skills/smithery.ai/neuro-symbolic-reasoning

neuro-symbolic-reasoning

Installation
SKILL.md

Neuro-Symbolic Reasoning

Pipeline

NL Problem → LLM Formulator → Logic Program → Symbolic Solver → Answer
                    ↑                              |
                    └──── Self-Refinement ←────────┘

Solver Selection

Logic Type Solver Output
First-order logic Prover9 True/False/Unknown
Constraints/SAT Z3 sat/unsat/unknown
Rule-based Pyke Bindings/No proof

See references/solvers.md for integration code.

Installs
1
First Seen
Mar 23, 2026