What is research-synthesizer-zh?

A Chinese writing tool that turns evidence maps, paper notes, and source checks into structured research sections and comparison reports.

Use it to write literature reviews, topic reports, comparisons, institutional roadmaps, critical-analysis reports, or sections ready to merge into a larger document.

It helps organize findings by topic and argument rather than producing a list of paper summaries. It also keeps supported claims, contradictions, and open questions distinct.

research-synthesizer-zh — Skill for Claude Code and Codex by gy910210

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.

Any agent

npx skills add gy910210/hermes-research-skills --skill research-synthesizer-zh

Clone the repo

git clone --depth 1 https://github.com/gy910210/hermes-research-skills

Made for: Claude Code, Codex.

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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/gy910210/hermes-research-skills/research-synthesizer-zh/github.svg)](https://agentmods.dev/skills/gy910210/hermes-research-skills/research-synthesizer-zh)

Your own site

<a href="https://agentmods.dev/skills/gy910210/hermes-research-skills/research-synthesizer-zh"><img src="https://agentmods.dev/badge/skills/gy910210/hermes-research-skills/research-synthesizer-zh/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/gy910210/hermes-research-skills/research-synthesizer-zh"><img src="https://agentmods.dev/badge/skills/gy910210/hermes-research-skills/research-synthesizer-zh.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 75 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 1,322 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.

Model	Per session	Once invoked
Fable 5.1	$0.00075	$0.01322
Opus 5	$0.00037	$0.00661
Sonnet 5	$0.00015	$0.00264
Haiku 4.5	$0.00007	$0.00132

Measured 12d ago against content hash 8c326c135f4d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

research-synthesizer-zh 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.

skills/research-synthesizer-zh/SKILL.md · 120 lines

How it starts

The opening of the file, as written. The whole thing — 120 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Hermes 适配说明

本 skill 现面向 Hermes 使用，优先依赖 Hermes 原生工具：search_files、read_file、write_file、patch、session_search、delegate_task、cronjob、browser、web/search、vision。
若正文提到 references/... 或 scripts/...，优先读取当前 skill 目录下对应文件，不再依赖 Claude 专属目录结构。
原始 Claude agents/openai.yaml 不作为执行前提；需要并行研究、分工精读或角色评审时，改用 Hermes 的 delegate_task。
保留原有研究方法论与产物契约，但执行层统一按 Hermes 工具体系落地。

Research Synthesizer（中文）

这个 skill 负责把前面的素材变成“像综述或专题稿的成品结构”。

何时使用

需要写增量稿、专题稿、方向比较稿、双视角稿、成熟主稿章节。
需要把支持与矛盾、学术与工业、主线与潜力方向组织成一篇连贯文稿。

输入

context_brief
evidence_map
paper_notes（可选但强烈推荐）
evidence_audit
target_output_type
- awesome_page
- institution_roadmap
- critical_iteration_report
- route_family_comparison

输出

synthesis_packet
- section_outline
- evidence_backed_claims
- support_vs_contradiction
- new_angles
- merge_ready_sections
- keep_as_exploratory

工作流

依据 ../research-orchestrator-zh/references/report-types.md 选择适合的成文结构。
先定章节主线，再把来源放进去；不要反过来按论文流水账写作。
将结论拆成三层：
- 来源直接支持的结论
- 来自多个来源的综合判断
- 下一版值得追的新角度或待验证假设
在每个方向内都尝试回答：
- 大家共同支持什么观点？
- 关键矛盾点在哪里？
- 哪些内容已经足够成熟，可以并回主稿？
- 哪些内容更适合单独保留为专题或建议？
如果 target_output_type=awesome_page，优先组织成：
- 阅读地图
- 问题地图
- 方向地图
- 高价值新增条目
如果 target_output_type=institution_roadmap 或 route_family_comparison，优先组织成：
- 机构线/平台线
- 业务表面
- 技术重心
- 最强证据
- 当前短板
如果 target_output_type=critical_iteration_report，优先保留轮次递进，而不是压平写成普通综述。

守护

章节之间要有过渡，不要把增量稿直接拼起来。
不因为结构完整就掩盖证据不足；证据不足时明确标成 open question 或 hypothesis。
对 benchmark、数据集、release 状态等硬事实，优先保守表述。
不把 repo 页面和深度分析稿写成同一风格：前者偏 catalog，后者偏判断。

Hermes 强执行协议

调用这个 skill 时，目标是产出“可交付文稿骨架或正文”，不是只给提纲建议：

先读取已有 context_brief、evidence_map、paper_notes、evidence_audit。
明确本轮目标文稿类型：
- 增量稿
- 专题稿
- 方向比较稿
- 双视角稿
- 成熟主稿章节
- awesome_page
- institution_roadmap
- critical_iteration_report
- route_family_comparison
先定章节主线，再写每节的核心判断与证据支撑。
对每个章节，至少区分三类内容：
- 直接证据支持的结论
- 综合判断
- open question / hypothesis
若素材很多，可用 delegate_task 让子代理分别起草不同章节，但主线程必须统一口径、去重和过渡。
完成后优先写成 synthesis_packet.md 或具体文稿文件，而不是只保留在聊天回复里。

Read the full file on GitHub · 120 lines

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.

12d ago First seen · 120 lines · 75 tokens per session scan A 8c326c135f4d

Subscribe to this mod's changes

research-synthesizer-zh is a skill published in the GitHub repository gy910210/hermes-research-skills (2 stars, last pushed 4mo ago), licensed MIT. It adds 75 tokens to every session and 1,322 once invoked, about $0.0004 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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research-synthesizer-zh