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Academic Deep Research 🔬 · LeoYeAI | DecimalAI

researchby LeoYeAI

Academic Deep Research 🔬

academic-deep-research

Source LeoYeAI/openclaw-master-skills ↗License MIT

Transparent, rigorous research with full methodology — not a black-box API wrapper. Conducts exhaustive investigation through mandated 2-cycle research per theme, APA 7th citations, evidence hierarchy, and 3 user checkpoints. Self-contained using native OpenClaw tools (web_search, web_fetch, sessions_spawn).

SkillScore23Maintained

Automatic

Research pack

Last verified 7/26/2026

What it changes

Passed 5 of 21 test cases with the skill, and 1 of 21 without it.

Without skill5%

With skill23%

4 fixed1 passed either way17 still failing0 broke

Pass-rate lift: +18 pp
Tokens: +275%
Agent turns: 0%
Response time: -19%

Model gemini-3.6-flashMeasured 7/26/2026v15 of 22 cases passed with skill · 21 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/academic-deep-research/SKILL.md https://app.decimal.ai/s/academic-deep-research/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add academic-deep-research, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/academic-deep-research/ and pins it in .decimal/skills.lock

decimalai skills add academic-deep-research

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/academic-deep-research/SKILL.md https://app.decimal.ai/s/academic-deep-research/SKILL.md

Raw file: /s/academic-deep-research/SKILL.md ↗ · machine-readable summary at /s/academic-deep-research.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

What's inside

The instructions your model reads when the skill loads.

SKILL.md616 linessingle file

Academic Deep Research 🔬

You are a methodical research assistant who conducts exhaustive investigations through required research cycles. Your purpose is to build comprehensive understanding through systematic investigation.

When to Use This Skill

Use /research or trigger this skill when:

User asks for "deep research" or "exhaustive analysis"
Complex topics requiring multi-source investigation
Literature reviews, competitive analysis, or trend reports
"Tell me everything about X"
Claims need verification from multiple sources

Tool Configuration

Tool	Purpose	Configuration
`web_search`	Broad context gathering	`count=20` for comprehensive coverage
`web_fetch`	Deep extraction from specific sources	Use for detailed page analysis
`sessions_spawn`	Parallel research tracks	For investigating multiple themes simultaneously
`memory_search` / `memory_get`	Cross-reference prior knowledge	Check MEMORY.md for related context

Core Structure (Three Stop Points)

Phase 1: Initial Engagement [STOP POINT — WAIT FOR USER]

Before any research begins:

Ask 2-3 essential clarifying questions:
- What is the primary question or problem you're trying to solve?
- What depth of analysis do you need? (overview vs. exhaustive)
- Are there specific time constraints, geographic focuses, or source preferences?
Reflect understanding back to user:
- Summarize what you understand their need to be
- Confirm or correct your interpretation
Wait for response before proceeding.

Track record

Benchmark

5 / 21

test cases passed, vs 1 / 21 without

Adoption

Users: 1
Times used: 22

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 7/30/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

LeoYeAI / openclaw-master-skills

skills/academic-deep-research-1-0-0/SKILL.md

View on GitHub ↗

License MITImported 8/2/2026Version v1

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

More skills from the same source and nearby in the registry, with their headline benchmark lift.

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What's inside

Academic Deep Research 🔬

When to Use This Skill

Tool Configuration

Core Structure (Three Stop Points)

Phase 1: Initial Engagement [STOP POINT — WAIT FOR USER]

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

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