Who it is for
Developers and analysts handling semi-structured text that needs turning into fields.
Deterministic extraction of labeled fields from text
Overview
This app takes raw text and returns the key-value pairs that are explicitly written in it. Field-like lines are what it recognizes, whichever separator is used: a colon after a label, an equals sign, or a dash.
Output includes the pairs it found, a record of values that are missing, and structured errors where parsing fails.
The limits are stated plainly. Behavior is deterministic and read-only. It does not summarize, rename keys, guess at absent values, check facts, give advice, reach outside data, or take any action elsewhere. The example prompts cover a straightforward extraction, a mixed-format case, and text with one value left blank.
Developers and analysts handling semi-structured text that needs turning into fields.
The record is unusually explicit about what the app refuses to do, including inference and any external action.
Availability
Key-Value Pair Extractor is listed in the ChatGPT apps directory only. Beike Yan has no connector under the same domain in the Claude directory; 392 of the 3,150 products here are on both marketplaces, and this is not one of them.
ChatGPT apps are built on MCP, and the same server can back a Claude connector, so the absence is a distribution decision rather than a technical one.
ChatGPT listing
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This is an independent catalogue entry compiled by Node8 from Key-Value Pair Extractor's public marketplace listing as it stood in August 2026. Listing facts come from the marketplaces; the comparisons against the rest of the directory and any live-endpoint measurements are Node8's. Node8 is not affiliated with Beike Yan, and inclusion here is not an endorsement.
Node8 builds MCP servers end to end: deciding which tools are worth exposing, the authentication and permission model, the review submissions, and the onboarding that gets them used. One server serves ChatGPT, Claude, and Microsoft Copilot.