docs: add component READMEs to all sublibraries missing one

Add lib/<Name>/README.md to the 26 sublibraries that lacked one, using the
canonical OrdinaryDiffEq.jl sublibrary README template: the standard SciML
badge block (Zulip, Global Docs, ColPrac, SciML Code Style) plus the
"component package of Optimization.jl in the SciML ecosystem" wording with a
one-line description of each package's role. SimpleOptimization already had a
README and is left unchanged.

Co-Authored-By: Chris Rackauckas <accounts@chrisrackauckas.com>
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

Author: ChrisRackauckas

lib/OptimizationAuglag/README.md

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+# OptimizationAuglag.jl
+
+[![Join the chat at https://julialang.zulipchat.com #sciml-bridged](https://img.shields.io/static/v1?label=Zulip&message=chat&color=9558b2&labelColor=389826)](https://julialang.zulipchat.com/#narrow/stream/279055-sciml-bridged)
+[![Global Docs](https://img.shields.io/badge/docs-SciML-blue.svg)](https://docs.sciml.ai/Optimization/stable/)
+
+[![ColPrac: Contributor's Guide on Collaborative Practices for Community Packages](https://img.shields.io/badge/ColPrac-Contributor%27s%20Guide-blueviolet)](https://github.com/SciML/ColPrac)
+[![SciML Code Style](https://img.shields.io/static/v1?label=code%20style&message=SciML&color=9558b2&labelColor=389826)](https://github.com/SciML/SciMLStyle)
+
+OptimizationAuglag.jl is a component package of [Optimization.jl](https://github.com/SciML/Optimization.jl) in the SciML ecosystem. While completely independent and usable on its own, users interested in the full functionality should install and use [Optimization.jl](https://github.com/SciML/Optimization.jl); this package holds an augmented Lagrangian method for solving constrained optimization problems.

lib/OptimizationBBO/README.md

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+# OptimizationBBO.jl
+
+[![Join the chat at https://julialang.zulipchat.com #sciml-bridged](https://img.shields.io/static/v1?label=Zulip&message=chat&color=9558b2&labelColor=389826)](https://julialang.zulipchat.com/#narrow/stream/279055-sciml-bridged)
+[![Global Docs](https://img.shields.io/badge/docs-SciML-blue.svg)](https://docs.sciml.ai/Optimization/stable/)
+
+[![ColPrac: Contributor's Guide on Collaborative Practices for Community Packages](https://img.shields.io/badge/ColPrac-Contributor%27s%20Guide-blueviolet)](https://github.com/SciML/ColPrac)
+[![SciML Code Style](https://img.shields.io/static/v1?label=code%20style&message=SciML&color=9558b2&labelColor=389826)](https://github.com/SciML/SciMLStyle)
+
+OptimizationBBO.jl is a component package of [Optimization.jl](https://github.com/SciML/Optimization.jl) in the SciML ecosystem. While completely independent and usable on its own, users interested in the full functionality should install and use [Optimization.jl](https://github.com/SciML/Optimization.jl); this package holds the wrapper for the BlackBoxOptim.jl global derivative-free optimizers.

lib/OptimizationBase/README.md

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+# OptimizationBase.jl
+
+[![Join the chat at https://julialang.zulipchat.com #sciml-bridged](https://img.shields.io/static/v1?label=Zulip&message=chat&color=9558b2&labelColor=389826)](https://julialang.zulipchat.com/#narrow/stream/279055-sciml-bridged)
+[![Global Docs](https://img.shields.io/badge/docs-SciML-blue.svg)](https://docs.sciml.ai/Optimization/stable/)
+
+[![ColPrac: Contributor's Guide on Collaborative Practices for Community Packages](https://img.shields.io/badge/ColPrac-Contributor%27s%20Guide-blueviolet)](https://github.com/SciML/ColPrac)
+[![SciML Code Style](https://img.shields.io/static/v1?label=code%20style&message=SciML&color=9558b2&labelColor=389826)](https://github.com/SciML/SciMLStyle)
+
+OptimizationBase.jl is a component package of [Optimization.jl](https://github.com/SciML/Optimization.jl) in the SciML ecosystem. While completely independent and usable on its own, users interested in the full functionality should install and use [Optimization.jl](https://github.com/SciML/Optimization.jl); this package holds the core interface, problem definitions, and automatic differentiation handling shared by the Optimization.jl ecosystem.

lib/OptimizationCMAEvolutionStrategy/README.md

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+# OptimizationCMAEvolutionStrategy.jl
+
+[![Join the chat at https://julialang.zulipchat.com #sciml-bridged](https://img.shields.io/static/v1?label=Zulip&message=chat&color=9558b2&labelColor=389826)](https://julialang.zulipchat.com/#narrow/stream/279055-sciml-bridged)
+[![Global Docs](https://img.shields.io/badge/docs-SciML-blue.svg)](https://docs.sciml.ai/Optimization/stable/)
+
+[![ColPrac: Contributor's Guide on Collaborative Practices for Community Packages](https://img.shields.io/badge/ColPrac-Contributor%27s%20Guide-blueviolet)](https://github.com/SciML/ColPrac)
+[![SciML Code Style](https://img.shields.io/static/v1?label=code%20style&message=SciML&color=9558b2&labelColor=389826)](https://github.com/SciML/SciMLStyle)
+
+OptimizationCMAEvolutionStrategy.jl is a component package of [Optimization.jl](https://github.com/SciML/Optimization.jl) in the SciML ecosystem. While completely independent and usable on its own, users interested in the full functionality should install and use [Optimization.jl](https://github.com/SciML/Optimization.jl); this package holds the wrapper for the CMAEvolutionStrategy.jl covariance matrix adaptation evolution strategy optimizers.

lib/OptimizationEvolutionary/README.md

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+# OptimizationEvolutionary.jl
+
+[![Join the chat at https://julialang.zulipchat.com #sciml-bridged](https://img.shields.io/static/v1?label=Zulip&message=chat&color=9558b2&labelColor=389826)](https://julialang.zulipchat.com/#narrow/stream/279055-sciml-bridged)
+[![Global Docs](https://img.shields.io/badge/docs-SciML-blue.svg)](https://docs.sciml.ai/Optimization/stable/)
+
+[![ColPrac: Contributor's Guide on Collaborative Practices for Community Packages](https://img.shields.io/badge/ColPrac-Contributor%27s%20Guide-blueviolet)](https://github.com/SciML/ColPrac)
+[![SciML Code Style](https://img.shields.io/static/v1?label=code%20style&message=SciML&color=9558b2&labelColor=389826)](https://github.com/SciML/SciMLStyle)
+
+OptimizationEvolutionary.jl is a component package of [Optimization.jl](https://github.com/SciML/Optimization.jl) in the SciML ecosystem. While completely independent and usable on its own, users interested in the full functionality should install and use [Optimization.jl](https://github.com/SciML/Optimization.jl); this package holds the wrapper for the Evolutionary.jl genetic and evolutionary algorithm optimizers.

lib/OptimizationGCMAES/README.md

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+# OptimizationGCMAES.jl
+
+[![Join the chat at https://julialang.zulipchat.com #sciml-bridged](https://img.shields.io/static/v1?label=Zulip&message=chat&color=9558b2&labelColor=389826)](https://julialang.zulipchat.com/#narrow/stream/279055-sciml-bridged)
+[![Global Docs](https://img.shields.io/badge/docs-SciML-blue.svg)](https://docs.sciml.ai/Optimization/stable/)
+
+[![ColPrac: Contributor's Guide on Collaborative Practices for Community Packages](https://img.shields.io/badge/ColPrac-Contributor%27s%20Guide-blueviolet)](https://github.com/SciML/ColPrac)
+[![SciML Code Style](https://img.shields.io/static/v1?label=code%20style&message=SciML&color=9558b2&labelColor=389826)](https://github.com/SciML/SciMLStyle)
+
+OptimizationGCMAES.jl is a component package of [Optimization.jl](https://github.com/SciML/Optimization.jl) in the SciML ecosystem. While completely independent and usable on its own, users interested in the full functionality should install and use [Optimization.jl](https://github.com/SciML/Optimization.jl); this package holds the wrapper for the GCMAES.jl gradient-based covariance matrix adaptation evolution strategy optimizer.

lib/OptimizationIpopt/README.md

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+# OptimizationIpopt.jl
+
+[![Join the chat at https://julialang.zulipchat.com #sciml-bridged](https://img.shields.io/static/v1?label=Zulip&message=chat&color=9558b2&labelColor=389826)](https://julialang.zulipchat.com/#narrow/stream/279055-sciml-bridged)
+[![Global Docs](https://img.shields.io/badge/docs-SciML-blue.svg)](https://docs.sciml.ai/Optimization/stable/)
+
+[![ColPrac: Contributor's Guide on Collaborative Practices for Community Packages](https://img.shields.io/badge/ColPrac-Contributor%27s%20Guide-blueviolet)](https://github.com/SciML/ColPrac)
+[![SciML Code Style](https://img.shields.io/static/v1?label=code%20style&message=SciML&color=9558b2&labelColor=389826)](https://github.com/SciML/SciMLStyle)
+
+OptimizationIpopt.jl is a component package of [Optimization.jl](https://github.com/SciML/Optimization.jl) in the SciML ecosystem. While completely independent and usable on its own, users interested in the full functionality should install and use [Optimization.jl](https://github.com/SciML/Optimization.jl); this package holds the wrapper for the Ipopt nonlinear interior-point optimizer.

lib/OptimizationLBFGSB/README.md

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+# OptimizationLBFGSB.jl
+
+[![Join the chat at https://julialang.zulipchat.com #sciml-bridged](https://img.shields.io/static/v1?label=Zulip&message=chat&color=9558b2&labelColor=389826)](https://julialang.zulipchat.com/#narrow/stream/279055-sciml-bridged)
+[![Global Docs](https://img.shields.io/badge/docs-SciML-blue.svg)](https://docs.sciml.ai/Optimization/stable/)
+
+[![ColPrac: Contributor's Guide on Collaborative Practices for Community Packages](https://img.shields.io/badge/ColPrac-Contributor%27s%20Guide-blueviolet)](https://github.com/SciML/ColPrac)
+[![SciML Code Style](https://img.shields.io/static/v1?label=code%20style&message=SciML&color=9558b2&labelColor=389826)](https://github.com/SciML/SciMLStyle)
+
+OptimizationLBFGSB.jl is a component package of [Optimization.jl](https://github.com/SciML/Optimization.jl) in the SciML ecosystem. While completely independent and usable on its own, users interested in the full functionality should install and use [Optimization.jl](https://github.com/SciML/Optimization.jl); this package holds the wrapper for the L-BFGS-B box-constrained quasi-Newton optimizer.

lib/OptimizationMOI/README.md

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+# OptimizationMOI.jl
+
+[![Join the chat at https://julialang.zulipchat.com #sciml-bridged](https://img.shields.io/static/v1?label=Zulip&message=chat&color=9558b2&labelColor=389826)](https://julialang.zulipchat.com/#narrow/stream/279055-sciml-bridged)
+[![Global Docs](https://img.shields.io/badge/docs-SciML-blue.svg)](https://docs.sciml.ai/Optimization/stable/)
+
+[![ColPrac: Contributor's Guide on Collaborative Practices for Community Packages](https://img.shields.io/badge/ColPrac-Contributor%27s%20Guide-blueviolet)](https://github.com/SciML/ColPrac)
+[![SciML Code Style](https://img.shields.io/static/v1?label=code%20style&message=SciML&color=9558b2&labelColor=389826)](https://github.com/SciML/SciMLStyle)
+
+OptimizationMOI.jl is a component package of [Optimization.jl](https://github.com/SciML/Optimization.jl) in the SciML ecosystem. While completely independent and usable on its own, users interested in the full functionality should install and use [Optimization.jl](https://github.com/SciML/Optimization.jl); this package holds the wrapper for solvers exposed through the MathOptInterface.jl interface.

lib/OptimizationMadNLP/README.md

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+# OptimizationMadNLP.jl
+
+[![Join the chat at https://julialang.zulipchat.com #sciml-bridged](https://img.shields.io/static/v1?label=Zulip&message=chat&color=9558b2&labelColor=389826)](https://julialang.zulipchat.com/#narrow/stream/279055-sciml-bridged)
+[![Global Docs](https://img.shields.io/badge/docs-SciML-blue.svg)](https://docs.sciml.ai/Optimization/stable/)
+
+[![ColPrac: Contributor's Guide on Collaborative Practices for Community Packages](https://img.shields.io/badge/ColPrac-Contributor%27s%20Guide-blueviolet)](https://github.com/SciML/ColPrac)
+[![SciML Code Style](https://img.shields.io/static/v1?label=code%20style&message=SciML&color=9558b2&labelColor=389826)](https://github.com/SciML/SciMLStyle)
+
+OptimizationMadNLP.jl is a component package of [Optimization.jl](https://github.com/SciML/Optimization.jl) in the SciML ecosystem. While completely independent and usable on its own, users interested in the full functionality should install and use [Optimization.jl](https://github.com/SciML/Optimization.jl); this package holds the wrapper for the MadNLP.jl nonlinear interior-point optimizer.