Group Sense

Introduction

Group Sense detects patterns in group chat message streams and transforms them into self-contained queries for downstream AI systems. While single-user AI assistants excel at responding to direct queries, they struggle with multi-party conversations where relevant information emerges from complex exchanges between multiple participants. Group Sense solves this by acting as an intelligent adapter that monitors group conversations, identifies meaningful patterns, and reformulates them into queries that existing AI assistants can process, enabling proactive and "overhearing" AI assistance without requiring the underlying assistant to understand group dynamics or multi-party dialogue structure.

The library provides three core capabilities that make group chat AI assistance practical and flexible. First, it detects conversation patterns and transforms multi-party dialogue into self-contained queries that preserve essential context while removing conversational complexity. Second, engagement criteria are defined in natural language, allowing you to specify when and how the AI should participate using clear, human-readable rules. Third, Group Sense works as a non-invasive adapter for any existing single-user AI assistant or agent: no modification, retraining, or specialized models required. This architecture lets you add group chat capabilities to AI systems you already use, whether for collaborative decision-making, team coordination, or ambient assistance scenarios.

Documentation

Installation: Installation instructions and API key setup
Basics Core concepts and reasoner types
Examples: Usage examples for different engagement patterns
Integration: Integrating Group Sense into applications
API Documentation: Complete API reference

LLM-optimized documentation

For AI assistants and LLM-based tools, optimized documentation formats are available:

llms.txt: Concise documentation suitable for LLM context windows
llms-full.txt: Complete documentation with full API details

Development

For development setup, see DEVELOPMENT.md

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

group_sense-0.0.6.tar.gz (12.2 kB view details)

Uploaded Jul 22, 2026 Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

The dropdown lists show the available interpreters, ABIs, and platforms. Enable javascript to be able to filter the list of wheel files.

group_sense-0.0.6-py3-none-any.whl (14.9 kB view details)

Uploaded Jul 22, 2026 Python 3

File details

Details for the file group_sense-0.0.6.tar.gz.

File metadata

Download URL: group_sense-0.0.6.tar.gz
Upload date: Jul 22, 2026
Size: 12.2 kB
Tags: Source
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.14

File hashes

Hashes for group_sense-0.0.6.tar.gz
Algorithm	Hash digest
SHA256	`f1be7219c3a35cab41a2c951c735e53d0ae6cad743514686c2eb50581a64d156`
MD5	`6cd7aa750e6ef6eb4c496cfc80170b81`
BLAKE2b-256	`c7a04de9b4a9be267e9fbadaa64bf6723c5e81d04909dcb0672988f9bfc4895a`

See more details on using hashes here.

Provenance

The following attestation bundles were made for group_sense-0.0.6.tar.gz:

Publisher: release.yml on gradion-ai/group-sense

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: group_sense-0.0.6.tar.gz
- Subject digest: f1be7219c3a35cab41a2c951c735e53d0ae6cad743514686c2eb50581a64d156
- Sigstore transparency entry: 2218635922
- Sigstore integration time: Jul 22, 2026
Source repository:
- Permalink: gradion-ai/group-sense@9e61438404a60783b3813fbad581aade9013176b
- Branch / Tag: refs/tags/0.0.6
- Owner: https://github.com/gradion-ai
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: release.yml@9e61438404a60783b3813fbad581aade9013176b
- Trigger Event: push