researcher

Generate or refresh RLM targets, manifest, and worklists for research tickets.

5|Updated Oct 9, 2025

Search Tags:#automation #workflow #documentation #research #generate #artifact #rlm

Ready to run

npx skills add https://github.com/GrinRus/ai_driven_dev --skill researcher-grinrus

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: researcher
Source: https://github.com/GrinRus/ai_driven_dev/tree/main/skills/researcher
Command: npx skills add https://github.com/GrinRus/ai_driven_dev --skill researcher-grinrus

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Generates or refreshes research artifacts and RLM evidence for a ticket.

Core Features & Use Cases

Automatic creation and refresh of RLM targets, manifest, and worklists for research tickets.
Integration with the CLAUDE plugin runtime to update docs and research contexts.
Use Case: When a ticket enters the research phase, generate canonical outputs and attach evidence for downstream stages.

Quick Start

Invoke the researcher tool to generate or refresh RLM artifacts for a ticket.

Frequently Asked Questions about researcher

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

FAQPage Schema

How do I automate research artifact generation for project tickets?▼

Automating research artifact generation involves invoking a runtime tool to produce canonical RLM targets, manifests, and worklists for a ticket, ensuring structured documentation is automatically created during the research phase.

What are RLM artifacts and when do I need to generate them?▼

RLM artifacts are canonical research outputs like targets, manifests, and worklists. You need to generate them when a ticket enters the research phase to attach evidence for downstream workflow stages.

How do I refresh existing RLM evidence and documentation for a ticket?▼

Refreshing RLM evidence requires triggering the researcher runtime to update existing targets and worklists, integrating with the CLAUDE plugin runtime to write the latest status and outputs to docs.

Does the research artifact workflow integrate with the CLAUDE plugin runtime?▼

Yes, the research artifact workflow integrates directly with the CLAUDE plugin runtime to update documentation and research contexts, writing generated outputs to reports with explicit status handling.

Can I use automated documentation generation without external dependencies?▼

Yes, automated documentation generation operates with zero external dependencies, relying solely on the integrated researcher runtime to produce RLM artifacts and manage workflow status.