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weekly-digests

Generate a serial week-by-week narrative digest of a project's full claude-mem timeline. Splits the timeline into per-ISO-week files, then runs one consecutive subagent per week — each receiving the prior week's carry-forward block — to produce one chapter per ISO week of data

Install / Use

npx skills add thedotmack/claude-mem --skill weekly-digests

Installs into whichever agent you are using.

About this skill
📄

SKILL.md

Installable skill definition

Quality Score

100/100

Supported Platforms

Claude Code

Tags

Our assessment of weekly-digests

weekly-digests scores 100/100 on our quality scale, 8th of 1,453 Development & Engineering skills we index (top 1%).

Its SKILL.md is 14 KB long, well organised into 22 sections with 7 code examples: a thorough specification that gives an agent plenty to work with.

With 94,599 GitHub stars, it is one of the more widely adopted skills in the catalogue.

Substance
30/30
Structure
20/20
Description
15/15
Adoption
20/20
Freshness
15/15

Maintenance, license and trust

  • The repository was last updated today, so weekly-digests is actively maintained.
  • It is released under the Apache-2.0 license, a permissive license that allows use, modification and commercial use with attribution.
  • Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

Safety scan

No issues found

Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful.

AI review by kimi-k2.7-code on 2026-09-25. Automated pattern scan on 2026-09-24. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.

weekly-digests compared with similar skills

weekly-digests has the highest quality score among these 4 similar skills.

SkillScoreStarsUpdatedFormat
weekly-digests (this skill)by thedotmack10094.6ktodaySKILL.md
ai-job-searchby MadsLorentzen10043.9k3d agoCLAUDE.md
claude-howtoby luongnv8910041.7k5d agoCLAUDE.md
algorithmic-artby anthropics100177.9k2d agoSKILL.md
pptxby anthropics100177.9k2d agoSKILL.md

Frequently asked questions

How do I install weekly-digests?
Run npx skills add thedotmack/claude-mem --skill weekly-digests. The install tabs above show the steps for each supported agent.
Which AI agents does weekly-digests work with?
It is written for Claude Code, as a SKILL.md file. Other agents that read the same format can often use it too.
Is weekly-digests safe to use?
Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful. It is Apache-2.0-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is weekly-digests still maintained?
The repository was last updated today, so weekly-digests is actively maintained.

name: weekly-digests description: Generate a serial week-by-week narrative digest of a project's full claude-mem timeline. Splits the timeline into per-ISO-week files, then runs one consecutive subagent per week — each receiving the prior week's carry-forward block — to produce one chapter per ISO week of data. Use when asked for "weekly digests", "week-by-week story", "serial timeline", or "narrative chapters" of a project's history.

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 count | Narrative section budget | | --- | --- | | < 100 | 200–400 words | | 100–500 | 300–600 words | | 500–1,500 | 500–900 words | | 1,500–3,000 | 700–1,100 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-pad — 1-...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

Truncated for display — read the full file on GitHub.

Related Skills

View on GitHub
GitHub Stars94.6k
CategoryDevelopment
Updated23h ago
Forks8.4k

Languages

TypeScript

Trust signals

100/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

No cautions