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NeuroSymbolic-IR MCP Server

mahkande/NeuroSymbolic-IR

Score: 46.5 Rank #3604 AI Tool
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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.

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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 #3604 out of 25022 indexed tools.

Ecosystem

Python No license

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 1

1 stars → early stage

Freshness 25% 6mo ago

Last commit 6mo ago → stale

Issue Health 25% 50%

No issues filed → no history to score

Contributors 10% 0

0 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 0
Description Detailed
License None

Weights: Freshness 25% · Issue Health 25% · Dependents 25% · Stars 15% · Contributors 10% · How we score →

How to Improve

License low impact

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

Freshness high impact

Last commit was 205 days ago — a recent commit would boost your freshness score

Contributors medium impact

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

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AgentRank score for mahkande/NeuroSymbolic-IR
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