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MigoXLab/dingo

Dingo: A Comprehensive AI Data, Model and Application Quality Evaluation Tool

GraphCanon updated Oct 12, 2026 · GitHub synced Oct 12, 2026

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758 stars78 forksLast push Oct 9, 2026 Python Apache-2.0

Decision brief

Dingo includes a unique focus on multi-agent debate patterns ('Agent-as-a-Judge') for bias reduction and complex reasoning in evaluation tasks.

Good fit when

  • When evaluating the quality of data, models, or applications that require insights from multiple perspectives to detect nuances such as bias or hallucination.
  • For organizations aiming to implement real-time monitoring systems in AI production pipelines to ensure continuous quality checks.

Avoid when

  • If your project does not benefit from a multi-agent approach for evaluation, and simpler single-model approaches suffice.
  • In scenarios where immediate feedback is critical but Dingo's planned SaaS platform with API access and dashboard support are still under development.
Pricing:
freemium - The tool currently offers free open-source options under an Apache 2.0 license with plans for future SaaS platform services that may come at a cost.

Observed Jul 12, 2026 · Source: enrich:decision_facts

Verify the decision

Maintenance and security

Full trust report
Maintenance
Very active (2d since push)
As of Oct 12, 2026
Provenance
Not a fork · Organization account
As of Oct 12, 2026
Security (OSV)
No criticals
As of Jul 11, 2026

Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.

Install

pip install dingo
PyPI

Similar tools

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Evidence and technical details

Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.

Overview

A Python-based toolset for evaluating the quality of data, models, and applications in AI. It targets areas like data validation, hallucination detection, and model evaluation through multi-agent systems.

Capability facts

Languages
python

Source: github.language · Oct 12, 2026

Categories

Tags

README

Future Plans [ ] Agent as a Judge Multi agent debate patterns for bias reduction and complex reasoning [ ] SaaS Platform Hosted evaluation service with API access and dashboard [ ] Audio & Video Modalities Extend beyond text/image [ ] Diversity Metrics Statistical diversity asses...

For agents

This page has a .md twin and JSON over the API.

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