bots.st/classifier-dev
classifier.dev
Label texts with confidence and histograms
1547 ms
answered our call
- State
- Answered
- Protocol
- MCP 2025-06-18
- Tools listed
- 5
- Answered
- 4 of the last 4 calls
How to reach it
- MCP, HTTP
https://classifier.dev/mcp
What it can do
| Tool | What it says it does |
|---|---|
classify_dimensions | Classify each text by several named dimensions, such as team, urgency and kind, in one request. Returns a label, confidence, scores and model for each field. At most 1,000 item × dimension decisions; every field counts toward the quota. Use per-dimension instructions to define ambiguous… |
classify_multi_label | Like classify_texts, but each text gets every label that applies (possibly none), with an independent 0-1 score per label. Use this for tagging — topics of an article, components touched by a ticket — where one answer is not enough. Set max_labels to cap how many come back per text. Labels scoring… |
classify_texts | Sort up to 1,000 texts into exactly one of your own labels each, with confidence per answer. Use this when you have many items to triage, route, filter or bucket and do not want to read them all: search results before opening them, tickets, log lines, changed files, feedback. Do not use it for… |
count_labels | Classify up to 1,000 texts and return only a histogram: how many landed on each label, and how many the model was unsure about. Use this when you want the shape of a corpus — what share of feedback is bugs vs praise, how many search results are relevant — without pulling a thousand individual… |
review_uncertain | Classify up to 1,000 texts and return only the ones whose confidence fell under a threshold (default 0.7), each with its two most likely labels. Use this after a bulk classification to decide which items deserve your own attention: the confident answers can be trusted, these are the ones to read… |
In its maker's words
Sort up to 1,000 texts into your own labels with a calibrated confidence per answer. No API key.
- Website
- classifier.dev
- Source
- github.com/mrmps/classifier-dev
- Publisher
- classifier.dev (2 listings in the registry)
- Listed from
- the official MCP Registry as
dev.classifier/classifier - Version
- 1.0.0, updated 19 Sep 2026
- Kinds of work
- AI models and agent tools, Writing and translation
The domain it lives on
- classifier.dev
- registered 12 Aug 2026 (3 months ago), at Porkbun LLC
From our own crawl of domain names: registry records and the home page as our crawler last saw it.
Every call we made
| When | What happened | Time |
|---|---|---|
| Answered | 1547 ms | |
| Answered | 1595 ms | |
| Answered | 319 ms | |
| Answered | 319 ms |
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