Two Engineering Claude Code skills, side by side. Pick the right skill for your workflow with a side-by-side look at metadata, sample code, and install commands.
| Name | episodic-memory-algorithms | superreview |
|---|---|---|
| Description | Data structures and algorithms for AI agent episodic memory. Covers vector stores (HNSW, IVF, PQ), temporal indexing, knowledge graphs with triple stores, hierarchical summarization, forgetting curves,… | Deep allure-server code review the MODEL or the USER can invoke: routes changed files to domain-expert agents, runs the mechanical gates, checks correctness + architecture + reuse + version pins + scope discipline… |
| Category | Engineering | Engineering |
| Sub-category | ml-ai-eng | architecture |
| Tags | — | type:review |
| Author | curiositech | kochetkov-ma |
| License | — | Apache-2.0 |
| Install | /add-skill episodic-memory-algorithms | /add-skill superreview |
What type of facts does your agent need to remember?
│
├─ User identity + preferences ONLY
│ └─ Use: Core memory (always in context) + simple vector store
│ Algorithm: Flat search or small HNSW (<10K entries)
│ Reasoning: Static facts don't need complex temporal tracking
│
├─ Past conversations + events
│ ├─ Need fact change tracking over time?
│ │ ├─ YES → Bi-temporal knowledge graph (Zep/Graphiti approach)
│ │ │ Algorithm: Triple store with (validFrom, ingestedAt) timestamps…PLAN — allure-server superreview
INPUT: <arguments verbatim, or "(empty)">
MODE: <resolved MODE> — <which rule>; Depth <resolved DEPTH> — <which signal>
SCOPE: <branch, commit range/folder, focus, file count>
DO: <gates, intent pass, and — EXTENDED only — expert fan-out, scope passes, validation>
RESULT: <the merged report + chat summary>episodic-memory-algorithms — Data structures and algorithms for AI agent episodic memory. Covers vector stores (HNSW, IVF, PQ), temporal indexing, knowledge graphs with triple stores, hierarchical summarization, forgetting curves,…
superreview — Deep allure-server code review the MODEL or the USER can invoke: routes changed files to domain-expert agents, runs the mechanical gates, checks correctness + architecture + reuse + version pins + scope discipline…
Both are free to install. If you're unsure, install both — Claude Code skills are isolated by filename and only collide if their trigger phrases overlap (rare). The richest signal is the SKILL.md body itself — open both skill pages and read the first paragraph of each.
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