Public directory

LLM observability tools in the current research set

Browse projects categorized as AI Observability in the current public-source research set, including the stored research lens and a link to public evidence.

AI Observability

Arize Phoenix

Why it matters: Agent trace enrichment, eval workflows, and security event context

Source last checked: 2026-07-22

Open public source
AI Observability

PromptLayer

Why it matters: Prompt governance, audit history, and enterprise compliance workflows

Source last checked: 2026-06-28

Open public source
AI Observability

ai.agentic-news/mcp

Why it matters: May need review around ai observability adoption, buyer fit, and integration risk.

Source last checked: 2026-06-28

Open public source
AI Observability

ai.agenticshelf/graffeo

Why it matters: May need review around ai observability adoption, buyer fit, and integration risk.

Source last checked: 2026-06-28

Open public source
AI Observability

ai.agenticshelf/mcp

Why it matters: May need review around ai observability adoption, buyer fit, and integration risk.

Source last checked: 2026-06-28

Open public source
AI Observability

ai.auralogs/auralogs

Why it matters: May need review around ai observability adoption, buyer fit, and integration risk.

Source last checked: 2026-06-28

Open public source
AI Observability

ai.bareun/bareun

Why it matters: May need review around ai observability adoption, buyer fit, and integration risk.

Source last checked: 2026-06-28

Open public source
AI Observability

ai.baselight/baselight

Why it matters: May need review around ai observability adoption, buyer fit, and integration risk.

Source last checked: 2026-06-28

Open public source
AI Observability

ai.airshelf/catalog

Why it matters: May need review around ai observability adoption, buyer fit, and integration risk.

Source last checked: 2026-06-28

Open public source
AI Observability

ai.alpic.mcp/alpic-mcp

Why it matters: May need review around ai observability adoption, buyer fit, and integration risk.

Source last checked: 2026-06-28

Open public source
AI Observability

ai.anomalyarmor/armor-mcp

Why it matters: May need review around ai observability adoption, buyer fit, and integration risk.

Source last checked: 2026-06-28

Open public source
AI Observability

ai.arclan/registry

Why it matters: May need review around ai observability adoption, buyer fit, and integration risk.

Source last checked: 2026-06-28

Open public source