skills/memory/SKILL.md
a file-based long-term memory using a single JSONL file, with append-only writes and recent-window search via bash + jq.
npx skillsauth add Hongyu-yu/matsci-ai-skills memoryInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Use this skill proactively for all user prompt that can benefit from memory across sessions, even if the user does not ask.
memory_write(input)
memory_search(query)
This skill includes runnable reference implementations for the two interfaces:
memory/scripts/memory_write (reads JSON from stdin; appends 1 JSONL line; prints JSON result)memory/scripts/memory_search (reads JSON from stdin; searches recent window; prints JSON result)Examples:
printf '%s' '{"type":"note","content":"User prefers Python.","tags":["preference"]}' | memory/scripts/memory_write
printf '%s' '{"q":"Python","limit":5}' | memory/scripts/memory_search
tools
Spreadsheet toolkit (.xlsx/.csv). Create/edit with formulas/formatting, analyze data, visualization, recalculate formulas, for spreadsheet processing and analysis.
tools
Expert assistant for VASP (Vienna Ab initio Simulation Package) calculations - input file generation, parameter selection, workflow setup, and best practices for accurate DFT calculations
data-ai
This skill should be used when working with pre-trained transformer models for natural language processing, computer vision, audio, or multimodal tasks. Use for text generation, classification, question answering, translation, summarization, image classification, object detection, speech recognition, and fine-tuning models on custom datasets.
tools
Graph Neural Networks (PyG). Node/graph classification, link prediction, GCN, GAT, GraphSAGE, heterogeneous graphs, molecular property prediction, for geometric deep learning.