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.
Install
cargo install aisp aisp-converterFound in the project README. Check it for setup steps after installing.
git clone https://github.com/bar181/aisp-open-core.gitFrom 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…
Details
- Repository
- bar181/aisp-open-core
- Type
- Workflow kits
- 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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