Make room for what comes next

Less “we should”.
More cleaned-up code.

That old API. Those repeated patterns. The upgrade you keep putting off. Give Lispa a bounded migration and a clear definition of what must keep working.

Continue with GoogleSee an example

From $20/month, with $20 in usage credits. More signup options

Illustrated AI agents reorganize application pieces around a shared blueprint.
One team. A little less on your plate.
Works with
  • Claude
  • Codex
  • Grok
  • Gemini
  • Open models
Works in your repositoryChoose your modelsReview the work before it ships
A task you can hand off

The change is simple. Until the tenth call site.

Replacing a shared client means finding every caller, understanding its error handling, and checking the behavior on both sides. Let an agent work through the repetition while you review the design.

You ask

“Replace the legacy orders client with the new shared client. Preserve retries, pagination, and error behavior. Migrate one module first and show the checks before expanding.”

Orders client migrationExample migration plan · demo/storefront
Example
What to look for in the result
  1. 01
    Inventory

    Call sites and behavior differences mapped.

  2. 02
    First slice

    One module updated, with focused tests.

  3. 03
    Next step

    Remaining callers listed for review.

Migration map + scoped changes + verification notes
Illustrative workflow with fictional data. Not a live run or a guaranteed result.
Inside Lispa

Keep each slice of the migration visible.

Use separate work sessions for implementation, checks, and review when the work can be split. Open the relevant session to inspect progress or narrow the next step.

Try it with your own task
Lispa work sessions show a coordinator and separate build, test, and review tasks for an example storefront launch.
Lispa interface screenshot with fictional example data.View full size
From handoff to review

A clear brief.
A result you can check.

  1. 01

    Name the boundary.

    Specify the old and new patterns, target version, and behavior that must stay the same. Start with a manageable slice.

  2. 02

    Map before changing.

    Ask Lispa to inspect callers, tests, and the target API. Review its plan before a broad migration.

  3. 03

    Verify as you go.

    Move through the agreed scope with type checks and tests. Request a list of leftovers, changed behavior, and follow-up work.

A closer look at Lispa

The work has a home.

From the first brief to the next useful lesson. Take a look around the workspace.

Explore the full illustrated walkthrough
Shared brain

Leave the next agent a head start.

Keep useful facts, lessons, and reusable commands connected. Explore what the brain holds and how knowledge from one task relates to another.

Works with
  • Claude
  • Codex
  • Grok
  • Gemini
  • Open models
Lispa brain console with checkout facts, lessons, reusable operators, and a graph of their relationships.
Actual Lispa interface · Fictional demo dataView full size
Projects

One place for the whole project.

Keep the brief, the work in progress, and the results ready for review together. Give direction without starting the explanation again.

Works with
  • Claude
  • Codex
  • Grok
  • Gemini
  • Open models
Lispa project overview showing the Storefront launch brief and a payment fix ready for review.
Actual Lispa interface · Fictional demo dataView full size
Built & used in Lispa

“Improve this. It is not clear.”

That feedback became a focused chart improvement in Lispa: 14, 30, and 90 day views, a labelled count axis, and readable dates. The work also extracted the chart calculations into a separate module.

The change was merged after chart checks and a visual preview covering range selection, hover, and the empty state.

The shipped Lispa activity chart with a labelled count axis, readable dates, and 14, 30, and 90 day controls, using demo data.
Shipped chart improved through Lispa. All counts shown are fictional demo data.View full size
Try it on your own backlog

A useful first task,
ready to make yours.

Replace the brackets, paste into a Lispa chat, and keep the scope small enough to review.

  • An inventory of affected code and dependencies
  • A consistent change within the agreed scope
  • Checks plus an explicit list of remaining work
YOUR STARTER PROMPT

Plan a migration from [old pattern/version] to [new pattern/version] in [scope]. Inspect the target API and all affected callers. Preserve [required behavior]. Implement one representative slice first, run the relevant checks, and report the diff and risks before continuing to the rest. Do not merge.

Start a task in Lispa
Before you start

A few practical
answers.

Plans and usage charges
Can Lispa upgrade a dependency?

It can inspect the target API, update code and dependency files, and run your checks. Specify the exact target version and ask it to review the release notes and compatibility changes.

Can I review the plan before a large refactor?

Yes. Ask for an inventory and a proposed sequence before edits, or limit the initial task to one module. The starter prompt uses a representative first slice.

How do I know behavior stayed the same?

State the behavior to preserve and ask for tests that exercise it. Passing checks provide evidence, but do not prove every possible behavior is unchanged. Review the diff and any gaps.

Can I use my existing model plan?

You can connect a supported Claude or ChatGPT plan, a provider API key, or use Lispa’s models with credits. Provider limits still apply. Cloud machines and Lispa services consume credits even when you bring a plan.

Start with one real task

Start the cleanup you keep postponing.

Connect your repo. Describe the work.
Come back to a result you can inspect.

Start with Lispa

Lite starts at $20/month with $20 in usage credits.
Paid plan required to run tasks. Cancel any time.

See plans and usage charges