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Extend MedOmni

What you can add to MedOmni, how, and what checks it.

Three ways in

  • Use it as is. Your own agent config, your own data copy and your own code calling the gateway need no registration and no pull request.
  • Pull request. The piece joins MedOmni's repository and its releases.
  • Plug-in package. The piece stays in your own medomni-* package and loads like a built-in one. See Plug-ins.

What you can add

You add Project Follows contract Create with Check Pull request Plug-in package
An agent Bench Agent config medomni bench agent new medomni bench run --set medomni-bench/smoke-dummy bench/agents/ content folder: bench/agents/
A dataset Studio Dataset config, recipe, dataset policy medomni studio data new medomni studio data check openly licensed only content folder: studio/datasets/<dataset>/
A task Studio Task template, recipe medomni studio task new medomni studio task check openly licensed data only content folder: studio/datasets/<dataset>/tasks/<template>/
A benchmark Bench Benchmark card, task set bench/benchmarks/<benchmark>/ medomni studio task check --set <benchmark>/<set> MedOmni team only content folder: bench/benchmarks/<benchmark>/
An encoder Perception Model card, Container API medomni perception new medomni perception check perception/encoders/ content folder: perception/encoders/<family>/<encoder>/
An arm Bench, and each builder The arm interface A plug-in package medomni studio task build --set <benchmark>/<set>, on a set that lists it no: the four built-in arms are fixed entry points: medomni.arms, and medomni.arm_builds per builder
A task builder Studio Built task, TaskBuilder A plug-in package medomni bench run --set <benchmark>/<set> on what it builds no: MedOmni's builder is medomni-v1 entry point: medomni.builders
A cache backend Core The cache backend call A plug-in package medomni cache build <dataset> no: Core ships folder and none entry point: medomni.caches
A Studio tool Studio Its kind's interface src/medomni/studio/<kind>/ medomni studio check src/medomni/studio/<kind>/ entry point: medomni.tools
  • Every check is the same in MedOmni's CI, in your terminal and in a plug-in package's CI (testing kit).
  • Add an encoder, Add a dataset, Add a task and Contribute walk through each one.
  • A benchmark is a card (version, owner, license, the intelligence kinds it accepts) and its task sets. MedOmni's own is medomni-bench; a plug-in package publishes its own the same way.

What you can use without adding anything

You use Through See
Your own agent An agent config file on your machine Test your agent
Your own data copy medomni bench data connect Connect your data
The encoders from your own code The Gateway API Use the encoders
Results in your own analysis The result records in the run folders and results.jsonl Test your agent

What you ask the MedOmni team for

Open an issue for these. Only the MedOmni team changes them, because every project depends on them.

  • a new family, or a new alias for one
  • a new format reader, for a file format no format reader knows
  • a new shared code
  • a change to any contract

Not open in v0.3.0

  • Metrics. Targets use auc, qwk or mae.
  • Runners. The agent is the only kind of intelligence, and Bench's harness is its runner.
  • Other tool access. Inside an atom task the agent reaches only the perception service. Other tool access, such as MCP servers or skills, would be added beside it later, not inside it.