Claude Code skills with RLM (Recursive Language Model) enhancements for autonomous coding and codebase analysis.
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Claude Code skills with RLM (Recursive Language Model) enhancements for autonomous coding and codebase analysis.
This repository contains production-ready skills for Claude Code, implementing MIT's Recursive Language Model patterns for:
Based on MIT RLM Research (December 2025).
RLM-enhanced autonomous coding agent
Location:
ralph-rlm/Usage:
~/.claude/skills/ralph-rlm/scripts/ralph-rlm.sh 20 5 PRD.md
RLM-enhanced analysis pipeline
Location:
orchestrator/Usage:
# Run full analysis pipeline claude -p "Run the analysis pipeline on /path/to/project" # Or use RLM scripts directly python3 orchestrator/scripts/rlm_inspector.py --action plan
Security vulnerability analysis
Analyzes codebases for:
Location:
security-analyst/Code quality analysis
Reviews code for:
Location:
code-review/Product Requirements Document generator
Creates detailed, actionable PRDs:
Location:
prd/Ralph-RLM:
Orchestrator:
┌─────────────────────────────────────────────────────────┐ │ SKILLS ECOSYSTEM │ ├─────────────────────────────────────────────────────────┤ │ │ │ ┌──────────────┐ ┌──────────────┐ │ │ │ Ralph-RLM │────────▶│ Orchestrator │ │ │ │ (Execute) │ │ (Analyze) │ │ │ └──────────────┘ └──────────────┘ │ │ │ │ │ │ │ ▼ │ │ │ ┌──────────────────┐ │ │ │ │ Security Analyst │ │ │ │ │ Code Review │ │ │ │ │ PRD Generator │ │ │ │ └──────────────────┘ │ │ │ │ │ │ └────────────────────────┘ │ │ │ │ │ ┌────────▼─────────┐ │ │ │ Implementation │ │ │ │ Complete │ │ │ └──────────────────┘ │ │ │ │ Flow: │ │ 1. Orchestrator analyzes codebase → PRD │ │ 2. Ralph-RLM executes PRD tasks → Implementation │ │ 3. Both use RLM patterns for efficiency │ │ 4. Both learn and improve over time │ └─────────────────────────────────────────────────────────┘
# Clone repository git clone [email protected]:georgesonk/claude-skills.git ~/.claude/skills # Or as a subdirectory git clone [email protected]:georgesonk/claude-skills.git ~/claude-skills ln -s ~/claude-skills ~/.claude/skills
After installation, restart Claude Code or run
/resetcd /path/to/your-project claude -p "Create a PRD for adding user authentication"
cd /path/to/your-project claude -p "Run the analysis pipeline on this project"
cd /path/to/your-project ~/.claude/skills/ralph-rlm/scripts/ralph-rlm.sh 20 5 PRD.md
cd /path/to/large-project python3 ~/.claude/skills/orchestrator/scripts/rlm_inspector.py --action plan > plan.json python3 ~/.claude/skills/orchestrator/scripts/rlm_parallel.py --action script --modules-json plan.json --output run.sh ./run.sh
Create
.ralph-rlm.json{ "rlm_enabled": true, "decomposition_threshold": "medium", "verification_strictness": "high", "pattern_learning": { "enabled": true, "confidence_threshold": 0.30 } }
Automatically created in
.analysis/config.json{ "skills": ["security-analyst", "code-review", "prd"], "rlm": { "enabled": true, "module_size": 10, "parallel": { "enabled": true, "max_parallel": 4 } } }
Each skill includes comprehensive documentation:
Ralph-RLM:
ralph-rlm/SKILL.mdralph-rlm/references/rlm-patterns.mdralph-rlm/references/pattern-learning-guide.mdOrchestrator:
orchestrator/SKILL.mdorchestrator/references/parallel-analysis-guide.mdOverview:
RLM-IMPLEMENTATION-SUMMARY.mdrgThis is a personal skills repository. If you'd like to adapt these skills for your own use:
Private repository - All rights reserved.
Kent Georgeson - GitLab
Status: Production Ready ✅ Implementation Date: January 19, 2026 Based on: MIT RLM Research (arxiv.org/abs/2512.24601)