Conformal Prediction Python Packages

mapie

A scikit-learn-compatible library for estimating prediction intervals and controlling risks, based on conformal predictions.

crepes

Python package for conformal prediction

distil-llm

Compression with a quality contract — cache-aware, causally-pruned LLM context compression for agentic runtimes, certified non-inferior across 7 domains. Works with any SDK.

puncc

👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.

vectrix

Zero-config time series forecasting for Python. 30+ models, auto selection, Forecast DNA, Rust turbo — one line of code.

nonconform

Conformal Anomaly Detection & Change-Point Detection

cohera

Sheaf theory and community detection

apdtflow

APDTFlow is a modern and extensible forecasting framework for time series data that leverages advanced techniques including neural ordinary differential equations (Neural ODEs), transformer-based components, and probabilistic modeling. Its modular design allows researchers and practitioners to experiment with multiple forecasting models and easily

undesirables-mcp-server

Zero-trust, local-first FastMCP core for The Undesirables. 35+ offline AI agent tools: TCG card grading, conformal risk forecasts (Safe-Hold/Momentum grades), on-chain soul personalities, x402-payable oracle, TTS + 3D forging. No telemetry. BSL 1.1.

conformal-clip

Few-shot CLIP classification with conformal prediction, probability calibration, and reliability metrics.

certflow

Certified route planning under drifting costs: conformal certificates (LB<=OPT<=UB), certificate-directed sensing, proof-gated ns-us preprocessing, and an observable-coverage layer (WATCH + Shiryaev-Roberts). 250 tests, validated on real METR-LA.

grounded-reasoning

Zero-token, precision-guaranteed relation-algebra verifier for LLM/agent multi-hop reasoning

torchcp

A Python toolbox for conformal prediction research on deep learning models, using PyTorch.

bayes-hdc

Hyperdimensional computing with statistical guarantees: calibrated probabilities, conformal prediction sets, anomaly detection with a guaranteed false-positive rate

vlabs-calibrate

Open-source SDK (Apache-2.0): RL environments, conformal calibration, a TRL-compatible reward function, the Lean 4 formal track, and the verifiable/vlabs CLI.

theaios-trustgate

Black-box AI reliability certification via self-consistency sampling and conformal calibration

online-cp

Repository for online conformal prediction methods

verifiable-labs-envs

Open-source SDK (Apache-2.0): RL environments, conformal calibration, a TRL-compatible reward function, the Lean 4 formal track, and the verifiable/vlabs CLI.

conformal-tights

👖 Conformal Tights adds conformal prediction of coherent quantiles and intervals to any scikit-learn regressor or Darts forecaster

insurance-conformal

Distribution-free prediction intervals for insurance pricing: conformal coverage guarantees, Tweedie non-conformity scores, SCR bounds, and anytime-valid sequential monitoring.

coverforest

A simple and fast sklearn-compatible conformal predictions with random forests for both classification and regression tasks.

unquad

Conformal Anomaly Detection & Change-Point Detection

endgame-ml

A living library of machine learning — classic to SOTA, under one roof

confopt

A Library for Conformal Hyperparameter Tuning