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guofei9987/scikit-opt

Genetic Algorithm, Particle Swarm Optimization, Simulated Annealing, Ant Colony Optimization Algorithm,Immune Algorithm, Artificial Fish Swarm Algorithm, Differential Evolution and TSP(Traveling salesman) observed · 2026-08-28

github.com/guofei9987/scikit-opt · homepage · Python · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

56/100

  • Activity 74
  • Release rhythm 8
  • Longevity 100
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 3193
  • days_rel: n/a
  • days_push: 161
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

6709 stars · 1107 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

A Python library implementing heuristic and swarm intelligence optimization algorithms, including genetic algorithm, particle swarm optimization, simulated annealing, ant colony, immune algorithm, artificial fish swarm, and differential evolution. It supports user-defined operators and includes TSP (traveling salesman problem) solving.

Use cases

  • solve traveling salesman problem in python
  • run a genetic algorithm on my objective function
  • optimize parameters with particle swarm optimization
  • apply simulated annealing to minimize a function
  • use ant colony optimization for routing
  • try differential evolution for global optimization
  • customize selection and crossover operators in a genetic algorithm

When to choose

  • you need a variety of metaheuristic optimization algorithms behind one scikit-learn-like Python API
  • you want to plug in custom selection, crossover, or mutation operators
  • you need quick TSP or combinatorial optimization prototyping

When to avoid

  • you need large-scale, GPU-accelerated, or production-grade optimization performance
  • you need exact/linear programming solvers rather than heuristics
  • you need deep learning or gradient-based training tools

Facets

library · maturity active

machine-learning simulation math artificial-intelligence performance data-science python windows genetic-algorithm particle-swarm-optimization simulated-annealing ant-colony heuristic-optimization tsp differential-evolution swarm-intelligence algorithms linux macos

3 sources

Member repositories

RepositoryRoleHealth v2
guofei9987/scikit-optmain56

For agents

markdown · JSON · MCP: product_card(name="guofei9987/scikit-opt")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem