mcpbeat

Workthreads

specstoryai/workthreads

SpecStory Workthreads - a weekly work-thread rollup across a team's repos from SpecStory coding histories (any agent - Claude Code, Codex, Cursor, Gemini, and more). It groups the window's sessions into threads of work per project and labels each new / open / recently closed, so a lead sees what shipped, what is still an open loop, and what was just started. Use when someone asks "what happened this week", "what is still open", "what did the team finish", "give me the weekly rollup", or wants a status report over a .specstory/history corpus.

21k tokens
context cost
the whole folder, loaded on every use
19
files
ships runnable scripts
0
copies elsewhere
how many repositories repackaged it
1294
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/specstoryai/getspecstory --skill workthreads

The instruction itself

5 sections, as written by the author

Workthreads

A lead needs a weekly answer across the team's repos: what work happened this week, what got

finished, and what is still open and needs a next step. Workthreads produces that rollup

from SpecStory histories - the .specstory/history transcripts your coding agents already write.

It reports lines of work and their lifecycle (new / open / recently closed).

A deterministic engine (scripts/workthreads.mjs threads) does the retrieval, clustering, and

classification; you do the synthesis - you turn its evidence into the lead's weekly report.

Do not try to read raw transcripts yourself; they can be hundreds of thousands of lines. Run the

engine and write the rollup from its output.

This skill is harness-portable (agentskills.io format). Where it names a specific tool

(e.g. AskUserQuestion), treat that as "use your harness's equivalent; fall back to plain chat."

How the engine splits the work

  • The engine groups the window's beats by project and clusters them into threads (a line

of work that can span several sessions). It assigns each thread one lifecycle status relative

to today:

  • new - first activity within the last 7 days.
  • open - unresolved, still active (the open loops).
  • closed - latest outcome was success and the thread has gone quiet; flagged reverted

when a beat ran a rollback command (git revert / git reset --hard / git checkout -- ...).

  • Output is deterministic (stable sort, no wall-clock timestamps in the body), so two runs on the

same corpus are byte-identical.

Default flow: the weekly rollup

  • Index the corpus into workthreads' own DB. Point at the team's repos and build/update it:
   node "${CLAUDE_SKILL_DIR}/scripts/workthreads.mjs" index --projects <parent-of-repos> --db <db>
   # or a single tree:  --scan <root>     or a single history dir:  --dir <dir>
  • Run threads cross-project for the last 7 days and capture the evidence:
   node "${CLAUDE_SKILL_DIR}/scripts/workthreads.mjs" threads --db <db> --days 7            # human digest
   node "${CLAUDE_SKILL_DIR}/scripts/workthreads.mjs" threads --db <db> --days 7 --json     # machine-readable

The digest prints, per project, three sections in order - New, Open, **Recently

closed** - each thread with its evidence refs (path:line), last-activity date, status, and a

reverted marker. --json emits an array of threads (project, status, reverted, the files

touched, last-activity date).

  • Write the rollup from that evidence, in the lead's shape:
  • (a) a high-level result: session count and active projects in the window;
  • (b) per-project highlights of completed work (the closed threads);
  • (c) open loops - the open threads, unresolved or needing verification, with a suggested

next step each;

  • (d) notable rollbacks / abandoned efforts (the reverted threads);
  • (e) cite evidence refs (path:line) so each claim is checkable.

Add a caveat that the week may still be in progress, so open and new threads are

snapshots, not final outcomes.

  • Save it to a dated file so the rollup is durable and diffable week over week:
   .specstory/workthreads/<YYYY>-W<week>.md

(ISO week number, e.g. .specstory/workthreads/2026-W25.md). Also offer threads --out <file>

to drop the raw digest beside your written summary.

Guided start

If the user just invokes the skill with no specifics, ask three short questions (use

AskUserQuestion or plain chat), then run the default flow with the answers:

  • Scope - which repos / parent directory holds the team's .specstory/history corpus?
  • Window - how many days back? (default 7 for the weekly rollup; --days N to widen.)
  • Goal - the whole rollup, just the open loops, just recently closed, or a quick

status line? Tailor which sections you emphasize to the answer.

Conventions

Node ESM only, zero dependencies, Node >= 22.5. No em dashes anywhere (use " - "). The engine path

never calls an LLM or the network; all judgment (the written narrative, suggested next steps,

emphasis) is yours.

How to use it

Copy the folder

Take specstoryai/workthreads from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.