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agwer

PyPI·Infrastructure

agwer is a Python library that implements specialized evaluation metrics for AI agents and speech systems. It provides agent-oriented word error rate (WER), named entity F1 scores, hallucination detection, and multi-speaker cpWER/tcpWER calculations. Designed for researchers and developers building generative AI, voice agents, and speech recognition applications, it offers tools to quantitatively assess output quality and correctness.

Open SourceMIT
CLI
A
Visit PyPI↗
⭐12
stars
✓5
features
📅2026
since

Overview

5 features

agwer is a LLM eval & observability product. It focuses on evaluating the accuracy and hallucination rates of AI agents, speech recognition systems, and generative models using specialized error metrics. It is built as an open-source project for developers. agwer is open source under the MIT license. It runs on the command line.

It is developed by Huckiyang, and the product first shipped in 2026. Development happens publicly on GitHub with 12 stars and 62 commits in the last 90 days. Key capabilities include WER Metrics, Named Entity F1, and Hallucination Detection.

  • ✓WER Metrics
  • ✓Named Entity F1
  • ✓Hallucination Detection
  • ✓Multi-speaker Evaluation
  • ✓Agent-oriented Metrics

Tags

wer-metricshallucination-detectionnamed-entity-evaluationspeech-recognition-evalagent-evaluation

AI capabilities

Text

Built with & integrations

Runs on
CLI

Trust & compliance

LicenseMIT
Verified signals
✓ HTTPS✓ Open Source✓ Free tier✓ GitHub · ★ 12✓ Active maintenance

Recent events

Latest indexed changes and source events

  1. IndexedJul 21, 1:12 AM

    agwer verified by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about agwer

What does agwer do?
Agwer focuses on evaluating the accuracy and hallucination rates of AI agents, speech recognition systems, and generative models using specialized error metrics. It is catalogued under LLM eval & observability on PulseGate.
Who is agwer for?
agwer is an open-source project built for developers.
Is agwer free?
Yes — agwer is open source under the MIT license and free to use.
What platforms does agwer run on?
agwer runs on the command line.
Is agwer still maintained?
PulseGate's liveness checks currently classify agwer as active. The GitHub repository shows 62 commits in the last 90 days.
What are alternatives to agwer?
Similar tools tracked by PulseGate include agchk, AG2, and Auralogger.agchkAG2Auralogger
Who makes agwer?
agwer is developed by Huckiyang.
When did agwer launch?
agwer first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes · ★ 12
License
MIT
First seen
Jul 21, 2026
Activity
🟢 Active
Status
🟢 Active
Built for
developers
Model
Open source
Solves
Evaluating the accuracy and hallucination rates of AI agents, speech recognition systems, and generative models using specialized error metrics.

Developer

Huckiyang
Solo developer
↗ GitHub

Open source

View on GitHub →
⭐ Stars
12
🍴 Forks
0
Open issues
0
Last commit
today
Commits 90d
62
Contributors
1
Authorship
Solo
Default branch
main

Live coverage

Confidence
Low · 64
Indexed
Jul 21, 2026
Lifecycle
Alive
Activity
Active
First seen
Jul 2026
Last seen
today
Identity audit (9)
Entity ID
cmrtyl2xp063e12mhfcdnlhmo
Slug
agwer-pypi-org
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 21, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 21, 2026
Canonical URL
https://pypi.org/project/agwer

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