agenttrace-session-audit SKILL.md skillA
This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.
agenttrace-session-audit from ghosteken/agent-harness is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ghosteken/agent-harness/agenttrace-session-audit@git:20260721.efafd9cPins git:20260721.efafd9c in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ghosteken/agent-harness
- Path
archive/skills-community/agenttrace-session-audit/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260721.efafd9c, committed Jul 21, 2026
- Size
- 5,787 bytes
- Repository stars
- 4
- License
- MIT
Audit local AI coding-agent sessions with agenttrace for cost, tool failures, latency, anomalies, health, diffs, and CI gates.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# agenttrace Session Audit ## Overview Use this skill to inspect local AI coding-agent sessions with [agenttrace](https://github.com/luoyuctl/agenttrace). It focuses on the process behind a run: token and cost spikes, tool failures, retry loops, latency gaps, anomalies, health scores, and session-to-session diffs. agenttrace is local-first and reads session logs from tools such as Claude Code, Codex CLI, Gemini CLI, Aider, Cursor exports, OpenCode, Qwen Code, Kimi, and generic JSON or JSONL traces. ## When to Use This Skill - Use when a user asks why an AI coding run was slow, expensive, shallow, or unreliable. - Use when reviewing local agent logs before retrying a failed or suspicious task. - Use when building a lightweight CI health gate for AI-assisted coding sessions. - Use when comparing two attempts and looking for changed tool paths, retries, or cost patterns. ## How It Works ### Step 1: Discover Available Sessions Prefer an installed `agenttrace` binary when it is available on `PATH`. If the current repository is `luoyuctl/agenttrace`, use `go run ./cmd/agenttrace` instead. ```bash agenttrace --doctor agenttrace --overview ``` …
Read the whole file at its exact version.
How to install
mdr add ghosteken/agent-harness/agenttrace-session-audit@sha256:495a107a6b8face2The line at the top of this page pins the label git:20260721.efafd9c, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_6adgurbup7bhqfvc)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jul 21, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (5787 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
ghosteken/agent-harness · 4 stars · license MIT · pushed 2026-10-13 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_6adgurbup7bhqfvc GET https://markdownregistry.com/api/v1/resolve?ref=ghosteken/agent-harness/agenttrace-session-audit GET https://markdownregistry.com/api/v1/blob/495a107a6b8face294b29c5a46078ee83456fca15ae6dbebdededf789cfd79ef
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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