Atlas / Skills / openraiser / Nanoresearch Ideation

Nanoresearch IdeationSAFE

skills/openraiser/nanoresearch-ideation

🦞+🔬 NanoResearch: The Autonomous AI Research Assistant

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
0.1.0
Hosts
—
License
MIT
Stars
1,339
01

Overview

🦞+🔬 NanoResearch: The Autonomous AI Research Assistant

Read from source at commit 6549c6767ce0OBSERVED · 2026-10-08
02

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: nanoresearch-ideation
description: Search academic literature and generate research hypotheses
version: 0.1.0
---

# Ideation Skill

## Purpose
Search arXiv and Semantic Scholar for papers related to a research topic, perform gap analysis, and generate novel hypotheses.

## Tools Required
- `search_arxiv`: Search arXiv for papers
- `search_semantic_scholar`: Search Semantic Scholar for papers and citations

## Input
- `topic`: The research topic or question to investigate

## Process
1. Generate 5-8 diverse search queries from the topic
2. Search arXiv and Semantic Scholar using each query
3. Deduplicate and rank papers by relevance
4. Analyze the collected papers to identify research gaps
5. Generate 2-4 novel hypotheses that address the identified gaps
6. Select the most promising hypothesis with justification

## Output
Produces `papers/ideation_output.json` containing:
- Retrieved papers with metadata
- Survey summary
- Gap analysis
- Generated hypotheses
- Selected hypothesis with rationale
03

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-08 · audit v0.4.1 · source sha 6549c6767ce0full audit observations/trust-audit/skill/openraiser__nanoresearch-ideation.json · Report an issue / request a re-scan
04

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-086549c6767ce0SAFEB89first audit
05

Questions

What does the Nanoresearch Ideation skill do?

🦞+🔬 NanoResearch: The Autonomous AI Research Assistant

Is Nanoresearch Ideation safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Nanoresearch Ideation access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

How current is this page?

The grade is for one exact copy of the source (6549c6767ce0), read on 2026-10-08. The repository is watched, and a new audit runs when it changes — this is the first audit.

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