Borrowing it
Nothing to install: this file belongs to huanghuoguoguo/aminer-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/huanghuoguoguo/aminer-mcp/main/.agent/skills/aminer-search/SKILL.mdgit clone --depth 1 https://github.com/huanghuoguoguo/aminer-mcpWrote 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/skills/huanghuoguoguo/aminer-mcp/aminer-search)<a href="https://agentmods.dev/skills/huanghuoguoguo/aminer-mcp/aminer-search"><img src="https://agentmods.dev/badge/skills/huanghuoguoguo/aminer-mcp/aminer-search/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/skills/huanghuoguoguo/aminer-mcp/aminer-search"><img src="https://agentmods.dev/badge/skills/huanghuoguoguo/aminer-mcp/aminer-search.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00019 | $0.00581 |
| Opus 5 | $0.00010 | $0.00291 |
| Sonnet 5 | $0.00004 | $0.00116 |
| Haiku 4.5 | $0.00002 | $0.00058 |
Grade A, and why
aminer-search 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 12d 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.
How it starts
The opening of the file, as written. The whole thing — 79 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AMiner Search Skill
This skill allows you to search for academic papers, scholars, and patents using the AMiner Open Platform API directly from the command line, leveraging the existing codebase.
Requirements
- Python Environment: Ensure Python 3.x is installed.
- Dependencies:
requests(Install viapip install requestsorpip install -r requirements.txt)
- Environment Variables:
AMINER_TOKEN: Your AMiner API token must be set in your environment.
Usage
This skill provides a Python script scripts/search_tool.py that can be executed to perform searches.
1. Search for Papers
To search for papers by title.
Command:
python .agent/skills/aminer-search/scripts/search_tool.py paper --title "Your Paper Title" --size 5
Parameters:
--title: The title of the paper (Required).--page: Page number (Default: 0).--size: Number of results (Default: 10).
2. Search for Scholars
To search for a scholar by name and optional organization.
Command:
python .agent/skills/aminer-search/scripts/search_tool.py scholar --name "Scholar Name" --org "Univ Name"
Parameters:
--name: Name of the scholar (Required).--org: Organization name (Optional).--offset: Pagination offset (Default: 0).--size: Number of results (Default: 10).
3. Search for Patents
To search for patents using keywords.
Command:
python .agent/skills/aminer-search/scripts/search_tool.py patent --query "Patent Keywords"
Parameters:
--query: Search query (Required).--page: Page number (Default: 0).--size: Number of results (Default: 20).
Example Workflow
- Setup: Check if the token is set.
echo $env:AMINER_TOKEN - Search: Run the search command.
python .agent/skills/aminer-search/scripts/search_tool.py paper --title "Attention is all you need" - Process: The output is valid JSON, which can be parsed or saved to a file.
python .agent/skills/aminer-search/scripts/search_tool.py paper --title "Mamba" > mamba_papers.json
What ships with it
1 file beside SKILL.md 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.
- 12d ago First seen · 79 lines · 19 tokens per session scan A f83bd8a88f2b
aminer-search is a skill published in the GitHub repository huanghuoguoguo/aminer-mcp (5 stars, last pushed 5mo ago), licensed MIT. It adds 19 tokens to every session and 581 once invoked, about $0.0001 per session on Opus 5. 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 2026-08-31.
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