Skip to content

iowarp/scientific-method

v0.8.0BSD-3-Clause

General scientific practice for every science agent: method choice and study design, literature search and review, research gaps, citations, data analysis, statistics, uncertainty, figures, scientific writing, and non-interactive task runs.

citation-management

Attach every literature-derived claim to a specific, checkable citation, and keep the citation set consistent across a document's revisions.

data-visualization

Pick the chart type and encoding from the comparison being made, then execute it with labelled axes and units, visible uncertainty and a self-contained caption, without implying more precision or a stronger effect than the data supports.

experimental-design

Match a research question to a method that can answer it, state the method as a falsifiable procedure with its assumptions and scope, and design the study (variables, controls, sample size, acceptance criterion, confounds) before data is collected.

literature-review

Turn a set of gathered sources into a defensible state-of-knowledge synthesis with a claim map, contradictions, gaps, and an explicit novelty burden.

paper-search

Decompose a literature question into search lanes, fetch and read actual sources, and return only what was verified from the fetched text.

research-gap-analysis

Distinguish a real research gap from an under-searched question, and state precisely what evidence would close it.

run-non-interactive-task

Work through a self-contained task packet (workspace rules, required outputs and paths, no person available during the run) directly and economically - batch independent calls, read manuals once and search them, verify with bundled checks, keep a facts log, write the required reports once, and confirm every required output before stopping.

scientific-data-analysis

Match an analysis approach to the data's actual structure and the question being asked, and state every processing step applied to raw data before reporting a result.

scientific-writing

Structure a thesis section, report, or manuscript so every claim traces to its evidence and method, matched to the venue's expected form.

statistics

Match a statistical test or distribution fit to the data's actual properties, and report its assumptions and limitations alongside the result.

uncertainty-quantification

Track measurement, model, and sampling uncertainty separately and propagate them explicitly through a chain of calculations rather than reporting a single deterministic answer.