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topic-workbench

topic-workbench is a skill for Claude Code, Codex from qiaomiaojoe/ai-academic-workflow. It costs 197 tokens per session (1,113 once invoked), scanned A, original, no licence file.

A Chinese-language workflow for developing an academic research topic. It first sorts the project by article type and research approach, then sends it to the matching workflow.

In plain words
What is it for?
Use it when developing a research topic, choosing between research and review approaches, or asking for topic coaching in Chinese.
Why use it?
It helps researchers turn a broad idea into a more focused and workable topic instead of choosing a research method at random.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

not rated 10repo +1 3d ago A scan 197 tokens custom licence

Good fit Use it when developing a research topic, choosing between research and review approaches, or asking for topic coaching in Chinese.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/qiaomiaojoe/ai-academic-workflow/topic-workbench
View source ↗ qiaomiaojoe/ai-academic-workflow
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 qiaomiaojoe/ai-academic-workflow --skill topic-workbench
Clone the repo
git clone --depth 1 https://github.com/qiaomiaojoe/ai-academic-workflow

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.

agentmods badge for topic-workbench

README.md
[![agentmods](https://agentmods.dev/badge/skills/qiaomiaojoe/ai-academic-workflow/topic-workbench/github.svg)](https://agentmods.dev/skills/qiaomiaojoe/ai-academic-workflow/topic-workbench)
Your own site
<a href="https://agentmods.dev/skills/qiaomiaojoe/ai-academic-workflow/topic-workbench"><img src="https://agentmods.dev/badge/skills/qiaomiaojoe/ai-academic-workflow/topic-workbench/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 topic-workbench

Your own site · 80×15
<a href="https://agentmods.dev/skills/qiaomiaojoe/ai-academic-workflow/topic-workbench"><img src="https://agentmods.dev/badge/skills/qiaomiaojoe/ai-academic-workflow/topic-workbench.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 197 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,113 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 unknown 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 $0.00197 $0.01113
Opus 5.5 $0.00079 $0.00445
Sonnet 5.5 $0.00039 $0.00223
Haiku 4.5 $0.00020 $0.00111

Measured 2mo ago against content hash d1be4eaed57f, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

topic-workbench 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 2mo 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/topic-workbench/SKILL.md · 47 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

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. 2mo ago First seen · 47 lines · 197 tokens per session scan A d1be4eaed57f

Subscribe to this mod's changes

topic-workbench is a skill published in the GitHub repository qiaomiaojoe/ai-academic-workflow (10 stars, last pushed 3d ago), with no licence file. It adds 197 tokens to every session and 1,113 once invoked, about $0.0008 per session on Opus 5.5. 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.

Learning and teachingResearchacademic-writingai-agentclaude-skillsliterature-reviewresearch-workflow
Related

topic-workbench compared with skills from other repositories

topic-workbench next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
topic-workbenchqiaomiaojoe/ai-academic-workflowSkill103d agononeA197Claude Code, Codex
present-paperAperivue/medsci-skillsSkill3674d agoMITA59Claude Code
rehearse-qaShaishavMaisuria/research-paper-lifecycle-skillsSkill6013d agoApache-2.0A206Claude Code
using-co-researcherpoemswe/co-researcherSkill1354d agoMITA28Claude Code
enhancing-latex-lecturesshubham0704/claude-skillsSkill229d agoMITA64Claude Code
explain-systems-visuallyshubham0704/claude-skillsSkill229d agoMITA59Claude Code, Codex
reader-comprehension-passshubham0704/claude-skillsSkill229d agoMITA74Claude Code