PulseGatePost-LLM software, agents & workflows market (since 2022)
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mmao-opt

pypi.org·Infrastructure

mmao-opt is an open-source metabolic multi-agent optimization framework designed for continuous, discrete, dynamic, and classification-oriented search tasks. It provides tools for benchmarking, metaheuristic optimization, and auto-configuration, making it suitable for developers and researchers working on complex optimization problems.

Open SourceApache-2.0
CLI
M
Visit PyPI↗

Overview

8 features

In the Frameworks & SDKs space, mmao-opt takes a focused approach. Enabling developers and researchers to perform advanced optimization and search tasks using a flexible multi-agent framework. mmao-opt is an open-source project aimed at developers and researchers in optimization and machine learning. The project is open source (Apache-2.0). It runs on the command line.

wolfbrother builds and maintains mmao-opt, and the product first shipped in 2026. The project is developed in the open on GitHub with 1 commits in the last 90 days. Across PulseGate's embedding index, mmao-opt has few near neighbours, marking it as relatively distinct. Among its 8 catalogued features are multi-agent optimization, continuous search, and discrete search.

  • ✓Multi-agent optimization
  • ✓Continuous search
  • ✓Discrete search
  • ✓Dynamic optimization
  • ✓Classification-oriented search
  • ✓Benchmarking tools
  • ✓Auto-configuration
  • ✓MIT license

Tags

metaheuristic-optimizationmulti-agent-frameworkauto-configurationbenchmarkingsearch-algorithms

Built with & integrations

Runs on
CLI

Trust & compliance

LicenseApache-2.0
Verified signals
✓ HTTPS✓ Open Source✓ Free tier✓ GitHub✓ Active maintenance

Recent events

Latest indexed changes and source events

  1. IndexedJul 4, 2:56 PM

    mmao-opt discovered by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about mmao-opt

What is mmao-opt?
Enabling developers and researchers to perform advanced optimization and search tasks using a flexible multi-agent framework. It is catalogued under Frameworks & SDKs on PulseGate.
Who should use mmao-opt?
mmao-opt is an open-source project built for developers and researchers in optimization and machine learning.
Does mmao-opt have a free plan?
Yes — mmao-opt is open source under the Apache-2.0 license and free to use.
What platforms does mmao-opt run on?
mmao-opt runs on the command line.
Is mmao-opt still active?
PulseGate's automated liveness checks currently classify mmao-opt as active. The GitHub repository shows 1 commits in the last 90 days.
What tools are similar to mmao-opt?
Similar tools tracked by PulseGate include OptPilot, Open Multi-Agent, and OceanOpt.OptPilotOpen Multi-AgentOceanOpt
Who develops mmao-opt?
mmao-opt is developed by wolfbrother.
How long has mmao-opt been around?
mmao-opt first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes (GitHub)
License
Apache-2.0
First seen
Jul 4, 2026
Activity
🟢 Active
Status
🟢 Active
Built for
developers and researchers in optimization and machine learning
Model
Open source
Solves
Enabling developers and researchers to perform advanced optimization and search tasks using a flexible multi-agent framework.

Developer

wolfbrother
Solo developer
↗ GitHub

Open source

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

PulseGate index

Confidence
Low · 64
Indexed
Jul 4, 2026
Lifecycle
Alive
Activity
Active
First seen
Jul 2026
Last seen
1w ago
Freshness
Unknown
Identity audit (9)
Entity ID
cmr6hjb1h092zywsamjnnjx8x
Slug
mmao-opt-pypi-org
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 4, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 4, 2026
Canonical URL
https://pypi.org/project/mmao-opt

Similar apps

Other apps tracked under the same category.

  • OptPilot
    pypi.org
  • Open Multi-Agent
    open-multi-agent.com
  • OceanOpt
    oceanopt.ai
  • mastermode
    pypi.org
  • autoai-optimize
    pypi.org
  • omoctl
    github.com