roampal
by roampal-ai
Memory that learns what works.
115stars
19forks
Python
Added 4/18/2026
AI Agentsai-assistantai-memorychromadbdesktop-appllm
Installation
# Add to your Claude Code skills
git clone https://github.com/roampal-ai/roampalRoampal
Memory that learns what works.
Say it worked. Say it didn't. The AI remembers.
Stop re-explaining yourself every conversation. Roampal remembers outcomes, learns from feedback, and gets smarter over time—all 100% private and local.
85.8% non-adversarial on LoCoMo (1,986 questions). +23 pts over raw ingestion. Absorbs 1,135 poison memories losing only 4 pts. (Paper)
Benchmark Results
LoCoMo dataset (1,986 questions, 5 categories, corrected ground truths). Evaluated with roampal-labs. Dual-graded by local 20B + MiniMax M2.7.
| Metric | Result | |--------|--------| | Non-adversarial accuracy (MiniMax-regraded) | 85.8% | | Overall (all 5 categories) | 76.6% | | vs raw ingestion baseline | +23 pts (76.6% vs 53.0%, p<0.0001) | | Poison resilience | -4.2 pts after 1,135 adversarial memories | | No-memory baseline | 6.0% (model has zero LoCoMo knowledge) | | | Architecture: +23 pts. Model swap (GPT-4o-mini): 1.5-2.5 pts |
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