Optio focuses on measuring and monitoring the economic cost and quality of AI agent executions. It is catalogued under LLM eval & observability on PulseGate.

Who should use optio?

optio is an open-source project built for AI developers.

Does optio have a free plan?

Yes — optio is open source under the Apache-2.0 license and free to use.

What platforms does optio run on?

optio runs on the command line and API.

Is optio still active?

The GitHub repository shows 135 commits in the last 90 days.

optio is developed by Aniketh-74.

Is optio open source?

Yes — optio is open source under the Apache-2.0 license, developed on GitHub.

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optio

Name: optio
Author: Aniketh-74

PyPIInfrastructure

Optio is a Python package that emits economic cost and outcome quality signals for AI agent runs. It follows the OpenTelemetry GenAI semantic conventions to provide standardized observability data for governance and monitoring purposes. Primarily used by developers building and evaluating autonomous AI agents.

Open SourceApache-2.0CLIAPI

Visit PyPI

Overview

4 features

optio is a LLM eval & observability project. It focuses on measuring and monitoring the economic cost and quality of AI agent executions. It is built as an open-source project for AI developers. optio is open source under the Apache-2.0 license. It runs on the command line and API.

Behind optio is Aniketh-74, and it first shipped in 2026. Development happens publicly on GitHub with 135 commits in the last 90 days. Key capabilities include cost tracking, outcome quality signals, and openTelemetry integration. It exposes integrations via a public API.

Summary written by a language model from the project’s public pages.

Cost tracking
Outcome quality signals
OpenTelemetry integration
GenAI observability

Built with & integrations

AI providers

anthropicopenai

Connectors

API

Runs on

CLIAPI-only

Trust & compliance

License

Apache-2.0

Verified signals

HTTPSOpen Source GitHubActive maintenance

Indexing history

What PulseGate has recorded for this listing

Indexed2 Aug · 17:48 UTC
optio verified against its public source
Source: PulseGate · Open

Frequently asked questions about optio

What is optio?: Optio focuses on measuring and monitoring the economic cost and quality of AI agent executions. It is catalogued under LLM eval & observability on PulseGate.
Who should use optio?: optio is an open-source project built for AI developers.
Does optio have a free plan?: Yes — optio is open source under the Apache-2.0 license and free to use.
What platforms does optio run on?: optio runs on the command line and API.
Is optio still active?: The GitHub repository shows 135 commits in the last 90 days.
Who makes optio?: optio is developed by Aniketh-74.
How long has optio been around?: optio first shipped in 2026.
Is optio open source?: Yes — optio is open source under the Apache-2.0 license, developed on GitHub.

At a glance

Platforms: Cli
Languages: English
Open source: Yes (GitHub)
License: Apache-2.0
First seen: 2 Aug 2026
Built for: AI developers
Model: Open source
Solves: Measuring and monitoring the economic cost and quality of AI agent executions.

Registered as

GitHub: Aniketh-74/Optio
PyPI: optio

Developer

Aniketh-74

Solo developer

GitHub

Open source

View on GitHub

Stars: 0
Forks: 0
Open issues: 0
Last commit: 2 Aug 2026
Commits 90d: 135
Contributors: 1
Authorship: Solo
Default branch: main

Live coverage

Identity confidence: Low · 64
Indexed: 2 Aug 2026
Lifecycle: Alive
First seen: Aug 2026
Last seen: 2 Aug 2026

Identity audit (13)

Slug: optio-pypi-org
Lifecycle state recorded: 2 Aug 2026
Verification state: Indexed for public listing
Listing state: Listed: yes
Index status: Included in index
Latest evidence snapshot: 2 Aug 2026
Timeline basis: Indexed-at chronology (no inferred launch/funding milestones).
Name from: Written by a language model from the project's public pages.
Category from: Assigned by a language model.
Summary from: Written by a language model from public pages.
Languages from: Detected by a language model from page content.
Last updated: 3 Aug 2026
Canonical URL: https://pypi.org/project/optio

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