Evidence Python Packages

hyodo

Local evidence verification for AI-assisted work. See what ran, what the evidence supports, and what remains unknown. HyoDo does not run or authorize agents.

flyto-core

AI said it finished. Flyto2 shows the proof.

briefloop

本地多运行时 Agent 工作台：围绕材料研究、生成可编辑报告、独立复核、追溯证据，并从人工反馈持续学习。

trustops-security-data-lake

Security analytics data lake for GRC & Trust: governance datasets, findings pipelines, compliance analytics, audit trails, and control-plane reporting.

govp

GOVP Protocol — independently verifiable digital artifacts with Ed25519.

microbiomekg

A microbiome knowledge graph on kglite, with the evidence model as the point.

proofbundle

Portable evidence for AI work, verifiable offline. Integrity, not truth

flyto-blueprint

Procedure memory for agents: save what worked, reuse it, and score it by real outcomes.

keel-verifier

Independent verifier for signed AI audit exports and Permit-spec evidence

applied-epistemic-engineering

Evidence-centered claim evaluation, adversarial challenge, recovery, and tamper-evident epistemic records.

chp-core

Capability Host Protocol — make agent and tool execution visible, replayable, and ready for governance.

wringer

Bounded engineering loops for coding agents: independent checks and review, portable evidence, and measured improvements for future work. Bun/TypeScript.

evidence-wiki

Verifiable autonomous research workspaces with provenance-tracked sources, deterministic evidence gates, and auditable citations.

chp-host

Capability Host Protocol — make agent and tool execution visible, replayable, and ready for governance.

dyro

DyroEngineeringFlow 是面向多仓团队的本地优先工程自动化与交付控制平台。它将开发线、Git worktree、任务编排、 Agent 启动、质量门禁、独立复核与合并审计统一到可版本化配置中，帮助团队从任务创建到交付合并形成清晰、安全、 可追溯的自动化流程。日常通过简洁命令 dyro 即可完成初始化、环境检查、任务执行与协作交付。

evidence-gap-router

Route work by missing evidence, not by agent count. A deterministic Python SDK and offline CLI.

chp-adapter-audit

Capability Host Protocol — make agent and tool execution visible, replayable, and ready for governance.

tersign

Python SDK for Tersign, the evidence layer for the agent economy — offline verification of counter-signed receipts, hash chains, chain commitments and frozen evidence bundles. Zero dependencies, standard library only. PyPI: tersign

nazeyatta

Command-line preflight and post-action verification checker for AI workers and automation. Explicit UNKNOWN/VERIFIED states, PASS/REVIEW/BLOCK, reproducible receipts. 👈😽

grift-cli

Deterministic, local-only engineering evidence from git history — not a skill score

keywordmoves

Source-specific keyword research, local phrase extraction and search-evidence imports. https://kieransimkin.co.uk/

mcp-evidence-validator

Validate what an MCP server declares against what it actually does. Declared-vs-observed checks with a tamper-evident SHA-256 evidence ledger.

assay-ai

Signed, offline-verifiable evidence for tool-using AI systems.

standardsforge

Offline-first standards compiler and source-linked evidence engine