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.
git clone --depth 1 https://github.com/jxpeng98/qiongliWrote 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/jxpeng98/qiongli/content)<a href="https://agentmods.dev/plugins/jxpeng98/qiongli/content"><img src="https://agentmods.dev/badge/plugins/jxpeng98/qiongli/content/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/plugins/jxpeng98/qiongli/content"><img src="https://agentmods.dev/badge/plugins/jxpeng98/qiongli/content.svg" alt="Reviewed on agentmods" width="80" height="20"></a>Grade A, and why
qiongli 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 28d 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.
What it actually says
{
"name": "qiongli",
"version": "2.5.3",
"description": "Dependency-free native academic research workflows for Claude Code.",
"author": {
"name": "Jiaxin Peng",
"url": "https://github.com/jxpeng98"
},
"homepage": "https://github.com/jxpeng98/qiongli",
"repository": "https://github.com/jxpeng98/qiongli",
"license": "MIT",
"keywords": [
"research",
"academic-writing",
"literature-review",
"reproducibility"
],
"skills": "./skills/",
"mcpServers": "./.mcp.json"
}
What it installs
The manifest is a name and a version. 2 skills travel with it, and installing the plugin installs all of them — 59 tokens a session between them. Each is measured on its own page, and each can be installed alone.
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.
- 28d ago Changed 6f478022e948
- 29d ago Changed f118ff6ee378
- 1mo ago Changed 2ab2d81f5512
- 1mo ago Changed 43b0c9b3a5aa
- 1mo ago Changed f52c2a495ff2
- 1mo ago Changed efdc0986b60c
- 1mo ago First seen · 21 lines scan A 8138116cb6e5
qiongli is a plugin published in the GitHub repository jxpeng98/qiongli (27 stars, last pushed 28d 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 2026-09-14.
qiongli compared with plugins from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| qionglijxpeng98/qiongli | Plugin | 27 | 28d ago | MIT | A | — | Claude Code |
| gerritGerritCodeReview/gerrit-mcp-server | Plugin | 22 | 2d ago | Apache-2.0 | A | — | Claude Code |
| deploygateDeployGate/deploygate-agent-plugin | Plugin | 3 | 3d ago | MIT | A | — | Claude Code |
| superbkardebadas/claude-plugin | Plugin | 3 | 17d ago | Apache-2.0 | A | — | Claude Code |
| posthogPostHog/ai-plugin | Plugin | 98 | yesterday | none | A | — | Gemini CLI |
| wavedashwvdsh/ai | Plugin | 2 | 8d ago | MIT | A | — | Gemini CLI |
| codeweaverknitli/toolshed | Plugin | 1 | yesterday | MIT | A | — | Claude Code |