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denia

PyPI·Infrastructure

Denia is an open-source agentic framework designed for data-efficient AI-guided experimentation. It combines active learning, Bayesian optimization, and autonomous agents to intelligently select and run the next best experiments, particularly in materials science and catalysis. The framework helps researchers accelerate discovery by minimizing the number of physical or computational experiments required.

Open SourceMITCLISelf-hosted
Visit PyPI↗

Overview

5 features

denia sits in PulseGate's AI & ML category. Efficiently guiding scientific experiments with minimal data using AI agents. It is built as an open-source project for researchers. denia is open source under the MIT license. It runs on the command line, and it can be self-hosted.

denia first shipped in 2026. Among its 5 catalogued features are Autonomous Discovery, Bayesian Optimization, and Active Learning.

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

  • ✓Autonomous Discovery
  • ✓Bayesian Optimization
  • ✓Active Learning
  • ✓Experiment Planning
  • ✓Materials Simulation
Tags
agentic-frameworkbayesian-optimizationactive-learningautonomous-experimentationai-guided-research
AI capabilities
TextStructured
Inference: Hybrid

Built with & integrations

Runs on
CLISelf-hosted

Trust & compliance

License
MIT
Verified signals
✓HTTPS✓Open Source✓Free tier

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed22 Jul · 10:16 UTC
    denia verified against its public source
    Source: PulseGate · Open ↗

Frequently asked questions about denia

What is denia?
Efficiently guiding scientific experiments with minimal data using AI agents. It is catalogued under AI & ML on PulseGate.
Who is denia for?
denia is an open-source project built for researchers.
Does denia have a free plan?
Yes — denia is open source under the MIT license and free to use.
What platforms does denia run on?
denia runs on the command line. It can also be self-hosted.
Is denia still active?
Unverified. denia has not been re-checked since it entered the index, so there is no finding either way — and only a positive finding would say otherwise.
What projects are similar to denia?
Similar projects tracked by PulseGate include Cliprise, chi-ai, and AI DocuChat.Cliprisechi-aiAI DocuChat
How long has denia been around?
denia first shipped in 2026.
Is denia open source?
Yes — denia is open source under the MIT license.

At a glance

Platforms
Cli
Languages
English
License
MIT
First seen
22 Jul 2026
Built for
researchers
Model
Open source
Solves
Efficiently guiding scientific experiments with minimal data using AI agents.

Registered as

PyPI
denia

Developer

Pypi

Live coverage

Identity confidence
Low · 64
Indexed
22 Jul 2026
Lifecycle
Alive
First seen
Jul 2026
Last seen
22 Jul 2026
Identity audit (13)
Slug
denia-pypi-org
Lifecycle state recorded
22 Jul 2026
Verification state
Indexed for public listing
Listing state
Listed: yes
Index status
Included in index
Latest evidence snapshot
22 Jul 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
22 Jul 2026
Canonical URL
https://pypi.org/project/denia

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Also in AI & ML

Same category — not a similarity match

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  • CHchi-aipypi.org
  • ADAI DocuChatmicrosoft.com
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  • BRbreviabookpypi.org