Hook Development for Claude Code Plugins
anthropics/claude-plugins-official
Explains how to write Claude Code plugin hooks, both prompt-based checks and bash commands, for events such as PreToolUse, Stop and SessionStart.
Audit OpenClaw token usage, purge stale sessions, and optimize inference speed.
MITAuto-check passed
Install Inference Optimizer
$ npx skills add aAAaqwq/AGI-Super-Team --skill inference-optimizer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aAAaqwq/AGI-Super-Team inference-optimizer --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/aAAaqwq/AGI-Super-Team.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/inference-optimizer .claude/skills/inference-optimizer && 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 "inference-optimizer" agent skill from https://github.com/aAAaqwq/AGI-Super-Team/tree/main/skills/inference-optimizer into .claude/skills/inference-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "inference-optimizer", 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/aAAaqwq/AGI-Super-Team/tree/main/skills/inference-optimizerType 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 aAAaqwq/AGI-Super-Team --skill inference-optimizer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aAAaqwq/AGI-Super-Team inference-optimizer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aAAaqwq/AGI-Super-Team.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/inference-optimizer .agents/skills/inference-optimizer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "inference-optimizer" agent skill from https://github.com/aAAaqwq/AGI-Super-Team/tree/main/skills/inference-optimizer into .agents/skills/inference-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "inference-optimizer", 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 aAAaqwq/AGI-Super-Team --skill inference-optimizer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aAAaqwq/AGI-Super-Team inference-optimizer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aAAaqwq/AGI-Super-Team.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/inference-optimizer .cursor/skills/inference-optimizer && 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 "inference-optimizer" agent skill from https://github.com/aAAaqwq/AGI-Super-Team/tree/main/skills/inference-optimizer into .cursor/skills/inference-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "inference-optimizer", 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/aAAaqwq/AGI-Super-Team.git --path skills/inference-optimizer--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 aAAaqwq/AGI-Super-Team --skill inference-optimizer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aAAaqwq/AGI-Super-Team inference-optimizer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aAAaqwq/AGI-Super-Team.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/inference-optimizer .gemini/skills/inference-optimizer && 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 "inference-optimizer" agent skill from https://github.com/aAAaqwq/AGI-Super-Team/tree/main/skills/inference-optimizer into .gemini/skills/inference-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "inference-optimizer", 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 aAAaqwq/AGI-Super-Team inference-optimizerInstalls 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 aAAaqwq/AGI-Super-Team --skill inference-optimizer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aAAaqwq/AGI-Super-Team.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/inference-optimizer .github/skills/inference-optimizer && 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 "inference-optimizer" agent skill from https://github.com/aAAaqwq/AGI-Super-Team/tree/main/skills/inference-optimizer into .github/skills/inference-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "inference-optimizer", 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 aAAaqwq/AGI-Super-Team --skill inference-optimizer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aAAaqwq/AGI-Super-Team inference-optimizer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aAAaqwq/AGI-Super-Team.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/inference-optimizer .opencode/skills/inference-optimizer && 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 "inference-optimizer" agent skill from https://github.com/aAAaqwq/AGI-Super-Team/tree/main/skills/inference-optimizer into .opencode/skills/inference-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "inference-optimizer", 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.
Facts
- Skill name
inference-optimizer- GitHub stars
- 105
- Used in
- 1 other repo
- Token cost
- ~355 tokens
- SKILL.md length
- 143 words
- Files
- 9 (incl. scripts)
- Skills in repo
- 161
- Repo updated
- First seen
- Licence
- MIT
At a glance
Audit OpenClaw token usage, purge stale sessions, and optimize inference speed.
- Works in 3 steps: Audit: Exec bash… → Purge: If user approves purge after… → Full optimization: For Task 1–5…
- The user sends /optimize
- SKILL.md covers Triggers, Workflow, Path Resolution and Allowlist
- Runs Shell scripts from its folder; calls bash
What it does
Inference Optimizer is an agent skill from aAAaqwq/AGI-Super-Team. Audit OpenClaw token usage, purge stale sessions, and optimize inference speed. Use when the user sends /optimize, /audit, asks to purge sessions, or wants a token/workspace audit.
Its SKILL.md is about 360 tokens, which your agent loads only when the skill is triggered. The skill folder holds 9 other files, including scripts (for example `README.md`, `optimization-agent.md` and `scripts/openclaw-audit.sh`).
It works with Bash. The repository describes itself as: An installable, cross-framework AI organization: C-suite agents, expert subagents, curated skills, independent review, and one-command setup across 18 AI client/runtime adapters. The licence is MIT.
When your agent uses it
- The user sends /optimize
- Asks to purge sessions
- Wants a token/workspace audit
Example prompts
- “/inference-optimizer”
Requirements
- A Bash shell
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Audit: Exec bash /scripts/openclaw-audit.sh, return raw output. Do NOT ask what to optimize. Do NOT list options.
- Purge: If user approves purge after audit, exec bash /scripts/purge-stale-sessions.sh, return raw output.
- Full optimization: For Task 1–5 (workspace rewrite, heartbeat, deploy), read optimization-agent.md and follow its flow.
What it can do on your machine
Read from SKILL.md and the folder at commit 331ecd3. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
Ships 4 files in scripts/ (Shell), which the agent can run.
Shell commands in SKILL.md call:
bash
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Inference Optimizer loads about 355 tokens when it runs. Until then it costs about 50 tokens; SKILL.md has 143 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.
Safety
Auto-check passed
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); the scripts in this folder are not scanned.
SKILL.md
The full file from aAAaqwq/AGI-Super-Team at commit 331ecd3, republished under its MIT licence (© aAAaqwq). 143 words, ~355 tokens.
Download SKILL.mdSave it as
.claude/skills/inference-optimizer/SKILL.md (or your agent's skills folder). This skill also uses 8 other files; get the full folder from GitHub.- name
- inference-optimizer
- description
- Audit OpenClaw token usage, purge stale sessions, and optimize inference speed. Use when the user sends /optimize, /audit, asks to purge sessions, or wants a token/workspace audit.
- license
- MIT
- metadata.author
- clawdbot
- metadata.version
- 0.1.0
Inference Optimizer
Optimize OpenClaw for maximum inference speed and minimum token usage. When user sends /optimize or /audit, exec the audit script and return raw output. When user approves purge, exec the purge script.
Triggers
/optimize— run audit/audit— same as /optimize- "purge sessions", "purge stale", "clean up sessions" — after audit, if user approves
Workflow
- Audit: Exec
bash <skill_dir>/scripts/openclaw-audit.sh, return raw output. Do NOT ask what to optimize. Do NOT list options. - Purge: If user approves purge after audit, exec
bash <skill_dir>/scripts/purge-stale-sessions.sh, return raw output. - Full optimization: For Task 1–5 (workspace rewrite, heartbeat, deploy), read
optimization-agent.mdand follow its flow.
Path Resolution
Scripts live at ~/clawd/skills/public/inference-optimizer/scripts/ (or wherever the skill is installed). Use that path when exec-ing.
Allowlist
Purge script needs: find, find *, find **, rm, rm *, rm **, bash, bash *, bash **. Add to exec-approvals.json for the agent if purge is blocked.
© aAAaqwq, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 8 other files (scripts) in skills/inference-optimizer of aAAaqwq/AGI-Super-Team.
- SKILL.md
- .gitignore
- LICENSE
- README.md
- optimization-agent.md
- scripts/openclaw-audit.sh
- scripts/purge-stale-sessions.sh
- scripts/setup.sh
- scripts/verify.sh
Open the folder on GitHubat commit 331ecd3
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in aAAaqwq/AGI-Super-Team, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Inference Optimizer 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 |
|---|---|---|---|---|---|---|
| Inference Optimizer this skillaAAaqwq/AGI-Super-Team | 105 | 1 repos | ~355 | Automated safety check: Pass | MIT | |
| Hook Development for Claude Code Pluginsanthropics/claude-plugins-official | 37k | 11 repos | ~4.1k | Automated safety check: Notes | Apache-2.0 | |
| Plugin Settings Patternanthropics/claude-plugins-official | 37k | 7 repos | ~3k | Automated safety check: Pass | Apache-2.0 | |
| Mole Bug Patternstw93/Mole | 69k | — | ~2k | Automated safety check: Pass | GPL-3.0 | |
| Neat-Freak Knowledge CloseoutKKKKhazix/khazix-skills | 21k | — | ~1.9k | Automated safety check: Pass | MIT | |
| CCPM Project Managementautomazeio/ccpm | 8.4k | — | ~1.1k | Automated safety check: Pass | MIT |
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Works with
Questions about Inference Optimizer
What does Inference Optimizer do?
Audit OpenClaw token usage, purge stale sessions, and optimize inference speed. Inference Optimizer is an agent skill from aAAaqwq/AGI-Super-Team. Audit OpenClaw token usage, purge stale sessions, and optimize inference speed.
When should I use Inference Optimizer?
Inference Optimizer fits situations like: the user sends /optimize; asks to purge sessions; wants a token/workspace audit.
How do I install Inference Optimizer in Claude Code?
Run `npx skills add aAAaqwq/AGI-Super-Team --skill inference-optimizer -a claude-code`. Or copy the skill folder (skills/inference-optimizer in aAAaqwq/AGI-Super-Team) into .claude/skills/inference-optimizer in your project. Claude Code loads it when a task matches its description.
How do I install Inference Optimizer in Codex?
Run `npx skills add aAAaqwq/AGI-Super-Team --skill inference-optimizer -a codex`. Or copy the skill folder (skills/inference-optimizer in aAAaqwq/AGI-Super-Team) into .agents/skills/inference-optimizer in your project. Codex loads it when a task matches its description.
Can I use Inference Optimizer in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aAAaqwq/AGI-Super-Team --skill inference-optimizer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/inference-optimizer, .gemini/skills/inference-optimizer, .github/skills/inference-optimizer and .opencode/skills/inference-optimizer in your project.
What does Inference Optimizer need to run?
Going by SKILL.md and its folder, Inference Optimizer needs a shell for the scripts in its folder and the command-line tools its instructions call (bash). Our summary lists: A Bash shell.
Does Inference Optimizer access the network?
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.
Is Inference Optimizer safe to install?
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Inference Optimizer use?
Inference Optimizer is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Inference Optimizer use?
About 355 tokens (SKILL.md is roughly 1.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Inference Optimizer?
Skills that share tags, products or a category with Inference Optimizer: Hook Development for Claude Code Plugins (anthropics/claude-plugins-official, 37k stars), Plugin Settings Pattern (anthropics/claude-plugins-official, 37k stars), Mole Bug Patterns (tw93/Mole, 69k stars) and Neat-Freak Knowledge Closeout (KKKKhazix/khazix-skills, 21k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Inference Optimizer?
aAAaqwq (a GitHub user) maintains it in aAAaqwq/AGI-Super-Team, which has 105 GitHub stars. The repository holds 161 skills in this directory. The repository was last updated on September 27, 2026.
Source: aAAaqwq/AGI-Super-Team on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.