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/memtrace-daily

Orient at the start of a coding session, review what recently changed in a repository, and self-audit after completing work. Use when the user wants the daily briefing (what changed in the last 24h with complexity deltas), hotspots (complexity × churn refactor priorities), or a

From plugin
memtrace-public
44627 skills
Install
$ npx -y skills add syncable-dev/memtrace-public --skill memtrace-daily --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/memtrace-daily

Context preview

The summary Claude sees to decide when to auto-load this skill.

Orient at the start of a coding session, review what recently changed in a repository, and self-audit after completing work. Use when the user wants the daily briefing (what changed in the last 24h with complexity deltas), hotspots (complexity × churn refactor priorities), or a

SKILL.md

memtrace-daily.SKILL.md
name: memtrace-daily
description: "Orient at the start of a coding session, review what recently changed in a repository, and self-audit after completing work. Use when the user wants the daily briefing (what changed in the last 24h with complexity deltas), hotspots (complexity × churn refactor priorities), or a session review (clean/review/risky verdicts per editing session). For catching up after time away or resuming a prior session, use memtrace-session-continuity; daily is the last-24h briefing + hotspots + self-audit. Do not reconstruct recent activity from git log; Memtrace diffs the graph at save granularity."

Overview

Session bookends: orient before you start, audit before you finish. All three tools read the bi-temporal version history — every save is a change event with complexity deltas, so "what happened" includes "did it make the code better or worse".

Quick Reference

| Tool | Purpose | |------|---------| | `get_daily_briefing` | Last 24h diffed at graph level: changed functions with complexity deltas, new functions, new endpoints, per-module distribution | | `find_hotspots` | Functions ranked by complexity × recent changes — the ordered refactor priority list | | `review_agent_sessions` | Editing sessions clustered by actor, judged clean / review / risky |

> **Parameter types:** MCP parameters are strictly typed. Numbers

Full parameter spec for every Memtrace tool: `references/mcp-parameters.md` (bundled at the memtrace-skills plugin root). > (`window_hours`, `window_days`, `top_n`) must be JSON numbers.

Steps

1. Orient at session start

`get_daily_briefing` with `repo_id`. Read the summary first:

  • `net_cyclomatic_delta` positive → recent work added complexity; check

whether your task touches the same area before piling on.

  • `changed` rows with large positive deltas → recently-destabilised code;

prefer `preflight_check` before editing anything in that list.

2. When the task is refactoring or cleanup

`find_hotspots` — work the list top-down. A hotspot you simplify pays off on every future change; a complex-but-untouched function can wait.

3. Self-audit before declaring work done

`review_agent_sessions` and find YOUR session (newest, your agent id):

  • `clean` — done; state the verdict in your summary.
  • `review` — re-read your top_changes rows; justify each complexity

increase or simplify it.

  • `risky` — do not hand off yet. You added >30 net cyclomatic or touched

a >50-complexity function; extract helpers / flatten nesting first, then re-run the review.

The standard a session should meet

Net complexity delta ≤ 0 unless the task genuinely required new branching (new feature with new cases). "I left the code simpler than I found it" is verifiable here — verify it.

Output

| Tool | Returns | |------|---------| | `get_daily_briefing` | summary with `net_cyclomatic_delta`; `changed` rows (function + complexity delta); new functions, new endpoints, per-module distribution | | `find_hotspots` | ranked list of functions scored by complexity × recent changes | | `review_agent_sessions` | per-session verdict (`clean` / `review` / `risky`) with `top_changes` rows and net cyclomatic delta |

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Ships withmemtrace-public

Structural memory for AI coding agents. Bi-temporal graph, MCP-native, zero LLM calls. Cursor · Claude Code · Codex · Hermes · VS Code · Windsurf.

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