Claude Code workflow kit

Aisp Open Core

AISP (AI Symbolic Programming) v5.1 AI first, spec driven development. A proof-carrying protocol LLMs understand natively without instructions or training. Reduces AI decision points from 40-65% to <2%. Made for AI and agents. Works directly with Claude, OpenAI, Gemini, Cursor, Claude Code. The assembly language for AI cognition.

176 stars 22 forksWorkflow kits Source

Install

Install
cargo install aisp aisp-converter

Found in the project README. Check it for setup steps after installing.

From source
git clone https://github.com/bar181/aisp-open-core.git

From the README

AISP - AI Symbolic Protocol

The Assembly Language for AI Cognition — Created by Bradley Ross

AISP is the open standard for precise AI-to-AI and human-to-AI communication. It reduces prompt ambiguity from 40-65% to under 2%, enabling deterministic, proof-carrying specifications that AI systems understand natively.

Try It Now — No Installation Required

Zero install. Zero build. Just run with npx or cargo.

What is AISP?

AISP (AI Symbolic Protocol) replaces ambiguous natural language with precise mathematical notation — the same symbols used in formal logic, type theory, and category theory.

Result: AI models produce consistent, unambiguous, machine-verifiable outputs.

Why AISP?

| Ambiguity Rate | 40-65% |  AI_GUIDE.md is the authoritative AISP 5.1 Platinum Specification.

This is the source of truth for:
- 512 Official Symbols (Σ_512) — 8 categories × 64 symbols each
- Quality Tiers — Platinum (◊⁺⁺) to Bronze (◊⁻) grading
- Grammar & Syntax — Deterministic parsing rules
- Proof System — Natural deduction + category theory

Copy AI_GUIDE.md into any AI system's context (Claude, GPT-4, Gemini, etc.) and it will understand AISP natively.

Official Tools

These are the official AISP conversion and validation tools:

npm (Node.js)

Rust (crates.io) — Fastest

Key Features

Quick Reference (Rosetta Stone)

Full Cheatsheet (all 512 symbols) → | Complete Reference →

Quality Tiers

AISP documents are graded by semantic density (δ):

Documentation

Advanced Capabilities

For those who want to understand the internals of AISP 5.1:

Use Cases

AISP is designed for:

- AI Agent Instructions — Unambiguous task specifications
- Multi-Agent Coordination — Zero-drift communication protocols
- API Contracts — Formal pre/post conditions
- State Machines — Precise state transition…
Read the full README on GitHub

Details

Last updated
9 June 2026

FAQ

What is Aisp Open Core?

AISP (AI Symbolic Programming) v5.1 AI first, spec driven development. A proof-carrying protocol LLMs understand natively without instructions or training. Reduces AI decision points from 40-65% to <2%. Made for AI and agents. Works directly with Claude, OpenAI, Gemini, Cursor, Claude Code. The assembly language for AI cognition. It is a workflow kit for Claude Code, from bar181/aisp-open-core on GitHub.

How do I install Aisp Open Core?

Run cargo install aisp aisp-converter, then follow the setup in the README.

Is Aisp Open Core popular?

bar181/aisp-open-core has 176 GitHub stars and 22 forks. It was last updated on 9 June 2026.

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