# How to fix one-day-off date errors

Published: 2026-02-02T00:00:00.000Z
Canonical: https://wow.pjh.is/journal/fix-llm-date-errors

When Claude gets more than a few days' worth of calendar data using [Google Workspace MCP](https://wow.pjh.is/journal/claude-code-google-workspace-mcp), it'll sometimes offset dates by a day. It'll mention a non-existent date like Monday 3rd February (instead of Monday **2nd** February) and then allocate events to the wrong day.

## The fix

Add these instructions to `~/.claude/CLAUDE.md`:

**Prompt**

````
### Date verification protocol

LLMs are known to make day-of-week calculation errors. When mentioning a specific date in conversation, verify it using bash:

```bash
date -j -f "%Y-%m-%d" "2026-01-22" "+%A, %d %B %Y"
```

For times: copy the exact time from the API response (e.g., "16:00"). Do not mentally convert or retype.

### Formatting calendar output

When fetching events across multiple days, use `~/.claude/scripts/format-calendar.py` to format and group events by day. Save the raw MCP output as JSON, then pipe through the script:

```bash
python3 ~/.claude/scripts/format-calendar.py < /tmp/calendar-data.json
```

This eliminates date errors entirely—the script handles day-of-week mapping and timezone conversion deterministically. For single-event lookups, the date verification protocol above is sufficient.

````

The [Python script](https://gist.github.com/peterhartree/65da7054d4c859ad17f4504974fd22cb) takes output from the Google Calendar MCP server, and outputs a schedule that my "chief of staff" skill can return verbatim:

```
### Monday 03 February 2026
  * 09:00–10:00 Team standup
  * 14:00–15:30 Project review (Room 3)

### Tuesday 04 February 2026
  * [All day] Public holiday
  * 16:00–17:00 1:1 with Sarah
```

Takeaway: if an LLM is unreliable at a deterministic task, delegate it to a deterministic tool.