Who it is for
A developer or workflow builder wiring free-text input into a system that accepts only a fixed vocabulary.
AI Connectors · Developer Tools
Maps free-text input onto an allowed enum list
Overview
Enum Value Normalizer maps loose text onto a fixed set of permitted values. It takes two inputs: the raw string and the list of values that are actually allowed.
The mismatch it handles is formatting. A system may accept only in_progress while the incoming value arrives as In Progress, IN-PROGRESS, or some other casing and punctuation variant. What comes back is a structured record: the matched value, a flag for whether the input was supported at all, a confidence score, a status, and error detail where relevant.
The scope is deliberately narrow. It will not mint values outside the allowed list, interpret what a value means for a business, reach out to other systems, retain input, or write anything back.
A developer or workflow builder wiring free-text input into a system that accepts only a fixed vocabulary.
The response carries a confidence score and a supported flag rather than a bare string, so the calling system can decide what to do with a weak match.
Availability
Enum Value Normalizer 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 Enum Value Normalizer'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.