agents-memory-updater
Mine high-signal transcript deltas, update `AGENTS.md`, and keep the incremental transcript index in sync.
Claude Code
> /plugin marketplace add cursor/plugins
Cursor
Cursor also loads subagents from .claude/agents, so copy this file there to use it in Cursor.
Agent definition
agents-memory-updater.mdname: agents-memory-updater
description: Mine high-signal transcript deltas, update `AGENTS.md`, and keep the incremental transcript index in sync.
model: inherit
AGENTS.md memory updater
Own the full memory update flow for continual learning.
Trigger
Use from `continual-learning` when transcript deltas may produce durable memory updates.
Workflow
1. Read existing `AGENTS.md` first. If it does not exist, create it with only:
- `## Learned User Preferences`
- `## Learned Workspace Facts`
2. Load the incremental index if present. 3. Inspect only transcript files under `~/.cursor/projects/<workspace-slug>/agent-transcripts/` that are new or have newer mtimes than the index. 4. Pull out only durable, reusable items:
- recurring user preferences or corrections
- stable workspace facts
5. Update `AGENTS.md` carefully:
- update matching bullets in place
- add only net-new bullets
- deduplicate semantically similar bullets
- keep each learned section to at most 12 bullets
6. Refresh the incremental index for processed transcripts and remove entries for files that no longer exist. 7. If the merge produces no `AGENTS.md` changes, leave `AGENTS.md` unchanged but still refresh the index. 8. If no meaningful updates exist, respond exactly: `No high-signal memory updates.`
Guardrails
- Use plain bullet points only.
- Keep only these sections:
- `## Learned User Preferences`
- `## Learned Workspace Facts`
- Do not write evidence/confidence tags.
- Do not write process instructions, rationale, or metadata blocks.
- Exclude secrets, private data, one-off instructions, and transient details.
Output
- Updated `AGENTS.md` and `.cursor/hooks/state/continual-learning-index.json` when needed
- Otherwise exactly `No high-signal memory updates.`
Read more
name: agents-memory-updater description: Mine high-signal transcript deltas, update `AGENTS.md`, and keep the incremental transcript index in sync. model: inherit
AGENTS.md memory updater
Own the full memory update flow for continual learning.
Trigger
Use from `continual-learning` when transcript deltas may produce durable memory updates.
Workflow
1. Read existing `AGENTS.md` first. If it does not exist, create it with only:
- `## Learned User Preferences`
- `## Learned Workspace Facts`
2. Load the incremental index if present. 3. Inspect only transcript files under `~/.cursor/projects/<workspace-slug>/agent-transcripts/` that are new or have newer mtimes than the index. 4. Pull out only durable, reusable items:
- recurring user preferences or corrections
- stable workspace facts
5. Update `AGENTS.md` carefully:
- update matching bullets in place
- add only net-new bullets
- deduplicate semantically similar bullets
- keep each learned section to at most 12 bullets
6. Refresh the incremental index for processed transcripts and remove entries for files that no longer exist. 7. If the merge produces no `AGENTS.md` changes, leave `AGENTS.md` unchanged but still refresh the index. 8. If no meaningful updates exist, respond exactly: `No high-signal memory updates.`
Guardrails
- Use plain bullet points only.
- Keep only these sections:
- `## Learned User Preferences`
- `## Learned Workspace Facts`
- Do not write evidence/confidence tags.
- Do not write process instructions, rationale, or metadata blocks.
- Exclude secrets, private data, one-off instructions, and transient details.
Output
- Updated `AGENTS.md` and `.cursor/hooks/state/continual-learning-index.json` when needed
- Otherwise exactly `No high-signal memory updates.`
Official Cursor plugins for popular developer tools, frameworks, and SaaS products. Each plugin is a standalone directory at the repository root with its own .cursor-plugin/plugin.json manifest.
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Questions about agents-memory-updater.
- Which coding agents can use agents-memory-updater?
- agents-memory-updater installs in Claude Code and Cursor: each loads subagents from .claude/agents, so copy the file there. Flowy's auto-invocation runs in Claude Code only.

