent uses when building any system where email content triggers actions — AI agent inboxes, automated support handlers, email-to-task pipelines, or any workflow processing untrusted…
Asymmetric-al/core
Build modern, composable, and accessible React UI components following the components.build specification.
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Guides a one-question-at-a-time design interview, captures alignment in agent/EVE-BRIEF.md, then scaffolds and implements a runnable eve agent with verbose teaching comments.
Asymmetric-al/core
Design engineering principles and patterns for building polished, accessible web interfaces.
Categories
Use only when the user explicitly invokes grill-for-unknowns or asks for a map-vs-territory unknowns pass, blindspot discovery, unknown-known prototypes, or a subagent launch packet before…. Grill For Unknowns is an agent skill from Asymmetric-al/core. Use only when the user explicitly invokes grill-for-unknowns or asks for a map-vs-territory unknowns pass, blindspot discovery, unknown-known prototypes, or a subagent launch packet before implementation.
Grill For Unknowns fits situations like: explicitly invokes grill-for-unknowns; asks for a map-vs-territory unknowns pass; blindspot discovery; unknown-known prototypes.
Run `npx skills add Asymmetric-al/core --skill grill-for-unknowns -a claude-code`. Or copy the skill folder (.agents/skills/grill-for-unknowns in Asymmetric-al/core) into .claude/skills/grill-for-unknowns in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Asymmetric-al/core --skill grill-for-unknowns -a codex`. Or copy the skill folder (.agents/skills/grill-for-unknowns in Asymmetric-al/core) into .agents/skills/grill-for-unknowns 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 Asymmetric-al/core --skill grill-for-unknowns -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/grill-for-unknowns, .gemini/skills/grill-for-unknowns, .github/skills/grill-for-unknowns and .opencode/skills/grill-for-unknowns in your project.
Going by SKILL.md and its folder, Grill For Unknowns needs the command-line tools its instructions call (bun).
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.
Grill For Unknowns is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 4.6k tokens (SKILL.md is roughly 18k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.7k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Grill For Unknowns: Claude Code Agent Development (anthropics/claude-plugins-official, 38k stars), Subagent Driven Development (Asvarox/allkaraoke, 261 stars), Dispatching Parallel Agents (ultralisp/ultralisp, 258 stars) and Reflect on Session Learnings (cursor/plugins, 11k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Asymmetric-al (a GitHub organization) maintains it in Asymmetric-al/core, which has 381 GitHub stars. The repository holds 43 skills in this directory. The repository was last updated on October 11, 2026.
Source: Asymmetric-al/core on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.