evo-memory
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 fa
Why this score
This repo hosts 10 skills, so its 481 stars are split between them (about 48 each) for scoring.
Popularity score: 56/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 21, 2026 at commit 9a9f8cfb3a7f, with Cisco's open-source skill-scanner.
None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This oneevo-memory EvoScientist/EvoSkills · Skill | 56 | ★ 481 | ≈153 always | 1mo ago |
| memory-system kangarooking/system-prompt-skills · Skill Both about memory | 46 | ★ 213 | ≈34 always | 6mo ago |
| memory HKUDS/nanobot · Skill Both about memory | 89 | ★ 49k | ≈15 always | 16d ago |
| mflow-memory FlowElement-xinliuyuansu/m_flow · Skill Both about memory | 73 | ★ 4.5k | ≈20 always | 2mo ago |
| Synap Memory maximem-ai/maximem_synap_sdk · MCP server Both about memory and persistent | 59 | ★ 78 | not measured | today |
| Cathedral — Persistent Memory for AI Agents AILIFE1/Cathedral · MCP server Both about memory and persistent | 45 | ★ 11 | not measured | 5mo ago |