{"repo":"roampal-ai/roampal","free":true,"listed":false,"github":"https://github.com/roampal-ai/roampal","clone":"git clone https://github.com/roampal-ai/roampal.git","description":"Memory that learns what works.","language":"Python","stars":125,"topics":["ai-assistant","ai-memory","chromadb","desktop-app","llm","lm-studio","local-ai","local-llm","mcp-server","model-context-protocol"],"license":null,"category":"mcp-servers","readme_excerpt":"Roampal Memory that learns what works. So you can do more of it. 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 Component-level retrieval ablation Config Hit@1 Clean Hit@1 Poison p-value -------- ------------- -------------- --------- TagCascade + cosine 27.3% 29.0% baseline Overlap + cosine 25.8% 28.0% p=0.0003 Pure CE 25.4% 28.4% — TagCascade + Wilson 23.0% 25.0% p --- Quick Start 1. Download from roampal.ai and extract 2. Install Ollama or LM Studio 3. Right-click Roampal.exe → Run as administrator 4. Download a model in the UI → Start chatting! Your AI starts learning about you immediately. --- Table of Contents - Benchmark Results - Key Features - MCP Integration - Architecture - Supported Models - Documentation - Pricing --- Key Features Memory That Learns - Outcome tracking: Scores every result (+0.2 worked, -0.3 failed) - Smart promotion: Good advice become","default_branch":null,"files":null,"tree":[],"storefront":"/r/roampal-ai","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/roampal-ai/roampal/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}