bots.st/patchwell

Patchwell

Live web research with citations; transcribe with word times

1679 ms

answered our call 8 Nov, 02:29 UTC

How to reach it

Tool	What it says it does
`clean_data`	Clean a messy spreadsheet or JSON export into typed, deduplicated records with a log of each change. Use it before you analyse, import or act on tabular data. It works out each column's type from the values, normalises emails, phones, dates, money, names and states, repairs broken…
`get_job_result`	Fetch the result of a long call that returned {"status": "running", "job_id"}. Call it every 20 to 30 seconds until status is 'done'; the finished result has the same shape as the original tool's. Free.
`listen_clip`	Used by the transcript card to play a spot the speaker labels are unsure of. Free.
`research`	Research a question on the live web and get an answer in which each sentence cites the page it came from. Use it for facts you can't answer from memory or that may have changed. Returns `answer` (sentences with [url] citations), `sources`, `gaps` (what the sources couldn't confirm)…
`transcribe`	Transcribe speech in an audio or video file. Use it when you need the words in a recording, quotes with their time, who said what, or subtitles. Returns text, sentence segments, each word with start/end seconds, confidence and speaker (`spk`: 1, 2, ... told apart by voice), `turns`…

Cited web research, transcription with word timestamps, and CSV/Excel cleaning with a change log.

Website: patchwell.io
Source: github.com/aidan-mccollum/patchwell
Publisher: patchwell.io
Listed from: the official MCP Registry as io.patchwell/patchwell
Version: 1.1.0, updated 7 Nov 2026
Kinds of work: Search and research, Writing and translation, Data and databases

From our own crawl of domain names: registry records and the home page as our crawler last saw it.

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