Air – Open-source black box for AI agents (tamper-evident audit trails)
Cryptographic audit chain for agents, but lacks observability dashboards competing tools provide.
Full stack observability for local AI agent development. Provides a llm-proxy to use as LLM provider base URL, logs traces to opik.
Mitmproxy integration shows raw HTTP when LangSmith only shows parsed traces.
AI developers building agents locally
LangSmith · Langfuse · Helicone
Cryptographic audit chain for agents, but lacks observability dashboards competing tools provide.
One-line AI tracing, but LangSmith, LangFuse, Anthropic Workbench already solve observability.
Proxy-level LLM caching saves tokens during dev without instrumenting your code.
SLM classifiers compress context based on tool call intent before LLM sees it.
Good problem description but no code or templates like LangSmith provides.
In-process key rotation with state machine simplicity instead of LiteLLM/Redis overhead.