ClaudeSuperPower

roampal-core

Skill

Outcome-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-core

What 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 · Good

3 factors scored below maximum

Documentation

README · ~10 min read

roampal-core

Outcome-Based Persistent Memory MCP Server

Tests PyPI Latest release Downloads Stars License Python Discord

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).

ResultScore
Conversational learning vs raw ingestion+23 points (76.6% vs 53.0%, p<0.0001)

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