Conformance Testing Python Packages

agent-hooks-sdk

Framework-neutral control contract for AI agents: eight interception points, three verdicts, and a conformance kit.

agent-evidence-vectors

Conformance corpora and reference verifiers for AI-agent and supply-chain evidence formats

strictcli

A CLI framework for the Era of Agents: nothing is inferred, everything is declared. First-class support for Go, Python, and TypeScript

strictspec

Define a schema once in TOML, and generate the full toolchain in your language: validation, versioning, migrations, etc. -- First-class support for Go, Python, and TypeScript

gpconf

Free test kit: does your satellite software handle catalog numbers above 99,999? Built from real CelesTrak data.

qp-capsule

The open protocol for cryptographically sealed audit records of autonomous AI operations. SHA3-256 + Ed25519 + hash chain. Spec, conformance suite, and reference implementations in Python and TypeScript.

agentic-system-core

AgenticSystemCore: an open specification and reference engine that publishes knowledge Bundles for people and agents — RFC 9264 discovery, a JSON-LD graph, llms.txt and MCP tools

pdn-aprs

APRS (Automatic Packet Reporting System) decoder and encoder for Python, checked against the aprs-vectors conformance suite. PyPI: packet-aprs

franken-networkx

Memory-safe clean-room Rust reimplementation of NetworkX with deterministic graph semantics, differential conformance, and RaptorQ-backed durability.

ainra

AINRA — the neutral, non-profit identity layer for autonomous AI agents. Open standard + 4 independent implementations, 745/745 conformance, offline verification, sub-minute revocation (measured in drills).

vyral

Portable contracts and local-first runtimes for canonical data, retrieval, durable execution, and agent-facing AI.

spck-conformance

An honest, kill-rate-validated conformance checker for the Universal Commerce Protocol (UCP). Browser, pip, or CI. REST + MCP. Free & open source. Unofficial.

vmx

Spec-driven, lifecycle-aware MVVM/ViewModel framework for C#, Python, TypeScript, Swift, and Rust. One language-neutral VMx spec, five catalog-complete flavors, shared reactive contracts, and 408 conformance IDs.

canitoolcall

caniuse.com for tool calling: conformance suite and matrix for tool-call and reasoning parsers across inference engines

subvectors

Cited, versioned conformance vectors for CI/CD OIDC trust decisions - the answer key for 'does subject S satisfy trust condition C, and is C safe?' across GitHub/GitLab issuers and AWS/Azure/GCP consumers.

sekmet-fhir

Micro hospital information system (HIS) for testing HIS/EHR/LIS FHIR R4 integrations end to end: ADT, orders & results, scheduling, pharmacy, billing workflows; lab/RIS/payer simulator; Subscriptions, Bulk Data, SMART, TestScript and load testing.

personalitygen

Python and TypeScript libraries for generating Big Five and ABBF character personalities.

frankenpandas

Memory-safe, clean-room Rust reimplementation of pandas with packetized conformance gates, strict/hardened runtime modes, and RaptorQ-backed artifact durability.

agentrunproof

Reproduce OpenAI Agents SDK runtime bugs without API keys — real Runner, scripted models, verifiable certificates.

reasonsmith

Prove which legally-owed reasons a decision system deleted, and from whom — by re-running its own inference, not reading its log. Every verdict states how it was reached.

zodiacs

MIT-licensed astrology calculation engine: positions, houses, points and timing techniques, with receipts and a public conformance suite

saydo

Conformance harness for MCP servers. A publisher declares what a tool does; SayDo runs it in a sandbox and checks. Signed, verifiable receipts.

agent-evidence-admission

OPA, Kyverno and Sigstore policy-controller rules that admit signed AI-agent execution evidence against a consumer-pinned policy.

scim-sanity

Conformance testing for SCIM RFC 7643/7644 server response & client SCIM payload validation. PASS/FAIL feedback for Discovery, User, Group & Agent lifecycle provisioning, Search and Error Handling. Suggests implementation corrections.