skills-benchmarks is a test suite that measures how the design of skill documentation affects Claude Code's adherence to recommended coding patterns. It is used to compare documentation approaches across LangChain-related tasks and other agent workflows. Its catalogue entries represent skills, hooks, instructions, and a plugin used in the benchmark project.
Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
/plugin marketplace add langchain-ai/skills-benchmarksnpx agentmods add plugins/langchain-ai/skills-benchmarks/langsmith-tracinggit clone --depth 1 https://github.com/langchain-ai/skills-benchmarksWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/plugins/langchain-ai/skills-benchmarks/langsmith-tracing)<a href="https://agentmods.dev/plugins/langchain-ai/skills-benchmarks/langsmith-tracing"><img src="https://agentmods.dev/badge/plugins/langchain-ai/skills-benchmarks/langsmith-tracing.svg" alt="Measured on agentmods" height="20"></a>Grade A, and why
langsmith-tracing scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
Copies of this mod
1 near-identical copy found in the catalogue:
- langsmith-tracing — 100% identical, 2 lines differ
What it actually says
{
"name": "langsmith-tracing",
"description": "Traces Claude Code conversations to LangSmith, including subagent and tool executions",
"version": "0.1.2",
"author": {
"name": "LangChain"
},
"homepage": "https://smith.langchain.com",
"repository": "https://github.com/langchain-ai/langsmith-claude-code-plugins"
}
What it installs
The manifest is a name and a version. 9 hooks travel with it, and installing the plugin installs all of them. Each is measured on its own page, and each can be installed alone.
What ships with it
1 file beside plugin.json in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 5d ago First seen · 11 lines scan A 1475750bccf8
langsmith-tracing is a plugin published in the GitHub repository langchain-ai/skills-benchmarks (116 stars, last pushed 17d ago), licensed MIT. Its token cost is not measured: this kind of file is read by the harness, not the model. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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