Capture, replay, diff & audit AI agent and model runs as portable, signed evidence capsules. Open-source and self-hosted — runs in your own infrastructure, from a laptop to a cluster. No SaaS, no telemetry.

3 stars 1 forks 3 watchers Python Apache License 2.0
agent-observability ai-agents ai-governance ai-safety auditability cli data-lineage evidence in-toto llm llmops mlops observability opentelemetry provenance python regulatory-compliance replay reproducibility sigstore
6 Open Issues Need Help Last updated: Aug 10, 2026

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documentation good first issue help wanted size: M i18n

Capture, replay, diff & audit AI agent and model runs as portable, signed evidence capsules. Open-source and self-hosted — runs in your own infrastructure, from a laptop to a cluster. No SaaS, no telemetry.

Python
#agent-observability#ai-agents#ai-governance#ai-safety#auditability#cli#data-lineage#evidence#in-toto#llm#llmops#mlops#observability#opentelemetry#provenance#python#regulatory-compliance#replay#reproducibility#sigstore
documentation good first issue size: M example integration

Capture, replay, diff & audit AI agent and model runs as portable, signed evidence capsules. Open-source and self-hosted — runs in your own infrastructure, from a laptop to a cluster. No SaaS, no telemetry.

Python
#agent-observability#ai-agents#ai-governance#ai-safety#auditability#cli#data-lineage#evidence#in-toto#llm#llmops#mlops#observability#opentelemetry#provenance#python#regulatory-compliance#replay#reproducibility#sigstore
documentation good first issue size: M integration

Capture, replay, diff & audit AI agent and model runs as portable, signed evidence capsules. Open-source and self-hosted — runs in your own infrastructure, from a laptop to a cluster. No SaaS, no telemetry.

Python
#agent-observability#ai-agents#ai-governance#ai-safety#auditability#cli#data-lineage#evidence#in-toto#llm#llmops#mlops#observability#opentelemetry#provenance#python#regulatory-compliance#replay#reproducibility#sigstore
documentation good first issue size: M example

Capture, replay, diff & audit AI agent and model runs as portable, signed evidence capsules. Open-source and self-hosted — runs in your own infrastructure, from a laptop to a cluster. No SaaS, no telemetry.

Python
#agent-observability#ai-agents#ai-governance#ai-safety#auditability#cli#data-lineage#evidence#in-toto#llm#llmops#mlops#observability#opentelemetry#provenance#python#regulatory-compliance#replay#reproducibility#sigstore
documentation good first issue size: M example hpc

Capture, replay, diff & audit AI agent and model runs as portable, signed evidence capsules. Open-source and self-hosted — runs in your own infrastructure, from a laptop to a cluster. No SaaS, no telemetry.

Python
#agent-observability#ai-agents#ai-governance#ai-safety#auditability#cli#data-lineage#evidence#in-toto#llm#llmops#mlops#observability#opentelemetry#provenance#python#regulatory-compliance#replay#reproducibility#sigstore

Capture, replay, diff & audit AI agent and model runs as portable, signed evidence capsules. Open-source and self-hosted — runs in your own infrastructure, from a laptop to a cluster. No SaaS, no telemetry.

Python
#agent-observability#ai-agents#ai-governance#ai-safety#auditability#cli#data-lineage#evidence#in-toto#llm#llmops#mlops#observability#opentelemetry#provenance#python#regulatory-compliance#replay#reproducibility#sigstore