joshzyj

Verify Numerics — Research agent for Claude Code

Research community

A verification agent that performs Stage 1 numeric verification — comparing raw analysis outputs (CSVs, HTML tables, R/Python console output) against the formatted tables presented in the manuscript.

How to install Verify Numerics

Installs to ~/.claude/agents/joshzyj-open-scholar-skill-verify-numerics.md

Terminal
mkdir -p ~/.claude/agents && curl -fsSL https://raw.githubusercontent.com/joshzyj/open-scholar-skill/HEAD/.claude/agents/verify-numerics.md -o ~/.claude/agents/joshzyj-open-scholar-skill-verify-numerics.md

Restart Claude Code, or start a new session, for it to be picked up.

What Verify Numerics does

name: verify-numerics description: A verification agent that performs Stage 1 numeric verification — comparing raw analysis outputs (CSVs, HTML tables, R/Python console output) against the formatted tables presented in the manuscript. Detects transcription errors, rounding mistakes, dropped rows/columns, and transformation errors introduced when moving from raw output to publication-ready tables. tools: Read, Write, WebSearch

Verification Agent — Raw Output → Manuscript Table Consiste

Alternatives in Research

  • Role Analysis Reviewer Agent — Validates role analysis outputs against role-specific templates and quality standards 1.5k ★
  • Fable Worker Sonnet — Fable stage worker for tasks needing real reasoning — research synthesis, nontrivial code, analysis, document 837 ★
  • Jogyo — Scientific research agent with Python REPL and structured output markers 244 ★

Full documentation available on GitHub

View Source Repository

Related Agents

Verify Figures — Research agent for Claude Code

Verify Figures

A verification agent that performs Stage 1 figure verification — comparing raw figure outputs (PDFs, PNGs from

Research community
Analysis Numerics — Research agent for Claude Code

Analysis Numerics

Analysis expert focused on numerical stability, floating-point precision, accumulation errors, and mathematica

Research community
Study — Research agent for Claude Code

Study

Builds one optional provisional HTML study inside an explicit host-granted directory.

Research community
Strategic Analyst — Research agent for Claude Code

Strategic Analyst

Runs a comprehensive multi-dimensional strategic analysis on any business question. Spawns parallel analytical

Research community
Gad Note Writer — Research agent for Claude Code

Gad Note Writer

Produces the complete LaTeX analysis note with all sections, figures, tables, and bibliography. Ensures public

Research community
Bench Reporter — Research agent for Claude Code

Bench Reporter

Updates benchmark documentation with results from bench-runner. Maintains BENCHMARK.md, README.md, and EVAL-GA

Research community

Related Skills

Academic Manuscript Workflow — Productivity skill for Claude Code

Academic Manuscript Workflow

Automated academic manuscript citation workflow using Claude Code, Pandoc, and BibTeX validation for researche

Productivity community
Data And Types — Data skill for Claude Code

Data And Types

Rust Intel — Data, Types, Numerics & Iterators (serde, Eq/Hash, numeric, strings, allocation/complexity cost)

Data community
Clojurescript Skills — Productivity skill for Claude Code

Clojurescript Skills

ClojureScript skills: JavaScript interop, externs inference, macro stage separation, host-typed exceptions, JS

Productivity community