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deep-research

deep-research is a skill for Claude Code, Codex from AgentTeam-TaichuAI/ScienceClaw. It costs 197 tokens per session (9,465 once invoked), scanned A, original, no licence file.

A research workflow for gathering information from multiple sources and producing professional PDF or DOCX reports. It can use papers, scientific databases, and web search for technical and scientific questions.

In plain words
What is it for?
It helps with literature reviews, technical comparisons, and research on biology, medicine, proteins, genes, drugs, and related topics.
Why use it?
It reduces the work of finding, comparing, and checking information across different sources. It is intended for questions that need more than a quick answer.

Skill for Claude CodeCodex

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

not rated 678repo +1 6mo ago A scan 197 tokens no licence

Good fit It helps with literature reviews, technical comparisons, and research on biology, medicine, proteins, genes, drugs, and related topics.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/agentteam-taichuai/scienceclaw/deep-research
View source ↗ AgentTeam-TaichuAI/ScienceClaw scienceclaw.zidongtaichu.com
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 AgentTeam-TaichuAI/ScienceClaw --skill deep-research
Clone the repo
git clone --depth 1 https://github.com/AgentTeam-TaichuAI/ScienceClaw

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 deep-research

README.md
[![agentmods](https://agentmods.dev/badge/skills/agentteam-taichuai/scienceclaw/deep-research/github.svg)](https://agentmods.dev/skills/agentteam-taichuai/scienceclaw/deep-research)
Your own site
<a href="https://agentmods.dev/skills/agentteam-taichuai/scienceclaw/deep-research"><img src="https://agentmods.dev/badge/skills/agentteam-taichuai/scienceclaw/deep-research/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 deep-research

Your own site · 80×15
<a href="https://agentmods.dev/skills/agentteam-taichuai/scienceclaw/deep-research"><img src="https://agentmods.dev/badge/skills/agentteam-taichuai/scienceclaw/deep-research.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 9,465 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 $0.09465
Opus 5.5 $0.00079 $0.03786
Sonnet 5.5 $0.00039 $0.01893
Haiku 4.5 $0.00020 $0.00946

Measured 2mo ago against content hash 7c7e48996ee7, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

deep-research 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.

The scan reads SKILL.md. This mod also ships 2 executable files (scripts/arxiv_paper_finder.py, scripts/build_report_data.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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/deep-research/SKILL.md · 745 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

4 files 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.

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 · 745 lines · 197 tokens per session scan A 7c7e48996ee7

Subscribe to this mod's changes

deep-research is a skill published in the GitHub repository AgentTeam-TaichuAI/ScienceClaw (678 stars, last pushed 6mo ago), with no licence file. It adds 197 tokens to every session and 9,465 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 2026-08-30.

Researchai-agentbioinformaticsdata-analysisdockerdrug-discoveryfastapi
Related

deep-research compared with skills from other repositories

deep-research next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
deep-researchAgentTeam-TaichuAI/ScienceClawSkill6786mo agononeA197Claude Code, Codex
frontend-featurevstorm-co/full-stack-ai-agent-templateSkill2.0kyesterdayMITA64Claude Code
billing-stripevstorm-co/full-stack-ai-agent-templateSkill2.0kyesterdayMITA56Claude Code
gsva-analysis-and-visualizationaipoch/medical-research-skillsSkill2.0k1mo agoMITA88Claude Code, Codex
batch-effect-correctionaipoch/medical-research-skillsSkill2.0k1mo agoMITA57Claude Code, Codex
elastic-net-feature-selectionaipoch/medical-research-skillsSkill2.0k1mo agoMITA83Claude Code, Codex
estimate-immune-score-analysisaipoch/medical-research-skillsSkill2.0k1mo agoMITA90Claude Code, Codex