Vercel Composition Patterns
supabase/supabase
React composition patterns that scale. An agent skill from supabase/supabase.
The GAIA terminal UI (gaia-tui) — how to build it, launch it with a real pty, drive it through the loopback control API, choose a local or cloud model provider, and read its logs.
$ npx skills add amd/gaia --skill gaia-tui-manual -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install amd/gaia gaia-tui-manual --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/amd/gaia.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/gaia-tui-manual .claude/skills/gaia-tui-manual && 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 "gaia-tui-manual" agent skill from https://github.com/amd/gaia/tree/main/.claude/skills/gaia-tui-manual into .claude/skills/gaia-tui-manual/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gaia-tui-manual", 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/amd/gaia/tree/main/.claude/skills/gaia-tui-manualType 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 amd/gaia --skill gaia-tui-manual -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install amd/gaia gaia-tui-manual --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amd/gaia.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/gaia-tui-manual .agents/skills/gaia-tui-manual && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "gaia-tui-manual" agent skill from https://github.com/amd/gaia/tree/main/.claude/skills/gaia-tui-manual into .agents/skills/gaia-tui-manual/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gaia-tui-manual", 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 amd/gaia --skill gaia-tui-manual -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install amd/gaia gaia-tui-manual --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amd/gaia.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/gaia-tui-manual .cursor/skills/gaia-tui-manual && 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 "gaia-tui-manual" agent skill from https://github.com/amd/gaia/tree/main/.claude/skills/gaia-tui-manual into .cursor/skills/gaia-tui-manual/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gaia-tui-manual", 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/amd/gaia.git --path .claude/skills/gaia-tui-manual--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 amd/gaia --skill gaia-tui-manual -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install amd/gaia gaia-tui-manual --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amd/gaia.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/gaia-tui-manual .gemini/skills/gaia-tui-manual && 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 "gaia-tui-manual" agent skill from https://github.com/amd/gaia/tree/main/.claude/skills/gaia-tui-manual into .gemini/skills/gaia-tui-manual/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gaia-tui-manual", 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 amd/gaia gaia-tui-manualInstalls 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 amd/gaia --skill gaia-tui-manual -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/amd/gaia.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/gaia-tui-manual .github/skills/gaia-tui-manual && 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 "gaia-tui-manual" agent skill from https://github.com/amd/gaia/tree/main/.claude/skills/gaia-tui-manual into .github/skills/gaia-tui-manual/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gaia-tui-manual", 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 amd/gaia --skill gaia-tui-manual -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install amd/gaia gaia-tui-manual --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amd/gaia.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/gaia-tui-manual .opencode/skills/gaia-tui-manual && 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 "gaia-tui-manual" agent skill from https://github.com/amd/gaia/tree/main/.claude/skills/gaia-tui-manual into .opencode/skills/gaia-tui-manual/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gaia-tui-manual", 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.
gaia-tui-manualThe GAIA terminal UI (gaia-tui) — how to build it, launch it with a real pty, drive it through the loopback control API, choose a local or cloud model provider, and read its logs.
Gaia Tui Manual is an agent skill from amd/gaia. The GAIA terminal UI (gaia-tui) — how to build it, launch it with a real pty, drive it through the loopback control API, choose a local or cloud model provider, and read its logs. Use when running, testing, debugging, or documenting the TUI, when a preflight row blocks a launch, when driving the TUI from a script or assistant, or when a TUI question would otherwise be answered by guessing at the Go source.
Its SKILL.md is about 870 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 Development. The repository describes itself as: Build AI agents for your PC. The licence is MIT.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 55c555a. 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.
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.
Gaia Tui Manual loads about 866 tokens when it runs. Until then it costs about 106 tokens; SKILL.md has 417 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 amd/gaia at commit 55c555a, republished under its MIT licence (© amd). 417 words, ~866 tokens.
.claude/skills/gaia-tui-manual/SKILL.md (or your agent's skills folder).Two manuals carry the detail. Read the matching one before touching the TUI — both are written from verified runs, not from reading the source.
docs/guides/terminal-hub.mdx) —
install, the setup gate and what each row means, choosing where inference
runs, day-to-day use, the permission prompt, troubleshooting.docs/reference/tui-dev.mdx) — the three-process architecture, building,
the full control-API reference, pty allocation, logs and traces, and running
a local model on a dev box..claude/skills/driving-the-tui/ covers the same control API from the
assistant's side; the developer manual is the reference it defers to for
endpoint shapes.
Each of these cost a real debugging session. They are in the manuals too — this is the short list worth carrying in your head.
The agent subprocess outlives your edits. gaia-tui spawns gaia-agent
once. Change Python under src/gaia/ or hub/agents/ and the running
session keeps executing the old code — a before/after measurement taken
without a restart is two measurements of the same build. Restart the TUI.
keys takes an array. {"keys": ["p"]}. A bare string is rejected with
cannot unmarshal string into Go struct field keysRequest.keys of type []string. text types but does not submit — follow with ["enter"].
It needs a real pty. script fails on a socket
(tcgetattr/ioctl: Operation not supported), and driving Terminal.app via
osascript can time out with -1712 and leave nothing running. Allocate
the pty yourself with pty.fork(), size it with TIOCSWINSZ, and drain the
fd or the child blocks. Call resize first in any drive script.
Wait, never sleep — POST /control/v1/wait blocks server-side on
contains / absent / state. But {"state":{"streaming":false}} can
match the instant before a turn starts; confirm streaming went true first,
or poll status.
The "Language model" preflight row includes the embedder. A machine with
a working chat model still blocks on the ~300 MB
user.embeddinggemma-300m-GGUF, while the row says "Several GB".
gaia init --check names the exact missing id.
view in status before sending keys; keys sent to the wrong screen do
nothing and read as a broken binding.TOOL_LOADER lines in ~/.gaia/logs/gaia-agent.log before
believing the agent when it says a capability "isn't available" — it may
simply not have been selected for that turn.© amd, 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 .claude/skills/gaia-tui-manual of amd/gaia.
Open the folder on GitHubat commit 55c555a
Gaia Tui Manual 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 |
|---|---|---|---|---|---|---|
| Gaia Tui Manual this skillamd/gaia | 1.6k | — | ~866 | Automated safety check: Pass | MIT | |
| Vercel Composition Patternssupabase/supabase | 111k | 58 repos | ~726 | Automated safety check: Pass | MIT | |
| Finishing a Development Branchobra/superpowers | 297k | 5 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Typescript Advanced Typesrolling-scopes/rsschool-app | 10k | 25 repos | ~4.2k | Automated safety check: Pass | MPL-2.0 | |
| PR Babysitteropeninterpreter/openinterpreter | 69k | 3 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 4 repos | ~1.1k | Automated safety check: Pass | MIT |
supabase/supabase
React composition patterns that scale. An agent skill from supabase/supabase.
obra/superpowers
Walks the last step of a branch: confirm tests pass, detect the git environment, ask how to integrate, carry out your choice and clean up the worktree.
rolling-scopes/rsschool-app
Master TypeScript's advanced type system including generics, conditional types, mapped types, template literals, and utility types for building type-safe applications.
openinterpreter/openinterpreter
Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.
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.
onyx-dot-app/onyx
Iteratively improves a PR (GitHub), MR (GitLab), or shelved changelist (Perforce) until Greptile gives it a 5/5 confidence score with zero unresolved comments.
amd/gaia
Adds a release eval scorecard to a GAIA hub agent by writing a harness adapter, running a real eval, and wiring the result into the agent's README and release gate.
amd/gaia
Walks through releasing a GAIA sidecar agent as a frozen binary plus npm client through the tag-triggered Agent Hub CI pipeline, with a human gate before publishing.
amd/gaia
Mines local Claude Code session transcripts with a deterministic Python pipeline to show what the agent is actually used for, how often it fails and what it costs.
amd/gaia
Benchmarks AMD's GAIA agent against Claude Code and across models on quality, honesty, steps, tokens, time and real cost, using gaia eval tasks.
amd/gaia
Guides safe code changes by finding the right file with grep or semantic search, reading before editing, reproducing bugs first, and proving a fix with a real test run.
amd/gaia
Walks through scaffolding, writing and testing a new GAIA agent as a Python class with the SDK, from the base Agent subclass to registered tool methods.
Categories
The GAIA terminal UI (gaia-tui) — how to build it, launch it with a real pty, drive it through the loopback control API, choose a local or cloud model provider, and read its logs. Gaia Tui Manual is an agent skill from amd/gaia. The GAIA terminal UI (gaia-tui) — how to build it, launch it with a real pty, drive it through the loopback control API, choose a local or cloud model provider, and read its logs.
Gaia Tui Manual fits situations like: documenting the TUI; A preflight row blocks a launch; driving the TUI from a script; A TUI question would otherwise be answered by guessing at the Go source.
Run `npx skills add amd/gaia --skill gaia-tui-manual -a claude-code`. Or copy the skill folder (.claude/skills/gaia-tui-manual in amd/gaia) into .claude/skills/gaia-tui-manual in your project. Claude Code loads it when a task matches its description.
Run `npx skills add amd/gaia --skill gaia-tui-manual -a codex`. Or copy the skill folder (.claude/skills/gaia-tui-manual in amd/gaia) into .agents/skills/gaia-tui-manual 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 amd/gaia --skill gaia-tui-manual -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/gaia-tui-manual, .gemini/skills/gaia-tui-manual, .github/skills/gaia-tui-manual and .opencode/skills/gaia-tui-manual in your project.
SKILL.md names no scripts, command-line tools or credentials: Gaia Tui Manual is instructions for the agent only. Our summary lists: Python 3.
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.
Gaia Tui Manual is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 866 tokens (SKILL.md is roughly 3.5k 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 Gaia Tui Manual: Vercel Composition Patterns (supabase/supabase, 111k stars), Finishing a Development Branch (obra/superpowers, 297k stars), Typescript Advanced Types (rolling-scopes/rsschool-app, 10k stars) and PR Babysitter (openinterpreter/openinterpreter, 69k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
amd (a GitHub organization) maintains it in amd/gaia, which has 1,579 GitHub stars. The repository holds 44 skills in this directory. The repository was last updated on October 9, 2026.
Source: amd/gaia on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.