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AI for small software and engineering teams
Small software teams fix problems while they ship new work. A slow page, a flaky test or a leaked key can take a whole week.
Each job below links to skills and workflows your coding AI can follow in your own code, specialists you can hire in your AI, and small browser tools for data and text.
Jobs software team owners bring
“Start this job” opens the job page. Say what you want in your own words, and your AI plans it with our specialists. It asks a few questions first and waits for your yes before any work starts.
Find why the app got slow
Measure first, find the cause, then fix the biggest slowdown.
- Web performance checkerSkillTestedShare a slow page. Get ranked fixes for network, loading and rendering, with a score.
- Application performance optimizerSkillTestedDescribe a slow app or feature. Get its bottleneck measured, fixed, and measured again.
- Website speed tunerSkillTestedGive it a page or site code and target pages. Get a measured baseline, ranked fixes and a retest plan.
Fix slow and flaky tests
Find the tests that fail at random and speed up your build.
- Flaky test fixerSkillTestedFind why your Playwright test is flaky and get it fixed. Give it a failing test and it finds the cause, fixes it and proves it stays stable.
- Test automation engineer agentAgentTestedGet stable Playwright or Cypress browser tests, a CI setup and a fix for each flaky test, so failures mean real bugs and not bad timing.
- Test suite auditorSkillTestedShare a Python project. Get weak, flaky, slow and useless tests, checked by mutation.
Deal with a leaked key
Rotate the key, check what it touched and stop it happening again.
- Secret leak checkerSkillTestedFind likely leaked credentials without copying their values into reports, then get a safe triage plan.
- Secret storage and access managerSkillTestedCheck that your API keys and env variables are set and loaded, without showing the secret values in chat, logs or shell history.
- Credential storage and rotation reviewerAgentTestedList where your secrets live. Get each one's risk, a rotation date and the storage fix, plus a leak-response runbook for when one gets out.
Move to a new database
Plan a move with a test run and a way back if it goes wrong.
- Agent database migration plannerSkillTestedPlan a database migration that keeps your existing agent data. You get a schema map, staging checks, release order and rollback limits.
- Database migration bug report writerSkillTestedTurn an Oracle to PostgreSQL migration defect into a clear bug report with steps to reproduce, root cause, fix and how to check it.
- Drizzle migration conflict fixerSkillTestedReview Drizzle migration files and Git state for a conflict diagnosis and proposed repair steps.
Fix app crashes
Group crash reports, find the cause and check the fix.
- Live code debuggerSkillTestedShare code, bug steps and expected result. With a supported debugger, inspect values, find a likely cause and plan a fix to test.
- Error and log debuggerSkillTestedPaste an error, log or stack trace into this error and log debugger. You get the root cause, a small fix, a test and steps to confirm it.
Review code before it ships
Check pull requests for bugs, risks and missing tests.
- Pull request review trackerAgentTestedReview a code change with the right risk checks. Get cited findings, changed findings since the last push and draft comments.
- Pull request writerSkillTestedTurn your code changes into a pull request description with a picture, proof it works, and a merge risk note that reviewers can scan fast.
- Pull request comment repairerSkillTestedTurn the review comments on your open GitHub pull request into a numbered list. Pick which to fix and your AI changes only those.
AI specialists to hire
A specialist is a ready-made role for your AI, with its own methods and checks.
- Code performance investigatorFor: find why the app got slow. Find the slow code path and measure it. Make a focused fix and write a pull request with before-and-after timings.
- Failed test repairerFor: fix slow and flaky tests. Fix one group of test failures at a time. Re-run meaningful checks and stop at clear limits without weakening tests.
- Security incident responderFor: deal with a leaked key. Describe what you're seeing. Get a severity score, what to save before you touch anything, and a step-by-step plan to contain it and recover.
- Oracle to PostgreSQL migration test plannerFor: move to a new database. Share your .NET data-access code and database context. Get migration scope, baseline test drafts and behavior checks before release.
- Bug repair and pull request reviewerFor: fix app crashes. Give it what is broken, how to trigger it and the exact error if you have it. You get the cause of the bug, shown with evidence and agreed by you.
- Coding specialistFor: review code before it ships. Share a feature idea, repo and constraints. Get a spec, ordered tasks, code changes, test-gap findings and a pull-request draft.
Workflows that fit
A workflow joins several skills into one job, step by step.
- Secret exposure review and storage setupWorkflowTestedReview project secrets and plan key rotation. Set up secret storage and check the deployed site for remaining exposure.
- Oracle to PostgreSQL migration test plannerWorkflowTestedShare your .NET data-access code and database context. Get migration scope, baseline test drafts and behavior checks before release.
- Pull request repair and approval reviewerWorkflowTestedShare the pull request, review comments and code access. Get ranked risks, scoped fixes and a signoff record after a named reviewer approves.
Free calculators and tools
They run in your browser. Nothing you type is sent to us.
- JSON formatterValidate, format or compact JSON and get a useful error when the input needs fixing.
- CSV to JSON converterTurn a CSV table into JSON, including quoted commas, multiline cells and empty values.
- Issue and Git traceability checkerFind missing or inconsistent ticket links across supplied branches, commits and pull requests.
- JSON Lines validatorCheck each nonempty line as JSON and report its line number and value type.
- URL query inspectorRead a URL’s host, path, fragment and query values, including repeated keys.
- AI run cost calculatorEnter input and output tokens, run count and prices. Compare estimated cost per run and month across the listed models.
How we check plans for software teams
We test the job planner on 5 requests like these before each release. Their average score is 98.5 out of 100. The test checks the plan, not the finished work. See how we test.
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