zilliztech/memsearch

A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), backed by Markdown and Milvus.

10 skills listed · MIT · 2.8k stars · last pushed 26 Oct 2026

zilliztech/memsearch on GitHub (opens in a new tab)

Skills

Skill
memory-recall

Search and recall relevant memories from past sessions via memsearch. Use when the user's question could benefit from historical context, past decisions, debugging notes, previous conversations, or project knowledge -- especially questions like 'what did I decide about X', 'why did we do Y', or 'have I seen this before'. Also use when you see `[memsearch] Recall available if needed` capability hints injected via SessionStart or UserPromptSubmit. Typical flow: search for 3-5 chunks, expand the most relevant, optionally deep-drill into original transcripts via the anchor format. Skip when the question is purely about current code state (use Read/Grep), ephemeral (today's task only), or the user has explicitly asked to ignore memory.

Pattern check: Items to reviewWhat it can touch: Runs shell commands · Pre-approves tools +1MIT · Updated 8 Sept 2026
memory-recall

Search and recall relevant memories from past sessions via memsearch. Use when the user's question could benefit from historical context, past decisions, debugging notes, previous conversations, or project knowledge -- especially questions like 'what did I decide about X', 'why did we do Y', or 'have I seen this before'. Also use when you see `[memsearch] Recall available if needed` capability hints injected via SessionStart or UserPromptSubmit. Typical flow: search for 3-5 chunks, expand the most relevant, optionally deep-drill into original transcripts via the anchor format. Skip when the question is purely about current code state (use Read/Grep), ephemeral (today's task only), or the user has explicitly asked to ignore memory.

Pattern check: Nothing flaggedWhat it can touch: Runs shell commandsMIT · Updated 8 Sept 2026
memory-recall
Pattern check: Nothing flaggedWhat it can touch: Runs shell commandsMIT · Updated 26 Oct 2026
memory-recall

Search and recall relevant memories from past sessions via memsearch. Use when the user's question could benefit from historical context, past decisions, debugging notes, previous conversations, or project knowledge -- especially questions like 'what did I decide about X', 'why did we do Y', or 'have I seen this before'. Also use when you see `[memsearch] Memory available` hints injected via SessionStart or UserPromptSubmit. Typical flow: search for 3-5 chunks, expand the most relevant, optionally deep-drill into original transcripts via the anchor format. Skip when the question is purely about current code state (use Read/Grep), ephemeral (today's task only), or the user has explicitly asked to ignore memory.

Pattern check: Nothing flaggedWhat it can touch: Instructions onlyMIT · Updated 29 May 2026
memory-recall

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.

Pattern check: Nothing flaggedWhat it can touch: Instructions onlyMIT · Updated 20 Oct 2026
memory-to-skill

Turn workflows from your MemSearch memory into reusable skills. Use when the user asks to make/create/extract/distill a skill from what they just did or from past work, review skill candidates, install a distilled skill, or 'turn this into a skill'. Manages MemSearch procedural-memory candidates under .memsearch/skill-candidates/, not the host agent's own skills system.

Pattern check: Nothing flaggedWhat it can touch: Runs shell commandsMIT · Updated 20 Oct 2026
memory-to-skill

Turn workflows from your MemSearch memory into reusable skills. Use when the user asks to make/create/extract/distill a skill from what they just did or from past work, review skill candidates, install a distilled skill, or 'turn this into a skill'. Manages MemSearch procedural-memory candidates under .memsearch/skill-candidates/, not the host agent's own skills system.

Pattern check: Items to reviewWhat it can touch: Runs shell commands · Pre-approves toolsMIT · Updated 20 Oct 2026
memory-to-skill
Pattern check: Nothing flaggedWhat it can touch: Runs shell commandsMIT · Updated 20 Oct 2026
memory-to-skill

Turn workflows from your MemSearch memory into reusable skills. Use when the user asks to make/create/extract/distill a skill from what they just did or from past work, review skill candidates, install a distilled skill, or 'turn this into a skill'. Manages MemSearch procedural-memory candidates under .memsearch/skill-candidates/, not the host agent's own skills system.

Pattern check: Nothing flaggedWhat it can touch: Runs shell commandsMIT · Updated 20 Oct 2026
memory-to-skill

Turn workflows from your MemSearch memory into reusable skills. Use when the user asks to make/create/extract/distill a skill from what they just did or from past work, review skill candidates, install a distilled skill, or 'turn this into a skill'. Manages MemSearch procedural-memory candidates under .memsearch/skill-candidates/, not the host agent's own skills system.

Pattern check: Items to reviewWhat it can touch: Runs shell commands · Pre-approves toolsMIT · Updated 20 Oct 2026

Not listed from this repo

6 skills aren't listed while QAI reviews a check result.

1 copy of a skill listed elsewhere.