npx skills add majiayu000/claude-skill-registry --skill fokker-planck-analyzer --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# fokker-planck-analyzer > Layer 5: Convergence to Equilibrium Analysis ## bmorphism Contributions > *"what would it mean to become the Fokker-Planck equation—identity as probability flow?"* > — [bmorphism gist](https://gist.github.com/bmorphism/a02cc1d1431d4e8b847fdc6276bc3614) **Philosophical Frame**: The Fokker-Planck equation describes how probability distributions evolve over time. bmorphism's question about "becoming" the equation points to the deep connection between identity and probability flow — the self as a dynamical system converging to equilibrium. **Active Inference Connection**: Fokker-Planck dynamics underlie [Active Inference in String Diagrams](https://arxiv.org/abs/2308.00861) (Tull, Kleiner, Smithe) where free energy minimization drives probabilistic belief updates. **Version**: 1.0.0 **Trit**: -1 (Validator - verifies steady state) **Bundle**: analysis **Status**: ✅ New (validates Fokker-Planck convergence) --- ## Overview **Fokker-Planck Analyzer** verifies that neural network training via Langevin dynamics has reached equilibrium. It checks whether the empirical weight distribution matches the theoretical Gibbs distribution predicted by Fokker-Planck theory.
- bmorphism Contributions
- Overview
- The Fokker-Planck Equation
- Core Concepts
- Gibbs Distribution
- Mixing Time (τmix)
- Relative Entropy / KL Divergence
- Capabilities
- 1. check-gibbs-convergence
- 2. estimate-mixing-time
- 3. measure-kl-divergence
- 4. validate-steady-state
- 5. temperature-sensitivity-analysis
- 6. compare-solvers
just langevin-solve net=network T=0.01 n_steps=1000 just fokker-check-convergence just fokker-estimate-mixing-time just fokker-measure-kl just fokker-validate just fokker-temperature-sweep just fokker-solver-comparison
What does the fokker-planck-analyzer skill do?
Layer 5: Convergence to Equilibrium Analysis
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill fokker-planck-analyzer --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.