ISO 20022 Payments MCP – First standards-typed financial MCP server
Six-agent COBOL-to-Java migration pipeline with 99.7% automated equivalence testing.
Local-first observability dashboard for AI agents. MCP-native. Look at every span your agents emit.
Local-first agent observability inverts the cloud-default like Off Grid AI did.
AI agent developers debugging traces without shipping data to cloud
LangSmith · Arize Phoenix · Helicone
Six-agent COBOL-to-Java migration pipeline with 99.7% automated equivalence testing.
OTEL-native observability for agents; same problem Datadog/Honeycomb already solve with vendor SDKs.
Local-first agent observability without cloud signup — LangSmith alternative that keeps data on your machine.
Auto-instruments codebases and opens fix PRs before you see the alert.
Agent installs its own observability plugin via llms.txt instead of manual config.
Turns every agent client into a unified work log via a tiny MCP server and a single log_work call. Schema profiles and multiple sinks (jsonl, webhook, Postgres) let teams standardize payloads once and collect logs from Codex, ChatGPT, Claude, OpenClaw or cron jobs. Practical and low-friction — useful as an ops-level glue — but the dashboard is an in-repo MVP and delivery semantics (retries/schema evolution) will determine if it scales beyond a small team.