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Utilities

rightmodeler

rightmodeler agent measures model candidates against accepted outputs and opens proposed edits as pull requests.

Evidence-backed listing facts

Only known values with retained provenance are shown. Missing fields are omitted instead of being filled with guesses.

Source-backed
Product form
Verified
Ready-to-use agent

Evidence: rightmodeler agent watches every model release, measures candidates against outputs you accepted, and opens the evidence and proposed model edit as a pull request in your repo . Model…

Official product documentation(opens in new tab)OfficialChecked

Primary job
Verified
Coding and software

Evidence: rightmodeler agent watches every model release, measures candidates against outputs you accepted, and opens the evidence and proposed model edit as a pull request in your repo . Model…

Official product documentation(opens in new tab)OfficialChecked

Interfaces
Verified
CLI

Evidence: The proof engine behind the agent is the rightmodeler CLI, and you can run it on your own traces today with npx rightmodeler init.

Official product documentation(opens in new tab)OfficialChecked

Source availability
Verified
Open source

Evidence: rightmodeler proves, from your own agent traces, where a cheaper model can replace an expensive one without breaking quality. It is open source under the MIT license.

Official product documentation(opens in new tab)OfficialChecked

About rightmodeler

rightmodeler watches model releases and attaches evaluation evidence to proposed changes.

Evidence: rightmodeler agent watches every model release, measures candidates against outputs you accepted, and opens the evidence and proposed model edit as a pull request in your repo . Model…

Official product documentation(opens in new tab)OfficialChecked

The rightmodeler CLI runs on your own traces.

Evidence: The proof engine behind the agent is the rightmodeler CLI, and you can run it on your own traces today with npx rightmodeler init.

Official product documentation(opens in new tab)OfficialChecked

Capabilities

  • Model candidates measured against accepted outputs.

    Evidence: rightmodeler agent watches every model release, measures candidates against outputs you accepted, and opens the evidence and proposed model edit as a pull request in your repo . Model…

    Official product documentation(opens in new tab)OfficialChecked

  • Proposed model edits delivered as pull requests.

    Evidence: rightmodeler agent watches every model release, measures candidates against outputs you accepted, and opens the evidence and proposed model edit as a pull request in your repo . Model…

    Official product documentation(opens in new tab)OfficialChecked

Use cases

  1. Review proposed model edits.

    Evidence: rightmodeler agent watches every model release, measures candidates against outputs you accepted, and opens the evidence and proposed model edit as a pull request in your repo . Model…

    Official product documentation(opens in new tab)OfficialChecked

  2. Review the evidence for a proposed model change.

    Evidence: rightmodeler agent watches every model release, measures candidates against outputs you accepted, and opens the evidence and proposed model edit as a pull request in your repo . Model…

    Official product documentation(opens in new tab)OfficialChecked

Who rightmodeler fits — and what to check

Decision guidance below is tied to the cited evidence. Treat observed third-party claims as leads, not product guarantees.

Limitations to check

  • The agent opens pull requests; merging stays with you.

    Evidence: No. The agent opens pull requests; merging stays with you, and it carries no merge capability at all.

    Official product documentation(opens in new tab)OfficialChecked

Method: ClawSites keeps discovery copy separate from publishable claims, retains a source excerpt, and displays the date each cited source was checked. Pricing and availability can still change after that date.

Similar directory context, not an editorial claim that these products are interchangeable.

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