Methodology Python Packages

pdd-cli

Prompt Driven Development (PDD): The Last Programming Language™. Prompt files are source; code is generated output.

touchstone-mcp

A deterministic first-pass filter for unsupported claims in LLM output, computed without calling another LLM. Not a standalone hallucination detector. A spec plus reference implementation, shipped as touchstone-mcp.

raise-cli

RaiSE CLI - Reliable AI Software Engineering governance framework

running-ng

Running: Next Generation

autotuning-methodology

This software package accompanies the paper "A Methodology for Comparing Auto-Tuning Optimization Algorithms" (https://doi.org/10.1016/j.future.2024.05.021), making the guidelines in the methodology easy to apply.

kb-manager

A minimalist knowledge base manager

cgd-validator

Validator for Clarity-Gated Document (.cgd) files - verified documents for safe LLM ingestion

cgd-verify

Stop LLMs from hallucinating your guesses as facts. Clarity Gate is a verification protocol for your documents that are going to be provided to LLMs or RAG systems. Place automatically the missing uncertainty markers to avoid confident hallucinations. HITL for non-directly verifiable claims.

cgd-generator

Stop LLMs from hallucinating your guesses as facts. Clarity Gate is a verification protocol for your documents that are going to be provided to LLMs or RAG systems. Place automatically the missing uncertainty markers to avoid confident hallucinations. HITL for non-directly verifiable claims.

cuneiform-control

Control-pack manifest validation for the cuneiform benchmark lane. Stdlib-only. Does not repair the failed governing gate.

cgd-creator

Create Clarity-Gated Documents (.cgd) with epistemic markers for safe LLM ingestion

clarity-gate

Pre-ingestion verification for epistemic quality in RAG systems

zpe-video

Perception receipts for AI video pipelines. Cross-writer bit-exact under default settings (SHA-256 stable across writers in any language). Zero runtime dependencies; pure stdlib core. ~1.1 KB per video; per-frame CRC32 + schema + versioning. Useful now, improving continuously.

sot-validator

Validator for Source of Truth (.sot) files - epistemic quality verification for AI-safe documentation

gnosis-indus

Staged anchor application and evidence repo for the Gnosis Indus Atlas lane.

sot-verify

Stop LLMs from hallucinating your guesses as facts. Clarity Gate is a verification protocol for your documents that are going to be provided to LLMs or RAG systems. Place automatically the missing uncertainty markers to avoid confident hallucinations. HITL for non-directly verifiable claims.

sot-generator

Stop LLMs from hallucinating your guesses as facts. Clarity Gate is a verification protocol for your documents that are going to be provided to LLMs or RAG systems. Place automatically the missing uncertainty markers to avoid confident hallucinations. HITL for non-directly verifiable claims.

memory-trail

Decision memory and session logging for AI-assisted development - track architectural decisions across sessions

sot-creator

Stop LLMs from hallucinating your guesses as facts. Clarity Gate is a verification protocol for your documents that are going to be provided to LLMs or RAG systems. Place automatically the missing uncertainty markers to avoid confident hallucinations. HITL for non-directly verifiable claims.

pathcore-t

Python 3 implementation of PathCORE-T analysis methods

clarethium-touchstone

Hallucination detection for LLM outputs without calling another LLM. Reference implementation of Touchstone Standard 1.0.