apply-paper-to-project

Name: apply-paper-to-project
Availability: InStock
Author: Divya

Map validated paper findings to project files and apply minimal changes.

3|Updated Apr 5, 2026

Search Tags:#testing #architecture #research #codebase #validation #adr #refactor

Ready to run

npx skills add https://github.com/dvy1987/agent-loom --skill apply-paper-to-project

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: apply-paper-to-project
Source: https://github.com/dvy1987/agent-loom/tree/main/.agents/skills/apply-paper-to-project
Command: npx skills add https://github.com/dvy1987/agent-loom --skill apply-paper-to-project

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Translate validated, security-cleared research findings into concrete, minimal improvements to a project's code, architecture, tests, and documentation while avoiding overreach and unsafe changes.

Core Features & Use Cases

Insight mapping: Match GOTCHAs, TECHNIQUEs, FAILURE_MODEs, and METRICs from a validated paper to specific files, patterns, and architectural areas in the project.
Minimal, evidence-backed changes: Propose and apply only the changes supported by the paper, follow existing conventions, and run tests/linters when available.
Documentation and governance: Produce a structured improvement plan, append a log entry, and optionally create an ADR for architecturally significant changes.

Quick Start

Apply the validated paper insights to this repository and propose a minimal, testable improvement plan.

Frequently Asked Questions about apply-paper-to-project

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I apply research paper findings to my codebase without breaking existing architecture?▼

Validated research insights map directly to project files, architecture, tests, and documentation. The process classifies findings into directly applicable, architecturally relevant, and not-applicable items, ensuring minimal, evidence-backed codebase improvements while avoiding unsafe changes or architectural overreach.

How do I translate research insights into concrete code and architecture improvements?▼

What do I need to map research findings to my project source code and tests?▼

You need access to project source code, documentation, and tests, plus pre-validated, security-cleared research outputs. This setup enables mapping extracted findings to specific files, proposing minimal edits, and running available tests or linters to validate the applied research.

Can I use this to generate an architecture decision record for codebase refactoring?▼

Yes, applying validated research findings optionally creates an Architecture Decision Record (ADR) for architecturally significant changes. It also appends a structured log entry to maintain project governance while proposing minimal, testable codebase improvements.

What are the limitations of applying research to a codebase automatically?▼

The approach avoids overreach by applying only changes directly supported by the validated paper and following existing conventions. It requires pre-validated, security-cleared research outputs and relies on available tests or linters to validate any minimal file edits made.