| name | recall-knowledge |
| description | Recall knowledge base entries by meaning, not just keywords — hybrid search (lexical ripgrep + local vector embeddings + see-link graph) over `.claude/knowledge/entries/`. Use when looking for prior knowledge, decisions, pitfalls, or context that may be worded differently from the query (e.g. a Japanese query vs English identifiers, or synonyms the entry does not literally contain). Falls back to ripgrep-only when the vector index or its dependencies are absent. On-demand only — it is NOT wired into the per-prompt hook (that stays ripgrep for instant, model-free injection). |
| license | MIT |
| allowed-tools | Bash, Read |
Recall Knowledge
Goal
Surface the most relevant knowledge entries for a query by meaning — bridging synonyms and
cross-language wording (e.g. Japanese ↔ English identifiers) that literal keyword search misses.
When to Use
- Searching the knowledge base for prior art, decisions, pitfalls, or related context
- The query may be worded differently than the entries (synonyms, JA query vs EN identifiers)
- Before starting work on a topic, to pull related accumulated knowledge
- NOT for per-prompt automatic injection — that stays ripgrep via the existing
userpromptsubmit_knowledge_search.sh hook (instant, no model load)
Execution (run directly — do NOT delegate to a subagent)
IMPORTANT: hybrid search executes code (uv run a Python script). Subagents run in a sandbox
that blocks code execution, networking, and out-of-cwd writes, so this skill runs from the
MAIN agent's Bash — do NOT spawn an Agent for the search itself.
- Read the procedure file at: {plugin_root}/skills/recall-knowledge/procedure.md
- Follow it: resolve paths, decide hybrid vs ripgrep-fallback, run the search, present the
ranked results, and Read the top entries when their content is needed for the answer.
Paths:
- Knowledge base: {project_root}/.claude/knowledge/
- Search script: {plugin_root}/scripts/kb_search.py
- Index builder: {plugin_root}/scripts/kb_index.py (only to advise building the index)
IMPORTANT: The procedure / script paths use the plugin's base directory, NOT the project
directory. Read the "Base directory for this skill" line from the skill loading message to
determine {plugin_root}.