no-llm

A guide on how to avoid AI

A way to tell your contributors that you wrote the code yourself

Awesome list of software not using LLMs or similar features.

Python package for privacy-first sanitization of text and OCR/image inputs before LLM processing.

A No-LLM AI that answers by quoting facts from a knowledge graph and shows its reasoning. Local-first, source-traceable. Own your intelligence.

A rule-based AI hospitality concierge demo built with FastAPI & Streamlit. Features transparent logic, multi-tier member policies, and A2A protocol simulation. 100% Open Source, No LLM required. Live Demo: https://a2a-hospitality-simple.onrender.com

RuleBot is a deterministic, rule-based AI chatbot built on the IPO (Input → Process → Output) model. No ML. No LLM. Just clean control flow and O(1) dictionary logic. Built for DecodeLabs Batch 2026 to demonstrate the foundation of AI guardrail systems before moving to probabilistic models.

Inductive program synthesis for JS/TS with library learning. No LLM, no GPU. Give it I/O examples, get back a verified, deterministic function.

Fault Detection, Isolation and Recovery system for spacecraft telemetry with Rust. A project to learn the basics of Rust.

A No-LLM AI that answers by quoting facts from a knowledge graph and shows its reasoning. Local-first, source-traceable. Own your intelligence.

Local-first, offline, no-LLM CLI that scores how well your confidence matches reality. Log a falsifiable prediction before you act; get Brier/calibration-scored when it resolves. Built first for coding agents — your standing over/under-confidence is injected into every session. (Both for Humans and Agents)

Deterministic local-first trajectory monitor for AI coding sessions, with a live TUI, JSON snapshots, and a privacy-aware GitHub Action.

Read between the lines. iOS app that decodes texts from your mom, boss, partner — and drafts three reply versions. On-device, no LLM, no analytics.

Why This Exists Most developer portfolios are static — they show work but can't talk about it. This project is different. It's a REST API that represents me — answers questions about my skills, generates client contracts, books discovery calls, searches for tech solutions, and routes people

Deterministic (12×7)+10 knowledge network from technical documents — no LLM, no cloud, runs on a Pi

CLI tool which uses classic information retrieval to extract info from documents,

Local-first engine that finds unnamed industries from evidence — deterministic, no LLM at runtime, no stock tips.

Map your daily habits against your goals and see the real alignment. Rule-based matching engine (no LLM), with an interactive NetworkX + Plotly graph.

Drive Playwright MCP from a deterministic Node.js client to validate a frontend app — no LLM in the loop. Demonstrates three assertion styles (snapshot refs, CSS selectors, page evaluate) across 9 end-to-end scenarios.

Deterministic, explainable risk scoring and intervention policy for agent and operational systems. Pure Go, no LLM required.