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intentos

PyPI·Infrastructure

Intentos is an open-source flight recorder for AI agents. It captures detailed traces of agent actions, decisions, failures, and associated costs, making it easier to debug and optimize autonomous AI systems. Available as a PyPI package and CLI tool under the AGPL-3.0 license, with a GitHub repository at haihaoxu/intentos.

Open SourceAGPL-3.0
CLI
I
Visit PyPI↗
⭐2
stars
✓5
features
📅2026
since

Overview

5 features

intentos is a LLM eval & observability product. It focuses on understanding exactly what AI agents did, why they failed, and what they cost during execution. It is built as an open-source project for developers. intentos is open source under the AGPL-3.0 license. It runs on the command line.

Behind intentos is Haihao Xu, and the product first shipped in 2026. Development happens publicly on GitHub with 63 commits in the last 90 days. Key capabilities include flight recording, agent debugging, and cost tracking.

  • ✓Flight recording
  • ✓Agent debugging
  • ✓Cost tracking
  • ✓Action logging
  • ✓Failure analysis

Tags

ai-agent-observabilityflight-recorderagent-debuggingllm-cost-tracking

AI capabilities

Text

Built with & integrations

Runs on
CLI

Trust & compliance

LicenseAGPL-3.0
Verified signals
✓ HTTPS✓ Open Source✓ GitHub · ★ 2✓ Active maintenance

Recent events

Latest indexed changes and source events

  1. IndexedJul 24, 3:46 AM

    intentos verified by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about intentos

What does intentos do?
Intentos focuses on understanding exactly what AI agents did, why they failed, and what they cost during execution. It is catalogued under LLM eval & observability on PulseGate.
Who is intentos for?
intentos is an open-source project built for developers.
Is intentos free?
Yes — intentos is open source under the AGPL-3.0 license and free to use.
What platforms does intentos run on?
intentos runs on the command line.
Is intentos still maintained?
PulseGate's liveness checks currently classify intentos as active. The GitHub repository shows 63 commits in the last 90 days.
What are alternatives to intentos?
Similar tools tracked by PulseGate include IntentiAI, intentprobe, and intent-agent.IntentiAIintentprobeintent-agent
Who makes intentos?
intentos is developed by Haihao Xu.
When did intentos launch?
intentos first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes · ★ 2
License
AGPL-3.0
First seen
Jul 24, 2026
Activity
🟢 Active
Status
🟢 Active
Built for
developers
Model
Open source
Solves
Understanding exactly what AI agents did, why they failed, and what they cost during execution.

Developer

Haihao Xu
Solo developer
↗ GitHub

Open source

View on GitHub →
⭐ Stars
2
🍴 Forks
0
Open issues
3
Last commit
5d ago
Commits 90d
63
Contributors
1
Authorship
Solo
Default branch
main
Latest release
v0.4.0 · 7d ago

Live coverage

Confidence
Low · 64
Indexed
Jul 24, 2026
Lifecycle
Alive
Activity
Active
First seen
Jul 2026
Last seen
5d ago
Identity audit (10)
Entity ID
cmryeeua40aruzb0e7l9o5n9y
Slug
intentos-pypi-org
Lifecycle last checked
Jul 24, 2026
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 24, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 24, 2026
Canonical URL
https://pypi.org/project/intentos

Similar apps

Other apps tracked under the same category.

  • IntentiAI
    intentiai.com
  • intentprobe
    pypi.org
  • intent-agent
    github.com
  • Intent
    intent.app
  • Intent API
    intentapi.dev
  • Efforti
    efforti.ai