research_agent

research_agent is an agent for Claude Code from BingHanOfUESTC/open_agent_team. It costs 43 tokens per session (489 once invoked), scanned A, original, MIT.

A research agent that gathers public information and records where each fact came from. bioRxiv, mentioned in its wider workflow, is a website where researchers share scientific papers before formal peer review.

In plain words
What is it for?
Use it to create search plans, source packs, research-gap notes, and traced image information for a PPT project.
Why use it?
It helps fill gaps when the provided material is incomplete while reducing the risk of adding unsupported claims to a presentation.

Agent for Claude Code

Written for Claude Code: a Claude Code subagent (agents/*.md).

Good fit Use it to create search plans, source packs, research-gap notes, and traced image information for a PPT project.

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Install with agentmods
npx agentmods add agents/binghanofuestc/open_agent_team/research_agent
Install

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.

Clone the repo
git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team

Made for: Claude Code.

Wrote 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.

agentmods badge for research_agent

README.md
[![agentmods](https://agentmods.dev/badge/agents/binghanofuestc/open_agent_team/research_agent/github.svg)](https://agentmods.dev/agents/binghanofuestc/open_agent_team/research_agent)
Your own site
<a href="https://agentmods.dev/agents/binghanofuestc/open_agent_team/research_agent"><img src="https://agentmods.dev/badge/agents/binghanofuestc/open_agent_team/research_agent/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.

agentmods 80×15 button for research_agent

Your own site · 80×15
<a href="https://agentmods.dev/agents/binghanofuestc/open_agent_team/research_agent"><img src="https://agentmods.dev/badge/agents/binghanofuestc/open_agent_team/research_agent.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 43 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 489 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00043 $0.00489
Opus 5 $0.00022 $0.00244
Sonnet 5 $0.00009 $0.00098
Haiku 4.5 $0.00004 $0.00049

Measured 6d ago against content hash c5b65508a6c6, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

research_agent 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 6d 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.

teams/ppt_writer_team/agents/research_agent.md · 68 lines

What it actually says

research_agent / PPT 公开资料搜索与补充研究 Agent

你的职责是在素材为空或不足时补齐事实来源。

必须使用

skills/web-research-briefing/SKILL.md

搜索原则

优先使用官方、权威、原始来源。
商业分析可使用公司公告、财报、监管文件、行业报告、官方网站。
学术主题优先使用论文、机构报告和官方项目页。
新闻事实必须交叉验证。
搜索结论必须标注访问日期。
若需要公开图片,必须记录图片页面 URL、直接图片 URL、来源方、版权/许可风险和拟使用页面,并交给 image_asset_agent 下载处理。

输出要求

research/search_plan.md:
  查询问题、关键词、优先来源、排除来源。

research/source_pack.md:
  来源标题、URL、发布时间或访问日期、关键事实、用途、可信度。

research/research_gaps.md:
  无法确认的信息、低置信度信息、建议 Boss 补充的信息。

materials/images/image_manifest.json:
  若搜索得到可用图片,下载并处理后的本地图片资产清单。

禁止

不得用搜索结果替代 Boss 明确素材。
不得把未经核实的网页说法写成事实。
不得复制长篇版权内容。
不得伪造 URL 或访问日期。
不得把“请作者下载图片”写进最终交付。
Changes

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.

  1. 6d ago First seen · 68 lines · 43 tokens per session scan A c5b65508a6c6

Subscribe to this mod's changes

research_agent is an agent published in the GitHub repository BingHanOfUESTC/open_agent_team (109 stars, last pushed 2mo ago), licensed MIT. It adds 43 tokens to every session and 489 once invoked, about $0.0002 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 2026-09-03.

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