site, MCP app, and CLI
Main product
SEAR
Shipping agent systems with proof, not vibes
Self Evolving Agent Retrainer
SEAR turns agent runs into evaluable evidence, benchmarkable releases, and ChatGPT-native operator tooling.
Release posture
- Build the Next.js app and the installable CLI from one workspace.
- Verify local functionality with tests and a benchmark harness.
- Expose a remote MCP endpoint for ChatGPT developer mode.
- Publish visibility files and metadata for search and LLM discovery.
ship from chat to preview
submission-safe by default
What ships
One product, three operator surfaces
Benchmark-first releases
Every release can publish measurable latency, throughput, and visibility artifacts instead of hand-wavy launch copy.
ChatGPT app surface
SEAR exposes a remote MCP endpoint with UI resources so operators can inspect release posture from inside ChatGPT developer mode.
Composable CLI
The `sear` command ships doctor, overview, benchmark, sitemap, and raw GET requests for future Codex threads.
Search-visible launch posture
Robots, sitemap XML, sitemap text, llms.txt, structured metadata, and clean canonical URLs are built in from day one.
Benchmark posture
Marketing can cite actual numbers.
SEAR publishes request latency, throughput, payload size, and visibility artifacts from the same codebase you deploy.