What is the Breakdown To Next Report skill?
Breakdown To Next Report is a coding skill by Anthropic for Claude Code, Cursor, Codex and other AI coding agents. Runs the chain from a machine going down to the diagnosis landing in tomorrow's production report: reads the sensor window, the maintenance history and its free-text close-out notes, technician photographs and the manufacturer's manual together, ranks likely causes with the cheapest test that tells them apart, then folds the diagnosis and its downtime into the next morning's downtime log and exceptions.
Every minute a machine is down, the plant is not producing. The largest component of MTTR is usually not the repair; it is working out what is actually wrong. This chain does that part, then makes sure the answer does not evaporate before the morning meeting.
What the SKILL.md covers
- Inputs
- The five steps
- Approval gates
- The handoff is the chain's whole risk
- Output
- Edge cases and failure modes
- Degradation
- Chain position
- Reference files
- Author
- Anthropic
- Pack
- anthropics/claude-plugins-official (53 skills)
- Category
- Coding, #204 of 1763
- Alyn Score
- 81 / 99
- Files
- 1
- License
- Apache-2.0
- Last updated
- 13 h ago
- Works with
- Claude Code, Claude, Cursor, Codex, Gemini CLI, Copilot
Breakdown To Next Report compared to similar skills
| Skill | Alyn Score | GitHub stars | Updated |
|---|---|---|---|
| Breakdown To Next Report · Anthropic | 81 | 47k | 13 h ago |
| Short Drama Breakdown · zenstory-ai | 70 | 4.3k | 2 h ago |
| QA · Garry Tan | 80 | 142k | 2 h ago |
| Qt Qml Test Run · TheQtCompanyRnD | 61 | 539 | 5 days ago |
Install Breakdown To Next Report
Pick your agent. Every command is ready to paste.
npx alyn-cli add breakdown-to-next-reportDetects your agents (Claude Code, Cursor, Codex and 70+ more) and installs to the right folder. Add -g to install globally.
npx skills add anthropics/claude-plugins-official --skill breakdown-to-next-reportOr use the open skills CLI directly.
01
Install it
Run the command above, or upload the folder in Claude.
02
Ask naturally
Describe the task. Your agent loads breakdown-to-next-report when the request matches its description.
03
Name it if needed
If it does not trigger, say “use the breakdown-to-next-report skill”. In Codex, type $breakdown-to-next-report.
Breakdown to Next Report
Chain 4. breakdown-diagnosis → daily-production-report.
Every minute a machine is down, the plant is not producing. The largest component of MTTR is usually not the repair; it is working out what is actually wrong. This chain does that part, then makes sure the answer does not evaporate before the morning meeting.
Quick start
→ Capture the event: asset, time down, symptom, fault codes
→ SAFETY FIRST. Any safety implication surfaces before any diagnosis. Always
→ Read sensor window, maintenance history, close-out notes, photos, the manual
→ Rank causes. Each CITES specific prior work orders. No citation means a guess
→ The technician works the list. The chain pauses here by nature
→ The diagnosis and its downtime land in the next report's log and exceptions
Inputs
| Input | Source | Form |
|---|---|---|
| The breakdown event | A user report, or a maintenance work order | Conversation, CMMS connector or maintenance export |
| Sensor window around the failure | Historian export, scheduled or on demand | CSV |
| Technician photos | Uploaded, or M365 | Images |
| Everything else | Whatever the two member skills read | See each skill |
The five steps
1. A machine goes down.
2. Read the evidence together — the recent sensor window, the maintenance history including its free-text close-out notes, the technician's photographs, and the manufacturer's manual. The close-out notes are the highest-signal input and the least used: what the technician actually wrote about what they found, in prose, which nobody ever aggregates.
3. Rank the likely causes, each with the evidence supporting it, the cheapest and fastest test that tells it apart from the others, and the expected fix. Every candidate cites the specific prior work orders behind it, so the technician can read what was actually done last time. A candidate with no citation is a guess and is labelled as one.
4. The technician works the list. The chain pauses here by nature: this is a person at a physical machine.
5. The diagnosis and the resulting downtime feed into the next production
report's downtime log and exceptions, through daily-production-report.
State the match rule, and say the stoppage was counted once. The
diagnosis record and the MES downtime row describe the same stoppage. The
chain matches them on asset plus start time — same asset_id, and
started_at within the same shift — and the report carries one row for the
stoppage, with the diagnosis fields attached to it. Two required lines in the
output: "Matched the diagnosis record to MES row <asset, started_at> on asset
plus start time" and "counted once." Where no MES row matches, say that,
and the diagnosis record stands alone as the row. Flagging the possible
double count without stating the rule leaves the reader to reconcile it.
Approval gates
Step 4 is the pause, and it is not a gate the plugin enforces — it is a human working a machine. The chain simply has nothing to do until they are done.
Say whether step 4 happened. The record carries technician_step:
confirmed when the technician came back with a confirmed or corrected cause,
pending while the chain waits, skipped when the record was folded in with
no technician step (a test, a demo, or "put it in the report now"). The output
states it in one line, and the report carries it beside the cause: "cause
proposed, technician step skipped" reads differently from "cause proposed,
technician still working".
The diagnosis is advisory throughout. A CMMS connector's write scope for closing or updating work orders is unconfirmed (Limble's is not public), so the output is a draft the technician applies, never an automatic ticket update. Nothing here writes to a system.
Safety outranks the sequence. Where a failure has a safety implication, it surfaces first, before any diagnosis. Never let a diagnosis suggestion precede a safety flag.
The handoff is the chain's whole risk
breakdown-diagnosis emits a downtime record in exactly the shape
daily-production-report consumes, with no transformation step in between.
The reason is specific: the report already reads downtime events from the MES or historian export. A record arriving from a diagnosis is a row in that same log, not a separate feed. If the two shapes differ, the report has to reconcile them, and a reconciliation step between two sources of downtime is exactly how a stoppage gets counted twice or dropped.
Read ../../shared/contracts/downtime-record.md.
Two fields carry weight across the handoff. safety_flagged is required, and a
missing value is treated as unknown rather than false. duration_minutes is
null while the machine is still down and never zero, because a zero would
rank an ongoing outage last in a log sorted by minutes.
Output
Every document this skill produces is printed in the reply, in full.
Saving a copy to a file as well is fine, as Word or Excel per ../../shared/replies.md, never .txt; a file instead of the reply is not.
The person reads the reply, and every delimited block and outbound check lives
in it — a document only on disk has been neither seen nor checked.
A record handed to another skill is saved and summarised, never pasted as
raw YAML; memory blocks are written where the plant's memory lives; and the
name on an approval is asked, never taken from the account. All three per
../../shared/replies.md.
The ranked candidate causes with their evidence and discriminating tests, the cited history behind each, a plain statement of what the sensor data showed, the PM plan adjustment drafted for the planner, and the structured downtime record that flows into the next report.
The figures block — required. How many maintenance records the asset has,
how many carried usable notes, how many downtime events and minutes: each is
printed from a query run in this session, listed with that query, and quoted by
the prose rather than retyped. A chain summary is where a count most often
drifts from the step that produced it. Per
../../shared/computed-figures.md.
The Operations command-center page, maintenance section — an artifact you
place. Read ../../shared/command-center.md.
Edge cases and failure modes
- No sensor data for this asset — very common, most machines are not instrumented. Proceed on history, notes, photos and the manual, and say clearly that sensor evidence was unavailable.
- A new machine with no history — fall back to the manual and to sibling assets of the same model.
- Close-out notes are terse or useless — report the coverage honestly rather than over-reading "fixed."
- Photos are ambiguous — describe what is visible. Do not assert a diagnosis from an unclear image.
- The machine is still down when the report runs — the record carries a null duration, leads the exceptions, and is excluded from the minutes ranking with that exclusion stated.
Degradation
| Not available | What happens |
|---|---|
| The historian export | Run on history, notes, photos and the manual. Say sensor evidence was unavailable |
| The current PM plan | The PM-plan-adjustment step degrades to a recommendation that first asks what today's interval is. The step stays either way |
| A CMMS connector (Limble or any other) | See below |
Check the freshness of anything export-sourced, and say it. A scheduled export that silently stopped is the normal failure here, and a diagnosis built on a stale sensor window or stale history reads exactly like one built on current data. Name the age of each source in the output.
If Limble isn't included, or no CMMS connector is live — the default — this is the chain that changes most. It still runs end to end: step 2 reads maintenance history from a scheduled export rather than live tickets, and everything downstream is unchanged. What is lost is the chain's real-time character. A breakdown is happening now and a nightly export is not, so the tickets closest to the event are exactly the ones missing.
Any of three mitigations satisfies step 2, and all three are cheap: an on-demand export the technician triggers, pasted or uploaded work orders for that asset, or the technician simply describing recent work in conversation. Build the chain so any one of them is enough.
Chain position
This is Chain 4 itself. Members: breakdown-diagnosis,
daily-production-report.
Metric. MTTR, owned by breakdown-diagnosis. Downtime cost visibility,
owned by daily-production-report, which prices downtime against the
configured cost-per-hour on every run.
Reference files
| File | Load when |
|---|---|
../breakdown-diagnosis/SKILL.md |
Steps 2 and 3, and the bad-actor batch mode |
../daily-production-report/SKILL.md |
Step 5 |
../../shared/contracts/downtime-record.md |
The handoff — the shape that must not be transformed |
../../shared/command-center.md |
The Operations page, and why it is never a write |
../../shared/computed-figures.md |
Before stating any count — the figures block |
Tips for Breakdown To Next Report
- • Start a fresh session after installing so your agent picks up the new skill.
- • It is part of a pack with 53 skills. Install only the ones you need with --skill to keep triggers precise.
- • If two skills overlap, mention the one you want by name.
Questions about Breakdown To Next Report
What does the Breakdown To Next Report skill do?
Runs the chain from a machine going down to the diagnosis landing in tomorrow's production report: reads the sensor window, the maintenance history and its free-text close-out notes, technician photographs and the manufacturer's manual together, ranks likely causes with the cheapest test that tells them apart, then folds the diagnosis and its downtime into the next morning's downtime log and exceptions.
How do I install Breakdown To Next Report?
Run "npx alyn-cli add breakdown-to-next-report" in your project. The Alyn CLI installs it for Claude Code, Cursor, Codex and 70+ other agents. In Claude on the web, upload the skill folder as a ZIP under Customize > Skills.
Does Breakdown To Next Report work in Cursor and Codex?
Yes. Breakdown To Next Report uses the open SKILL.md format, so it works in Claude Code, Claude, Cursor, OpenAI Codex, Gemini CLI, GitHub Copilot and other agents that support agent skills.
What is inside the Breakdown To Next Report skill?
The SKILL.md covers Inputs, The five steps, Approval gates, The handoff is the chain's whole risk, Output, Edge cases and failure modes.
What is a good alternative to Breakdown To Next Report?
Short Drama Breakdown by zenstory-ai is the highest-ranked similar skill from another creator, with an Alyn Score of 70 compared to 81 for Breakdown To Next Report.
Is Breakdown To Next Report free?
Breakdown To Next Report is open source on GitHub under the Apache-2.0 license. It is free to install; check the license before commercial use.
Who made Breakdown To Next Report?
Breakdown To Next Report is published by Anthropic in the anthropics/claude-plugins-official repository, together with 52 other skills.



