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evo-memory

Manages persistent research memory across ideation and experimentation cycles.

Skill by EvoScientist

IndexedLicense unknown★ 128
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/ai4scientist-evo-memory

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Manages persistent research memory across ideation and experimentation cycles. Maintains two stores: Ideation Memory M_I (feasible/unsuccessful directions) and Experimentation Memory M_E (reusable strategies for data processing, model training, architecture, debugging). Three evolution mechanisms: IDE (after research-ideation), IVE (after experiment failure — classifies failures as implementation vs fundamental), ESE (after experiment success — extracts reusable strategies). Use when: updating memory after completing research-ideation cycles or experiment pipelines, classifying why a method failed (implementation vs fundamental failure), starting a new research cycle needing prior knowledge, user mentions 'update memory', 'classify failure', 'what worked before', 'research history', 'evolution'. Do NOT use for running experiments (use experiment-pipeline), debugging experiment code (use experiment-craft), or generating ideas (use research-ideation).

Use cases: data, ml, research

Reviews

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Permissions

What this skill can do and what it asks for, from its SKILL.md and code. Checked Oct 26, 2026.

Tools
No tools found
Secrets
None asked for
Install scripts
None found

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/evo-memory

Tools it pre-approves 1

From allowed-tools in SKILL.md: the agent may use these without asking you each time.

  • Bash

What's inside

Skill name
evo-memory
Description
Manages persistent research memory across ideation and experimentation cycles. Maintains two stores: Ideation Memory M_I (feasible/unsuccessful directions) and Experimentation Memory M_E (reusable strategies for data processing, model training, architecture, debugging). Three evolution mechanisms: IDE (after research-ideation), IVE (after experiment failure — classifies failures as implementation vs fundamental), ESE (after experiment success — extracts reusable strategies). Use when: updating memory after completing research-ideation cycles or experiment pipelines, classifying why a method failed (implementation vs fundamental failure), starting a new research cycle needing prior knowledge, user mentions 'update memory', 'classify failure', 'what worked before', 'research history', 'evolution'. Do NOT use for running experiments (use experiment-pipeline), debugging experiment code (use experiment-craft), or generating ideas (use research-ideation).
License
unknown
Allowed tools
Bash
Metadata
author: EvoScientist · version: 1.0.0
Instructions
229 lines in SKILL.md · view on GitHub

Before installing

  • Pre-approves any shell command

Files (9)

  • SKILL.md
  • evolution-report-template.md · assets/
  • experiment-memory-template.md · assets/
  • ideation-memory-template.md · assets/
  • ese-protocol.md · references/
  • ide-protocol.md · references/
  • ive-protocol.md · references/
  • memory-schema.md · references/
  • paper-prompts.md · references/

The license isn't open source, so the instructions aren't shown here. Read SKILL.md on GitHub

More from AI4Scientist/nano-scientist

Signals

Stars
128
Forks
20
Open issues
1
Last commit (this folder)
Apr 16, 2026 (6 months ago)

From GitHub (fetched Oct 24, 2026).

Details

Version
1.0.0
License
License unknown
Repository
github.com/AI4Scientist/nano-scientist
First seen
Oct 24, 2026
Last checked
Oct 24, 2026
Source
GitHubgithub-graphql

More from EvoScientist

Cite this page

evo-memory skill. Agent Mart. https://agentmart.dev/skills/ai4scientist-evo-memory (last updated 2026-10-24)