The reputation layer for AI skills, tools & agents

mahkande/NeuroSymbolic-IR

Score: 37.1 Rank #3492

NeuroSymbolic-IR converts natural language into a typed, multi-relational semantic graph using explicit opcodes (ISA, CAUSE, GOAL, BELIEVE, BEFORE, MUST). It bridges LLM generation with deterministic reasoning, enabling structured interpretation, constraint validation, and controllable execution for agents, tools, and design systems.

Overview

mahkande/NeuroSymbolic-IR is a Python agent tool. NeuroSymbolic-IR converts natural language into a typed, multi-relational semantic graph using explicit opcodes (ISA, CAUSE, GOAL, BELIEVE, BEFORE, MUST). It bridges LLM generation with deterministic reasoning, enabling structured interpretation, constraint validation, and controllable execution for agents, tools, and design systems.

Ranked #3492 out of 25632 indexed tools.

Ecosystem

Python No license

Signal Breakdown

Stars 1
Freshness 23d ago
Issue Health 50%
Contributors 0
Dependents 0
Forks 0
Description Detailed
License None

How to Improve

License low impact

Add an MIT or Apache-2.0 license to signal trust and enable adoption

Contributors medium impact

Single-contributor projects carry bus-factor risk — welcoming contributors boosts confidence

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

Badge

AgentRank score for mahkande/NeuroSymbolic-IR
[![AgentRank](https://agentrank-ai.com/api/badge/tool/mahkande--NeuroSymbolic-IR)](https://agentrank-ai.com/tool/mahkande--NeuroSymbolic-IR)
<a href="https://agentrank-ai.com/tool/mahkande--NeuroSymbolic-IR"><img src="https://agentrank-ai.com/api/badge/tool/mahkande--NeuroSymbolic-IR" alt="AgentRank"></a>

Matched Queries

"agent tool"
Are you the maintainer? Claim this listing