[Patchwell]
Patchwell
Cited web research, transcription with word timestamps, and spreadsheet cleaning with a change log, for AI agents.
Remote MCP server and plain HTTP API. Pay per call, no subscription.
patchwell.io · Quickstart · API reference · MCP Registry
Tools
Measured on real files: a 45-minute earnings call with 7 speakers took about 90 seconds, speaker labels included. On 24 public recordings (AMI meetings, VoxConverse debates and news, Earnings-21 calls), 97% of words were credited to the right speaker. A messy 352-row customer file took 2.2 seconds to clean, with 45 duplicates merged and 1,435 values fixed, each one logged. A research question takes about a minute.
Get a key
Free $1 key, no card, one per email:
Or buy credit at patchwell.io. Keys look like pw_live_....
Connect
Claude (web and desktop) or ChatGPT
Add a custom connector with the address https://patchwell.io/connect/. The app opens a Patchwell page where you paste
your key or get a free one, then sends you back. In Claude it's under Customize, then Connectors, then Add. In ChatGPT, use
developer mode.
Claude Code
Cursor, Windsurf and other clients that take JSON config
Claude Desktop (through the mcp-remote bridge)
Plain HTTP
What a research answer looks like
Real output, shortened:
Before you see the answer, a separate step compares each claim with the text of the page it cites. It drops the claims that page doesn't support and counts them in gaps.
Also on Apify
The same tools run as Apify Actors, billed through your Apify account:
research ·
transcribe ·
clean data
Privacy and limits
- Patchwell processes audio and files in temporary containers and discards them. It keeps no copies.
- Patchwell keeps research questions for 30 days, with contact details removed, to improve accuracy. Switch that off per key at patchwell.io/privacy, or per request with the header
X-Patchwell-Retain: off.
- Research declines questions about private individuals (addresses, phone numbers, relatives, profiles). If a key keeps asking, Patchwell pauses it.
- The tools refuse URLs that point at private or internal network addresses.
About this repository
This repo holds the MCP Registry entry (server.json) and these docs. The service runs at patchwell.io.
Questions: [email protected]