roampal-core
SkillOutcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demoted. pip install roampal.
Install
git clone https://github.com/roampal-ai/roampal-core.git ~/.claude/skills/roampal-coreWhat is roampal-core?
Outcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demoted. pip install roampal.
Trust
78/100 · Good3 factors scored below maximum
Documentation
README · ~10 min readroampal-core
Outcome-Based Persistent Memory MCP Server
Two commands. Your AI coding assistant gets outcome-based memory.
Works with Claude Code and OpenCode.
Benchmarks
85.8% on the corrected LoCoMo benchmark (non-adversarial, end-to-end answer accuracy) — validated on 1,986 questions across 10 conversations with dual grading. All figures in this section are sourced from the paper and roampal-labs (see citations at the bottom of this section).
| Result | Score |
|---|---|
| Conversational learning vs raw ingestion | +23 points (76.6% vs 53.0%, p<0.0001) |
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