Atlas / Skills / openraiser / Nanoresearch Planning

Nanoresearch PlanningSAFE

skills/openraiser/nanoresearch-planning

🦞+🔬 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-planning
description: Produce an experiment blueprint from a research hypothesis
version: 0.1.0
---

# Planning Skill

## Purpose
Take the selected hypothesis from ideation and produce a detailed experiment blueprint specifying datasets, baselines, evaluation metrics, and ablation groups.

## Tools Required
None. This skill operates entirely through LLM reasoning over the ideation output.

## Input
- `ideation_output`: Path to `papers/ideation_output.json` produced by the ideation skill

## Process
1. Parse the selected hypothesis and supporting literature from the ideation output
2. Identify candidate datasets that are publicly available and appropriate for validating the hypothesis
3. Select 2-4 baseline methods from the surveyed literature for comparison
4. Define primary and secondary evaluation metrics aligned with the hypothesis
5. Design ablation groups that isolate each novel component of the proposed approach
6. Estimate computational requirements and timeline for each experiment
7. Compile everything into a structured experiment blueprint

## Output
Produces `papers/experiment_blueprint.json` containing:
- Selected hypothesis (carried forward)
- Dataset specifications (name, source, splits, preprocessing steps)
- Baseline methods with references
- Evaluation metrics and success criteria
- Ablation study design (groups, variables, expected outcomes)
- Resource estimates and experiment schedule
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-planning.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 Planning skill do?

🦞+🔬 NanoResearch: The Autonomous AI Research Assistant

Is Nanoresearch Planning 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 Planning 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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