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Weekly Digests

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Generate structured weekly narratives of project timelines.

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What Weekly Digests does

Weekly Digests is a skill designed for users who need to create a coherent narrative of a project's history, divided into weekly chapters. By leveraging the claude-mem framework, this skill takes a project's full timeline and splits it into ISO-week segments, ensuring that each chapter builds upon the last. This approach allows for a detailed and organized storytelling format, making it easier to track progress and understand the evolution of a project over time.

The workflow begins by determining the project name and fetching the complete timeline data. Once the timeline is retrieved, it is parsed and divided into individual weekly files, preserving the original content for fidelity. Each week’s data is then processed sequentially by subagents, which generate narrative digests that reflect the developments of that week while maintaining continuity with previous weeks. This results in a comprehensive multi-chapter report that can be used for documentation, retrospective analysis, or project updates.

This skill is particularly useful for project managers, developers, and teams who want to maintain a clear record of their project's journey. By producing a digest for each week, users can easily identify trends, highlight significant events, and communicate progress effectively to stakeholders. The structured output also aids in reviewing past decisions and planning future actions based on historical data.

Overall, Weekly Digests enhances the ability to narrate a project's timeline in a structured manner, making it an essential tool for anyone involved in project management or development who values detailed documentation and storytelling.

When to use it

Use this skill when you need to create a detailed, week-by-week narrative of a project's history, especially for retrospective analyses or updates.

When not to use it

This skill is not suitable for generating a single, comprehensive report; for that purpose, the `timeline-report` skill should be used instead.

What you can build with it

Weekly Project Updates

Use this skill to generate weekly updates for stakeholders, summarizing key developments and decisions made during the week.

Retrospective Analysis

After completing a project phase, run this skill to create a narrative that highlights progress and challenges faced over the weeks.

Team Documentation

Employ this skill to document the evolution of your project, providing team members with a clear and structured history to refer back to.

How to install Weekly Digests

View source

1. Install with the skills CLI

npx skills add thedotmack/claude-mem/weekly-digests --agent claude-code

2. Or install it manually

Download the skill folder and drop it into ~/.claude/skills/ for all projects, or .claude/skills/ to scope it to one repo. Restart Claude Code so it picks up the new skill.

Anthropic's agentic coding CLI, and the reference implementation of Agent Skills. Drop a skill folder into ~/.claude/skills and Claude Code loads it automatically whenever a task matches the skill's description. Claude Code docs

Inside SKILL.md

Written by thedotmack

Weekly Digests

Produce a serial, multi-chapter narrative digest of a project's complete claude-mem history. Differs from timeline-report (one long report) — this generates one digest per ISO week, with each subagent reading the prior week's carry-forward block so the story stays coherent.

The chapter count equals the number of ISO weeks the timeline covers. A project with 2 weeks of data produces 2 chapters; one with 30 weeks produces 30. There is no fixed length — count the weeks first, then drive the pipeline off that count.

When to Use

Trigger when the user asks for:

  • "Weekly digests"
  • "Week-by-week story"
  • "Serial timeline"
  • "Story chapters of [project]"
  • "Run a digest for each week"
  • "Continue the story week by week"

If the user wants a single sweeping report, use timeline-report instead. This skill is for serial chapter format.

Prerequisites

  • claude-mem worker running
  • Project has at least one ISO week of observations (the pipeline degenerates gracefully — even N=1 works)
  • A clean output directory the user is comfortable writing into

Resolve the worker port (do this once, reuse $WORKER_PORT):

WORKER_PORT="${CLAUDE_MEM_WORKER_PORT:-$(node -e "const fs=require('fs'),p=require('path'),os=require('os');const uid=(typeof process.getuid==='function'?process.getuid():77);const fallback=String(37700+(uid%100));try{const s=JSON.parse(fs.readFileSync(p.join(os.homedir(),'.claude-mem','settings.json'),'utf-8'));process.stdout.write(String(s.CLAUDE_MEM_WORKER_PORT||fallback));}catch{process.stdout.write(fallback);}" 2>/dev/null)}"

Workflow

Step 1: Determine the Project Name

Same worktree-detection pattern as timeline-report. In a worktree, the data source is the parent project:

git_dir=$(git rev-parse --git-dir 2>/dev/null)
git_common_dir=$(git rev-parse --git-common-dir 2>/dev/null)
if [ "$git_dir" != "$git_common_dir" ]; then
  parent_project=$(basename "$(dirname "$git_common_dir")")
else
  parent_project=$(basename "$PWD")
fi
echo "$parent_project"

Step 2: Fetch the Full Timeline and Save It

mkdir -p .scratch
curl -s "http://localhost:${WORKER_PORT}/api/context/inject?project=PROJECT_NAME&full=true" \
  > .scratch/cm-timeline.md
wc -l .scratch/cm-timeline.md

Sanity-check: confirm the file is non-empty and has the expected structure (preamble, then date headers like ### Mon DD, YYYY, then numeric observation lines <id> <time> <emoji> <title> and session boundary lines S<n> <prompt> (Mon DD at HH:MMpm)).

Step 3: Split the Timeline Into Per-ISO-Week Files

Write a Python script to .scratch/split-timeline.py that:

  1. Parses date headers (### Mon DD, YYYY).
  2. Groups days into ISO weeks via date.isocalendar() (Monday-start).
  3. Emits one file per week to docs/timeline-weeks/<YYYY>-W<NN>-<MonDD>-to-<MonDD>.md, preserving each day's section verbatim.
  4. Runs a dual-pass sanity check: total observations distributed must equal the count in the source file.

Output structure (filenames illustrative):

docs/timeline-weeks/
  README.md                       # weekly index table
  YYYY-W<NN>-MonDD-to-MonDD.md    # one per ISO week the timeline covers
  ...

Each weekly file should preserve the original daily sections verbatim. Do not paraphrase at this stage — the digest agents need raw fidelity.

Count the resulting files before launching the pipeline. That count is TOTAL and drives every subsequent step. Empty weeks (zero observations between active weeks) should be skipped — the pipeline only operates on weeks that have content.

Step 4: Build the Weekly Index README

Write docs/timeline-weeks/README.md with a markdown table: Week | Dates | Observations | Sessions | File. This becomes the operator's roadmap and helps the agents understand pacing (peak weeks vs trough weeks).

Step 5: Run the Consecutive Subagent Pipeline

Critical: subagents run sequentially, NOT in parallel. Each agent receives the prior agent's carry-forward block. This is the entire point of the skill — without it you have N disjoint summaries; with it you have an N-chapter serial narrative.

Create the output directory:

mkdir -p docs/timeline-weeks/digests

For each week, in chronological order, dispatch a Task subagent (general-purpose) with this prompt template. Wait for each agent to complete before launching the next. Capture the carry-forward block from the result and inject it as STORY_SO_FAR into the next prompt.

Subagent Prompt Template

You are writing chapter {N} of {TOTAL} in a serial week-by-week digest of the {PROJECT} project's development history. Chapters 1 through {N-1} are written. {SPECIAL_NOTE: e.g. "This is the LARGEST week", "This is the TROUGH", "This is the FINAL chapter", "This is the ONLY chapter — both first AND final week"}.

**Source file (read in full):**
{ABSOLUTE_PATH_TO_WEEK_FILE}

**Output digest file (write):**
{ABSOLUTE_PATH_TO_DIGEST_FILE}

**Format key for the source file:**
- Numeric lines like `1 7:59p 🔵 Save hook file is empty` are observations (ID, time, type-emoji, title)
- `S##` lines are session boundaries (the user prompt that started the session)
- Emoji legend: 🎯session 🔴bugfix 🟣feature 🔄refactor ✅change 🔵discovery ⚖️decision 🚨security_alert 🔐security_note 🤫sensitive

**Story so far (carry-forward from Week {N-1}):**

{STORY_SO_FAR_BLOCK_OR_EMPTY_FOR_WEEK_1}

**Your digest must include:**
1. **Title line** — `# Week {N} ({WEEK_LABEL}): {DATE_RANGE} — [your chosen subtitle]`
2. **One-line tagline** — what this week is about, in plain English
3. **Narrative section** ({BUDGET}) — tell the story. Resolve threads from prior weeks where the data shows resolution. Introduce new arcs. Use specific observation details.
4. **Threads continued / opened / resolved** sections
5. **Cliffhanger / What's next**
6. **Carry-forward block** at the very bottom, fenced as ```carry-forward ... ``` — structured handoff for the next week's agent.

**CARRY-FORWARD DISCIPLINE:**
- Cap at ~350 words.
- AGGRESSIVELY PRUNE: drop arcs that didn't surface this week unless they're actively unresolved cliffhangers.
- Drop cast members absent 2+ weeks unless load-bearing for the long arc.
- Quality over completeness. The next agent inherits what you mention; mention judiciously.

Required carry-forward sub-sections:
- **Active arcs** — ongoing themes/projects the next agent should watch for
- **Cast** — notable named systems/people/tools (continuing + new)
- **Unresolved** — open questions or unfinished work
- **Tone notes** — how the story is being told (voice, perspective, register evolution)

**Tone rules:**
- Third-person narrator, sharp, observational. Not twee.
- AI is "Claude"; human is "{USER_FIRST_NAME}".
- Treat codebase components as characters — whatever the project's recurring named systems are (e.g. a worker, a queue, a process manager, a recurring bug, a flaky migration). Don't import names from another project; use what shows up in this project's observations.
- Don't manufacture drama. Name what's there.
- Track the user's prompt-register evolution week by week (frustration markers, escalation language, shifts in tone).
- Note meta-recursion if the project is reflexive about its own behavior (e.g. a tool that documents its own work, an AI agent debugging itself, a system that catches its own regressions).
- Watch for new villains or co-stars and name them.
- For trough/silent weeks: silence IS the story. Don't pad. Name what didn't happen.
- For surge weeks (>2,000 obs): pick 4-7 spine arcs and tell them well. Don't catalog.

**Important:** Do NOT speculate beyond what's in the source file.

After writing the file, return:
1. Path of the file you wrote
2. The carry-forward block verbatim
3. One-sentence summary of the week

Narrative Budget by Observation Count

Scale narrative length proportionally to the week's volume:

Obs countNarrative section budget
< 100200–400 words
100–500300–600 words
500–1,500500–900 words
1,500–3,000700–1,100 words
3,000+800–1,300 words

Pad these into the {BUDGET} slot of the prompt for each week.

The First Week

For Week 1, pass an empty STORY_SO_FAR_BLOCK and an instruction noting it's the origin chapter — the agent should establish initial cast, tone, and arcs for everyone after.

The Final Week

The final week gets a different ending: no carry-forward block. Instead, instruct the agent to write a ## Where We Are section (~250 words) naming what's still open at the moment of writing. Tell the agent the project is ongoing — the digest stops; the story doesn't. Don't give the story a false ending.

When N = 1 (single-week project)

Apply BOTH treatments to the same chapter: empty STORY_SO_FAR_BLOCK AND ## Where We Are instead of a carry-forward block. The agent is writing both the origin and the close in one pass. Don't reference prior or future chapters that don't exist.

Step 6: Rename Files for Sortable Order

The agents write digests with names like YYYY-W<NN>-digest.md. These already sort chronologically by ISO week (until a project crosses a year boundary inside one project name), but add a zero-padded numeric prefix so the order is unambiguous to humans browsing or scripting against the directory:

cd docs/timeline-weeks/digests
total=$(ls *.md | wc -l | tr -d ' ')
width=${#total}                  # 1 for N<10, 2 for N<100, 3 for N<1000
[ "$width" -lt 2 ] && width=2    # always pad to at least 2 for readability
i=0
for f in *.md; do
  printf -v prefix "%0${width}d" $i
  mv "$f" "${prefix}-$f"
  i=$((i+1))
done

Result for N=30: 00-...md through 29-...md. For N=4: 00-...md through 03-...md. For N=120: 000-...md through 119-...md. Always zero-pad1-...md and 10-...md sort wrong without it.

Do NOT also prepend the order number to the digest title line inside each file. The filename prefix is for sorting; the title stays clean: # Week N (W##): Date — Subtitle.

Step 7: Report Completion

Tell the user:

  • Total weeks digested (N)
  • Output directory path
  • Date range covered
  • Any silent/trough weeks worth flagging
  • A one-sentence capstone summarizing the arc — written by the final-chapter agent, or composed by the operator from the final agent's ## Where We Are section.

Pipeline Discipline

These rules emerged from running the pipeline end-to-end. Encode them every time:

  1. Sequential, not parallel. The whole point is the carry-forward chain. Parallelism breaks it.
  2. Carry-forward is bounded. It will bloat without active pruning. Tell every agent: cap ~350 words, drop dormant arcs, drop absent cast.
  3. Track register evolution explicitly. The user's prompt-style across weeks is a story arc. Frustration markers shift over time (whatever they happen to be in this project's data). Name the shifts.
  4. Treat components as characters. Whatever recurring named systems show up in the observations are this project's villains and co-stars. Stable cast across weeks builds narrative coherence.
  5. Honor silence. Trough weeks (10–100 obs) are real chapters. Name what didn't happen. Don't pad.
  6. Don't manufacture drama. Just observe the data. If the project is reflexive, the recursion is the drama; you don't need to add more.
  7. Final week: no false ending. The digest stops; the project doesn't. Write ## Where We Are, not "the end."

Error Handling

  • Empty timeline: project name wrong, or worker not running. curl -s "http://localhost:${WORKER_PORT}/api/search?query=*&limit=1" to verify.
  • Worker not running: start it via your usual method or check ps aux | grep worker-service.
  • Subagent returns malformed carry-forward: extract the carry-forward block by regex (```carry-forward ... ```) and pass forward verbatim. If missing, ask the agent to retry with the explicit instruction "your reply MUST include the carry-forward block fenced as carry-forward ... at the very end."
  • One agent fails mid-pipeline: retry that week with the same carry-forward. Don't skip — the chain breaks.
  • Carry-forward growing past ~500 words: tighten the discipline instruction in subsequent prompts. Force pruning explicitly.

Examples

Long-running project (~30 weeks)

User: "Make weekly digests for [project] from beginning to end"

  1. Resolve worker port, detect project name.
  2. Fetch full timeline → .scratch/cm-timeline.md.
  3. Run .scratch/split-timeline.py → N weekly files in docs/timeline-weeks/ (e.g. 30).
  4. Generate docs/timeline-weeks/README.md index.
  5. Launch N subagents consecutively, one per week. Each gets the prior week's carry-forward. The first chapter starts with empty carry-forward; the final chapter writes ## Where We Are instead of a carry-forward block.
  6. Rename digests with zero-padded order prefix (00-...md through 29-...md).
  7. Report total chapters, date range, any troughs/peaks, and the one-line capstone the final agent produced.

Short-lived project (~3 weeks)

Same flow, just smaller. N=3, so:

  • Chapter 1: empty carry-forward, establish cast/tone/arcs.
  • Chapter 2: receives chapter 1's carry-forward, builds on it.
  • Chapter 3: receives chapter 2's carry-forward, BUT gets the final-chapter treatment (## Where We Are instead of carry-forward block).
  • Filenames: 00-...md, 01-...md, 02-...md.

Single-week project (N=1)

Apply both first-and-final-chapter treatment to the only chapter: empty carry-forward, ## Where We Are close, no inter-chapter references. Filename: 00-...md.

Frequently asked questions about Weekly Digests

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