Claims Python Packages

x12sdk

Synthetic HIPAA X12 files (837, 835, 834, 270/271, 276/277) with no PHI, plus typed Pydantic v2 models to parse, validate and write them. Maintained continuation of LinuxForHealth x12.

claimidx

Prior art for AI agents. Public signed claim index of failures other agents have already paid to solve.

factblock

An open format for claims and their history. Build agent memory that tracks claims, evidence and changes, and lets you query what was known at any point in time.

attest-py

A claim-native database for building reality models

oxedi835

Read and write X12 EDI 835 remittance files as tables — Python, DuckDB SQL, lossless, fast

attestdb

A claim-native database for building reality models

oxedi

Read and write X12 EDI 835 remittance files as tables — Python, DuckDB SQL, lossless, fast

extremeloss

Extreme value analysis for insurance losses: POT/GPD, GEV with uncertainty, threshold diagnostics, return levels, body-tail splicing.

lossmodels

Severity and frequency fitting and aggregate loss distributions: transformed beta and gamma catalogs, truncation- and censoring-aware MLE, FFT and Panjer.

onus

A claim checker: verifies a document's claims against its evidence, numbers deterministically

projectionmodels

Premium, claims, and expense projection over a renewal horizon, with assumption objects estimated from history or stated directly.

keycloak-jwt-checker

A little CLI tool for debugging claims contained in JSON Web Tokens (JWT) issued by Keycloak confidential clients

nlai

Evidence-gated claims, continuity anchors, and deterministic receipts for agent workflows. Language is a proposal, not an authority.

insurance-reserving-neural

Individual neural claims reserving — per-claim RBNS reserves with bootstrap uncertainty

json-work-proof

JSON Work Proof - proof-of-work algorithm encoded like a JWT

reservingmodels

Claims reserving: chain ladder, Bornhuetter-Ferguson, Mack, and the ODP bootstrap of the predictive reserve distribution.

insurance-nowcast

ML-EM nowcasting for claims reporting delays — joint Poisson-Multinomial EM, XGBoost/GLM M-step, exposure offset, bootstrap CIs