anirudhnshandilya

anirudhnshandilya/verdictkit

Local text routing that knows when to abstain. Train from examples, return typed decisions, and inspect matching evidence. Python SDK, CLI, and playground. No API keys or runtime dependencies.

6 good first / help-wanted issues · Python · last activity Oct 8, 2026

0 stars 0 forks 0 watchers Python MIT License
classification cli explainable-ai jev jev-ai jev-api jev-model local-first machine-learning nlp offline python routing text-classification tf-idf
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6 Open Issues Need Help Last updated: Oct 8, 2026

Open Issues Need Help

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persistence: save models atomically 17 days ago
bug help wanted reliability
anirudhnshandilya/verdictkit
0

Local text routing that knows when to abstain. Train from examples, return typed decisions, and inspect matching evidence. Python SDK, CLI, and playground. No API keys or runtime dependencies.

Python
#classification#cli#explainable-ai#jev#jev-ai#jev-api#jev-model#local-first#machine-learning#nlp#offline#python#routing#text-classification#tf-idf
privacy: allow prediction evidence text to be omitted 17 days ago
enhancement help wanted privacy
anirudhnshandilya/verdictkit
0

Local text routing that knows when to abstain. Train from examples, return typed decisions, and inspect matching evidence. Python SDK, CLI, and playground. No API keys or runtime dependencies.

Python
#classification#cli#explainable-ai#jev#jev-ai#jev-api#jev-model#local-first#machine-learning#nlp#offline#python#routing#text-classification#tf-idf
evaluation: report precision and recall for each label 17 days ago
enhancement help wanted evaluation
anirudhnshandilya/verdictkit
0

Local text routing that knows when to abstain. Train from examples, return typed decisions, and inspect matching evidence. Python SDK, CLI, and playground. No API keys or runtime dependencies.

Python
#classification#cli#explainable-ai#jev#jev-ai#jev-api#jev-model#local-first#machine-learning#nlp#offline#python#routing#text-classification#tf-idf
cli: support streaming JSONL batch prediction 17 days ago
enhancement help wanted cli
anirudhnshandilya/verdictkit
0

Local text routing that knows when to abstain. Train from examples, return typed decisions, and inspect matching evidence. Python SDK, CLI, and playground. No API keys or runtime dependencies.

Python
#classification#cli#explainable-ai#jev#jev-ai#jev-api#jev-model#local-first#machine-learning#nlp#offline#python#routing#text-classification#tf-idf
cli: add a --version option 17 days ago
enhancement good first issue
anirudhnshandilya/verdictkit
0

Local text routing that knows when to abstain. Train from examples, return typed decisions, and inspect matching evidence. Python SDK, CLI, and playground. No API keys or runtime dependencies.

Python
#classification#cli#explainable-ai#jev#jev-ai#jev-api#jev-model#local-first#machine-learning#nlp#offline#python#routing#text-classification#tf-idf
docs: add a complete boolean and numeric-level quickstart 17 days ago
documentation good first issue
anirudhnshandilya/verdictkit
0

Local text routing that knows when to abstain. Train from examples, return typed decisions, and inspect matching evidence. Python SDK, CLI, and playground. No API keys or runtime dependencies.

Python
#classification#cli#explainable-ai#jev#jev-ai#jev-api#jev-model#local-first#machine-learning#nlp#offline#python#routing#text-classification#tf-idf