Skills for Real Engineers. Straight from my .agents directory.
memory-recall
Agent skill fromzilliztech/memsearch
Search and recall relevant memories from past sessions via MemSearch. Use for past decisions, debugging notes, previous conversations, and project knowledge, especially when the context includes a MemSearch memory hint. Skip purely current-code questions or when the user asks to ignore memory.
How to install memory-recall
npx skills add zilliztech/memsearch# or add only this skill to Claude Code: copy the folder
plugins/opencode/skills/memory-recall/
# into
~/.claude/skills/memory-recall/ (all projects)
.claude/skills/memory-recall/ (one project)
1Search memories relevant to the user's current question. The plugin's tools resolve the requesting session's checkout and configured collection, and recover pending capture before recall.23## Steps451. Use `memory_search` with a concrete query and `top_k: 5`. It returns text containing a JSON array of objects with `chunk_hash`, `content` and `source`. When calling through `execute`, return the search result and inspect its text before selecting hashes. Evaluate relevance before expanding results.62. Use `memory_get` with the most promising `chunk_hash` values to read full Markdown sections.73. For claims requiring original dialogue, use `memory_transcript` with `session_id`, `turn_id` and `db_path` from the expanded `session:` / `turn:` / `db:` anchor. Set `context: 3`; for an anchor without a turn, use `limit: 10`.8 - If OpenCode transcript lookup fails after an upgrade, distinguish an incompatible host/plugin pair, an unavailable database or session/turn, and an incomplete V1-to-V2 database migration. See [OpenCode diagnostics](../memory-config/references/opencode.md), also used by `memory-config`. Check the referenced conversation only; a lookup failure does not justify scanning unrelated transcripts.9…
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