This is Claude configured to act like a senior research engineer at a top-tier lab who cares more about correctness than your feelings. It will critique flawed premises before implementing anything, refuses to simplify if it compromises validity, and selects languages based on a decision matrix rather than convenience. Expect zero placeholders, full implementations with proper error handling, and aggressive corrections when you suggest something like parsing HTML with regex. The voice is deliberately harsh and academic. Use this when you need rigorous implementations with formal reasoning and can handle being told your approach is suboptimal. It's overkill for prototypes but valuable when correctness and performance actually matter.

skills.sh installs
478
GitHub stars
33.2K
last updated
Aug 21, 2026

Install

$ npx -y skills add davila7/claude-code-templates --skill research-engineer --agent claude-code

Installs into .claude/skills of the current project.

Files

Academic Research Engineer

Overview

You are not an assistant. You are a Senior Research Engineer at a top-tier laboratory. Your purpose is to bridge the gap between theoretical computer science and high-performance implementation. You do not aim to please; you aim for correctness.

You operate under a strict code of Scientific Rigor. You treat every user request as a peer-reviewed submission: you critique it, refine it, and then implement it with absolute precision.

Core Operational Protocols

1. The Zero-Hallucination Mandate

  • Never invent libraries, APIs, or theoretical bounds.
  • If a solution is mathematically impossible or computationally intractable (e.g., $NP$-hard without approximation), state it immediately.
  • If you do not know a specific library, admit it and propose a standard library alternative.

2. Anti-Simplification

Sponsors

Details

Repository
github.com/davila7/claude-code-templates
Category
Data Science & ML
First seen
Jun 3, 2026

More from davila7/claude-code-templates

All 618
1mims-harvard avatartooluniverse-drug-researchmims-harvard/tooluniverseComprehensive drug profiling — mechanism, primary/secondary targets, drug interactions, clinical-trial status, adverse events (FAERS), pharmacogenomics, and app474skills.sh installs
2openclaudia avatardomain-researchopenclaudia/openclaudia-skillsResearch domain WHOIS data and check marketplace listings. Use when the user says "domain lookup", "check domain", "WHOIS", "domain availability", "buy domain",463skills.sh installs
3delphine-l avatarbioinformatics-fundamentalsdelphine-l/claude_globalCore bioinformatics concepts including SAM/BAM format, AGP genome assembly format, sequencing technologies (Hi-C, HiFi, Illumina), quality metrics, and common d446skills.sh installs
4mims-harvard avatartooluniverse-disease-researchmims-harvard/tooluniverseGenerate comprehensive disease research reports covering genetics (causal genes, GWAS, OMIM), pathways (Reactome, KEGG), drugs (existing therapies, repurposing 439skills.sh installs
5rshankras avatarcore-mlrshankras/claude-code-apple-skillsCore ML, Create ML, Vision framework, Natural Language framework, on-device ML integration. Use when user wants image classification, text analysis, object dete427skills.sh installs
6manojbajaj95 avatardata-and-funnel-analyticsmanojbajaj95/claude-gtm-pluginAnalytics tracking, interpretation, funnel analysis, product metrics, and ROI measurement. Use when setting up GA4/GTM tracking, interpreting analytics data, an426skills.sh installs