/memex-recall

name: memex-recall
description: Load prior knowledge from Zettelkasten memory when the task likely benefits from past context.
whenToUse: When the current task likely overlaps with prior work — debugging a familiar area, continuing a project, or referencing past decisions. Prefer a task-specific query with 1-3 keywords over loading the full index. Do not invoke on every conversation start — only when memory is likely relevant.

Memory Recall

You have access to a Zettelkasten memory system via the `memex` CLI. Before starting this task, search your memory for relevant prior knowledge.

Tools Available

Three equivalent interfaces — use whichever your environment supports:

| CLI (memex in PATH) | Plugin CLI fallback (Claude Code) | MCP tool (VSCode / Cursor) | |----------------------|-----------------------------------|----------------------------| | `memex read index` | `node ~/.claude/plugins/cache/cc-plugins/memex/*/dist/cli.js read index` | `memex_read` with slug `index` | | `memex search <q>` | `node ~/.claude/plugins/cache/cc-plugins/memex/*/dist/cli.js search <q>` | `memex_search` with query arg | | `memex read <slug>` | `node ~/.claude/plugins/cache/cc-plugins/memex/*/dist/cli.js read <slug>` | `memex_read` with slug arg | | `memex search` (no args) | `node ~/.claude/plugins/cache/cc-plugins/memex/*/dist/cli.js search` | `memex_search` with no args |

**Resolution order:** Try `memex` in PATH first. If not found, define a shell function and use it:

memex() { node $HOME/.claude/plugins/cache/cc-plugins/memex/*/dist/cli.js "$@"; }

If both CLI approaches fail, use MCP tools.

The rest of this skill uses `memex` CLI syntax for brevity.

Process

digraph recall {
    "Task received" -> "Relevant to prior work?" [shape=diamond];
    "Relevant to prior work?" -> "Generate 1-3 search keywords" [label="yes"];
    "Relevant to prior work?" -> "Proceed without recall" [label="no"];
    "Generate 1-3 search keywords" -> "memex search <query>";
    "memex search <query>" -> "Review summaries";
    "Review summaries" -> "Relevant cards found?" [shape=diamond];
    "Relevant cards found?" -> "memex read <card>" [label="yes"];
    "Relevant cards found?" -> "Need broad overview?" [label="no"];
    "Need broad overview?" -> "memex read index" [label="yes"];
    "Need broad overview?" -> "Proceed without recall" [label="no"];
    "memex read index" -> "Pick relevant slugs" -> "memex read <card>";
    "memex read <card>" -> "See [[links]] in content";
    "See [[links]] in content" -> "Links worth following?" [shape=diamond];
    "Links worth following?" -> "memex read <linked-card>" [label="yes"];
    "Links worth following?" -> "Enough context?" [label="no"];
    "memex read <linked-card>" -> "See [[links]] in content";
    "Enough context?" -> "More queries to try?" [label="no"];
    "More queries to try?" -> "Generate new query" [label="yes"];
    "Generate new query" -> "memex search <query>";
    "More queries to try?" -> "Summarize findings, proceed with task" [label="no"];
    "Enough context?" -> "Summarize findings, proceed with task" [label="yes"];
}

Step 1: Targeted keyword search (preferred)

Generate 1-3 search keywords from the current task and run `memex search <keyword>` for each. This is faster and more focused than reading the full index.

Step 2: Read the keyword index (when needed)

If you need a broad overview of what's in memory (e.g. first time working in this area, or the task is vague), run `memex read index`. The index is a curated concept → card mapping. It's much smaller than all cards combined and gives you entry points.

Step 3: Follow links

When you read a card and see `[[links]]` in the prose, decide if they're worth following. If yes, `memex read <linked-slug>`.

Step 4: Summarize and proceed

When you have enough context, summarize your findings and proceed with the task.

Guardrails

• **max_hops: 3** — Do not follow links more than 3 levels deep
• **max_cards_read: 20** — Do not read more than 20 cards in a single recall
• **no raw secrets** — Never include actual secrets, credentials, tokens, or exact secret file contents in search queries. Use abstract descriptions instead (e.g. `gitee pr auth workflow`, not a token value or credential file contents).
• If you hit either limit, stop and work with what you have

Counting Rules

• Hop 0 = cards found directly via index or `memex search`. Following a `[[link]]` from there is hop 1, etc.
• Keep a running count of `memex read` calls. If you've read 20 cards, stop immediately.

Important

• Prefer targeted `memex search <keyword>` over reading the full index — it's faster and more focused
• Only `memex read index` when you need a broad overview or search returns nothing useful
• Generate search queries in BOTH Chinese and English to maximize recall
• If search returns nothing useful, that's fine — proceed without memory context
• Summarize what you found before proceeding, so the findings are in your context