Omni
fajarhide/omni
A skill your agent uses when installing, verifying or configuring OMNI, when command output carries an [OMNI: ...] marker, or when output looks shorter than expected.
Audit local AI coding-agent sessions with agenttrace. An agent skill from luoyuctl/agenttrace.
Install Agenttrace Session Audit
$ npx skills add luoyuctl/agenttrace --skill agenttrace-session-audit -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install luoyuctl/agenttrace agenttrace-session-audit --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/luoyuctl/agenttrace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/agenttrace-session-audit .claude/skills/agenttrace-session-audit && 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 "agenttrace-session-audit" agent skill from https://github.com/luoyuctl/agenttrace/tree/master/skills/agenttrace-session-audit into .claude/skills/agenttrace-session-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agenttrace-session-audit", 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/luoyuctl/agenttrace/tree/master/skills/agenttrace-session-auditType 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 luoyuctl/agenttrace --skill agenttrace-session-audit -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install luoyuctl/agenttrace agenttrace-session-audit --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/luoyuctl/agenttrace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/agenttrace-session-audit .agents/skills/agenttrace-session-audit && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "agenttrace-session-audit" agent skill from https://github.com/luoyuctl/agenttrace/tree/master/skills/agenttrace-session-audit into .agents/skills/agenttrace-session-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agenttrace-session-audit", 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 luoyuctl/agenttrace --skill agenttrace-session-audit -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install luoyuctl/agenttrace agenttrace-session-audit --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/luoyuctl/agenttrace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/agenttrace-session-audit .cursor/skills/agenttrace-session-audit && 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 "agenttrace-session-audit" agent skill from https://github.com/luoyuctl/agenttrace/tree/master/skills/agenttrace-session-audit into .cursor/skills/agenttrace-session-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agenttrace-session-audit", 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/luoyuctl/agenttrace.git --path skills/agenttrace-session-audit--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 luoyuctl/agenttrace --skill agenttrace-session-audit -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install luoyuctl/agenttrace agenttrace-session-audit --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/luoyuctl/agenttrace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/agenttrace-session-audit .gemini/skills/agenttrace-session-audit && 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 "agenttrace-session-audit" agent skill from https://github.com/luoyuctl/agenttrace/tree/master/skills/agenttrace-session-audit into .gemini/skills/agenttrace-session-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agenttrace-session-audit", 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 luoyuctl/agenttrace agenttrace-session-auditInstalls 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 luoyuctl/agenttrace --skill agenttrace-session-audit -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/luoyuctl/agenttrace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/agenttrace-session-audit .github/skills/agenttrace-session-audit && 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 "agenttrace-session-audit" agent skill from https://github.com/luoyuctl/agenttrace/tree/master/skills/agenttrace-session-audit into .github/skills/agenttrace-session-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agenttrace-session-audit", 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 luoyuctl/agenttrace --skill agenttrace-session-audit -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install luoyuctl/agenttrace agenttrace-session-audit --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/luoyuctl/agenttrace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/agenttrace-session-audit .opencode/skills/agenttrace-session-audit && 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 "agenttrace-session-audit" agent skill from https://github.com/luoyuctl/agenttrace/tree/master/skills/agenttrace-session-audit into .opencode/skills/agenttrace-session-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agenttrace-session-audit", 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
agenttrace-session-audit- GitHub stars
- 142
- Used in
- 1 other repo
- Token cost
- ~656 tokens
- SKILL.md length
- 262 words
- Files
- 1
- Skills in repo
- 1
- Repo updated
- First seen
- Licence
- MIT
At a glance
Audit local AI coding-agent sessions with agenttrace. An agent skill from luoyuctl/agenttrace.
- Works in 7 steps: Prefer the installed agenttrace binary… → If the binary is not available and the… → Start with discovery unless the user… → …
- The user asks to inspect Claude Code
- SKILL.md covers Workflow, Report Focus and Guardrails
- Calls cargo
What it does
Agenttrace Session Audit is an agent skill from luoyuctl/agenttrace. Audit local AI coding-agent sessions with agenttrace. Use when the user asks to inspect Claude Code, Codex CLI, Qwen Code, Cline, Aider, Cursor exports, Hermes Agent, OpenCode, OpenClaw, Pi, Oh My Pi, Kimi CLI, Copilot-style logs, or generic JSON/JSONL traces for cost, tokens, tool failures, latency, anomalies, health, diffs, or CI gates.
Its SKILL.md is about 660 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, covering LLM cost and token optimization. It works with Qwen, Kimi and Rust. The repository describes itself as: Local-first Rust TUI/CLI for auditing AI coding-agent sessions: cost, tokens, latency, failures, and health｜本地运行的 Rust TUI/CLI，审计 AI 编程 Agent 会话的成本、Token、延迟、失败与健康度. The licence is MIT.
When your agent uses it
- The user asks to inspect Claude Code
- Copilot-style logs
- Generic JSON/JSONL traces for cost
Example prompts
- “/agenttrace-session-audit”
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- Prefer the installed agenttrace binary when it is available on PATH.
- If the binary is not available and the current directory is the luoyuctl/agenttrace repository, use cargo run -q -p agenttrace --.
- Start with discovery unless the user gave a specific file or directory
- For a fast human report, use Markdown
- For automation or CI, use JSON or health gates
- For a single recent session
- For a specific export or session directory
What it can do on your machine
Read from SKILL.md and the folder at commit 15ed07f. 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
Shell commands in SKILL.md call:
cargo
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
Agenttrace Session Audit loads about 656 tokens when it runs. Until then it costs about 91 tokens; SKILL.md has 262 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); files beside SKILL.md are not scanned.
SKILL.md
The full file from luoyuctl/agenttrace at commit 15ed07f, republished under its MIT licence (© luoyuctl). 262 words, ~656 tokens.
Download SKILL.mdSave it as
.claude/skills/agenttrace-session-audit/SKILL.md (or your agent's skills folder).- name
- agenttrace-session-audit
- description
- Audit local AI coding-agent sessions with agenttrace. Use when the user asks to inspect Claude Code, Codex CLI, Qwen Code, Cline, Aider, Cursor exports, Hermes Agent, OpenCode, OpenClaw, Pi, Oh My Pi, Kimi CLI, Copilot-style logs, or generic JSON/JSONL traces for cost, tokens, tool failures, latency, anomalies, health, diffs, or CI gates.
- license
- MIT
- metadata.short-description
- Audit AI agent session health
agenttrace Session Audit
Use this skill when session logs need an operational read: spend, token burn, cache use, tool failures, retry loops, latency, health, anomalies, and CI gate readiness.
Workflow
- Prefer the installed
agenttracebinary when it is available onPATH. - If the binary is not available and the current directory is the
luoyuctl/agenttracerepository, usecargo run -q -p agenttrace --. - Start with discovery unless the user gave a specific file or directory:
agenttrace --doctor
agenttrace --overview- For a fast human report, use Markdown:
agenttrace --overview -f markdown -o agenttrace-overview.md- For automation or CI, use JSON or health gates:
agenttrace --overview -f json -o agenttrace-overview.json
agenttrace --overview --fail-under-health 80 --fail-on-critical --max-tool-fail-rate 15- For a single recent session:
agenttrace --latest
agenttrace --latest -f json- For a specific export or session directory:
agenttrace path/to/session-or-export.json
agenttrace --overview -d path/to/session-dirReport Focus
- Lead with the highest-risk sessions and the reason they matter.
- Call out token/cost waste, repeated tool failures, retry loops, long gaps, and low health scores.
- When proposing a CI gate, include the exact
agenttracecommand and threshold. - If no sessions are detected, run
agenttrace --doctorand report the detected agent directories and next step. - Report the session capability level (
Detailed,Aggregate, orLimited) before relying on latency or step evidence. - Treat Tool Steps as metadata-only evidence. Do not imply that Aggregate or Limited sources have a complete execution trace.
Guardrails
- Treat prompts, code, and session contents as local/private data. Do not upload logs to external services.
- Do not invent metrics. If a parser cannot infer cost, model, or latency, say which field is missing.
- Do not compare missing event-level evidence as zero latency or zero failures; mark it unavailable.
- Do not overwrite user reports unless the user asked for that output path.
© luoyuctl, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/agenttrace-session-audit of luoyuctl/agenttrace.
Open the folder on GitHubat commit 15ed07f
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 luoyuctl/agenttrace, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Agenttrace Session Audit 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 |
|---|---|---|---|---|---|---|
| Agenttrace Session Audit this skillluoyuctl/agenttrace | 142 | 1 repos | ~656 | Automated safety check: Pass | MIT | |
| Omnifajarhide/omni | 374 | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| Add Modelguoqingbao/xinfer | 334 | — | ~4.2k | Automated safety check: Notes | MIT | |
| Agfsubinium/agf | 157 | — | ~1.3k | Automated safety check: Pass | MIT | |
| Check Modelguoqingbao/xinfer | 334 | — | ~3.8k | Automated safety check: Pass | MIT | |
| Test Modelguoqingbao/xinfer | 334 | — | ~2.6k | Automated safety check: Pass | MIT |
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guoqingbao/xinfer
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Find local coding-agent sessions, inspect bounded metadata or summaries, and prepare a read-only resume plan with AGF.
Check Model
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Check model compatibility with xinfer before loading. An agent skill from guoqingbao/xinfer.
Test Model
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Test LLM models served by xinfer for correctness, output quality, and performance.
LLM Council on Fireworks AI
dair-ai/dair-academy-plugins
Has several open-weight models answer a question, rank each other's anonymized answers, then lets a chairman model write the final response through Fireworks AI.
Related
Categories
Questions about Agenttrace Session Audit
What does Agenttrace Session Audit do?
Audit local AI coding-agent sessions with agenttrace. An agent skill from luoyuctl/agenttrace. Agenttrace Session Audit is an agent skill from luoyuctl/agenttrace. Audit local AI coding-agent sessions with agenttrace.
When should I use Agenttrace Session Audit?
Agenttrace Session Audit fits situations like: the user asks to inspect Claude Code; copilot-style logs; generic JSON/JSONL traces for cost.
How do I install Agenttrace Session Audit in Claude Code?
Run `npx skills add luoyuctl/agenttrace --skill agenttrace-session-audit -a claude-code`. Or copy the skill folder (skills/agenttrace-session-audit in luoyuctl/agenttrace) into .claude/skills/agenttrace-session-audit in your project. Claude Code loads it when a task matches its description.
How do I install Agenttrace Session Audit in Codex?
Run `npx skills add luoyuctl/agenttrace --skill agenttrace-session-audit -a codex`. Or copy the skill folder (skills/agenttrace-session-audit in luoyuctl/agenttrace) into .agents/skills/agenttrace-session-audit in your project. Codex loads it when a task matches its description.
Can I use Agenttrace Session Audit 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 luoyuctl/agenttrace --skill agenttrace-session-audit -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agenttrace-session-audit, .gemini/skills/agenttrace-session-audit, .github/skills/agenttrace-session-audit and .opencode/skills/agenttrace-session-audit in your project.
What does Agenttrace Session Audit need to run?
Going by SKILL.md and its folder, Agenttrace Session Audit needs the command-line tools its instructions call (cargo).
Does Agenttrace Session Audit 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 Agenttrace Session Audit 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. Review the folder before installing.
What licence does Agenttrace Session Audit use?
Agenttrace Session Audit 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 Agenttrace Session Audit use?
About 656 tokens (SKILL.md is roughly 2.6k 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 Agenttrace Session Audit?
Skills that share tags, products or a category with Agenttrace Session Audit: Omni (fajarhide/omni, 374 stars), Add Model (guoqingbao/xinfer, 334 stars), Agf (subinium/agf, 157 stars) and Check Model (guoqingbao/xinfer, 334 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Agenttrace Session Audit?
luoyuctl (a GitHub user) maintains it in luoyuctl/agenttrace, which has 142 GitHub stars. The repository was last updated on October 6, 2026.
Source: luoyuctl/agenttrace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.