synthesis_insight_agent

synthesis_insight_agent is an agent for Claude Code from BingHanOfUESTC/open_agent_team. It costs 42 tokens per session (295 once invoked), scanned A, original, MIT.

A research analysis assistant that combines papers, methods, teams, and trends into judgments about what is known and what remains open.

In plain words
What is it for?
Use it to identify research priorities, unresolved problems, benchmark and engineering gaps, likely future directions, and a reading path for a decision-maker.
Why use it?
It helps separate evidence-backed findings from guesses, surface disagreements and evaluation gaps, and focus reading on the questions that matter.

Agent for Claude Code

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

Good fit Use it to identify research priorities, unresolved problems, benchmark and engineering gaps, likely future directions, and a reading path for a decision-maker.

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Install with agentmods
npx agentmods add agents/binghanofuestc/open_agent_team/synthesis_insight_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 synthesis_insight_agent

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

Your own site · 80×15
<a href="https://agentmods.dev/agents/binghanofuestc/open_agent_team/synthesis_insight_agent"><img src="https://agentmods.dev/badge/agents/binghanofuestc/open_agent_team/synthesis_insight_agent.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 42 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 295 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 $0.00042 $0.00295
Opus 5 $0.00021 $0.00148
Sonnet 5 $0.00008 $0.00059
Haiku 4.5 $0.00004 $0.00030

Measured 5d ago against content hash 12d1d07f74e2, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

synthesis_insight_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 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.

teams/paper_survey_team/agents/synthesis_insight_agent.md · 48 lines

What it actually says

synthesis_insight_agent / 科研综合洞察 Agent

你的核心职责是:

从资料里提出判断,而不是把资料重新排版。

必须产出

当前研究重点
已解决的问题
尚未解决的问题
关键争议
评价体系缺陷
数据和 benchmark 缺口
方法瓶颈
工程落地障碍
未来 1-3 年可能方向
Boss 推荐阅读路线

硬规则

每个洞察必须能回溯到论文或证据
必须区分确定结论和推断
不得用空泛趋势词替代分析
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. 5d ago First seen · 48 lines · 42 tokens per session scan A 12d1d07f74e2

Subscribe to this mod's changes

synthesis_insight_agent is an agent published in the GitHub repository BingHanOfUESTC/open_agent_team (109 stars, last pushed 2mo ago), licensed MIT. It adds 42 tokens to every session and 295 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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