Pick a job, read its checked steps and press Run, all in your browser before you connect a model key.
Choose a job
Execution steps
{{progress}}
1
Compare MCP patterns and services{{st1.label}}
Check: each option names its sourceFeeds
2
Pull a server skill and contract schemas{{st2.label}}
Check: checksum matchesPro
3
Generate tools from your API spec, with tests{{st3.label}}
Check: every tool has a passing testPro
4
Add MCP server settings{{st4.label}}
Check: settings load and list each toolPro
5
Connect it to Claude Code, Codex, OpenCode and Pi{{st5.label}}
Check: each agent lists the toolsPro
1
Read the release notes and breaking changes{{st1.label}}
Check: each change links its release noteFeeds
2
Pull the migration skill, codemods and test hook{{st2.label}}
Check: checksums matchPro
3
Apply one change set per step, tests after each{{st3.label}}
Check: tests pass after each change setPro
4
Queue the long tail overnight{{st4.label}}
Check: limits and checkpoints setMax
5
Review the morning report{{st5.label}}
Check: each result passed before the next stepMax
1
Read security sources for your stack{{st1.label}}
Check: each source carries its dateFeeds
2
Pull the review subagent, scanning hook and audit command{{st2.label}}
Check: checksums matchPro
3
Review findings step by step{{st3.label}}
Check: each finding names a file and linePro
4
Fix the clear ones, flag the rest for you{{st4.label}}
Check: tests pass after each fixPro
5
Read the morning report{{st5.label}}
Check: every flag reaches the reportMax
Run outputSample output
Turn your internal API into an MCP server
You hand offopenapi.yaml for your orders serviceYou get backan MCP server with typed tools, a test for each tool, and settings for Claude Code, Codex, OpenCode and PiPlan5 steps, each checked before the next begins
Press Run to start step 1.
Step 1 of 5: Compare MCP patterns and services
Agent FeedsChoose MCP tools and servicesDiscover services an agent can connect to and inspect permissions before enabling them.Comparedone tool per endpoint tools grouped by resource one gateway server for every serviceChosentools grouped by resource, reads and writes kept apart
Check each option names its sourcePassed
Step 2 of 5: Pull a server skill and contract schemas
intelligence_search query"MCP server from an OpenAPI spec"
Result: an MCP server for your orders service, ready in four agents.
Check each agent lists the same 14 toolsPassed
Upgrade an app to the next major framework version
You hand offyour app on framework version 4You get backthe app on version 5, one tested change set at a time, and a morning report on the long tailPlan5 steps, each checked before the next begins
Press Run to start step 1.
Step 1 of 5: Read the release notes and breaking changes
Agent FeedsPlan platform and tool upgradesFind relevant releases, breaking changes and deprecations for a chosen technology stack.Found7 breaking changes that touch your codeFirst threerouting imports moved config file renamed data loader signature changed
Check each change links its release notePassed
Step 2 of 5: Pull the migration skill, codemods and test hook
provisioning_read 3 items, each with its expected_digest
Check checksums matchPassed
Step 3 of 5: Apply one change set per step, tests after each
Change set 1routing imports, 142 files, tests passedChange set 2config file, 1 file, tests passedChange set 3data loaders, 38 files, tests passedLeft for laterchange sets 4 to 7
Check tests pass after each change setPassed
Step 4 of 5: Queue the long tail overnight
Queuedchange sets 4 to 7, one per stepCall limit400 model callsTime limit6 hoursCheckpointsafter every change setEach stepstarts in a fresh agent session, clean and focused
Check limits and checkpoints setPassed
Step 5 of 5: Review the morning report
Merged2 change setsReady for review1 change setWaiting for you1 question about a custom pluginCalls used186 of 400
Result: the app on version 5, with one question waiting for you.
Check each result passed before the next stepPassed
Run a security pass before release
You hand offthe release branchYou get backfindings by file and line, the clear ones fixed and the rest flagged for youPermissionsthe ones you choose, per stepPlan5 steps, each checked before the next begins
Press Run to start step 1.
Step 1 of 5: Read security sources for your stack
Agent Feedsadvisories, release notes and dependency notices for your stackRead12 sources, each with its dateWatch list2 advisories that match your lockfile
Check each source carries its datePassed
Step 2 of 5: Pull the review subagent, scanning hook and audit command
intelligence_search query"security review before release"
1security-reviewsubagent, Apache-2.0, reads files, writes a reportChosen
3dependency-auditcommand, MIT, reads the lockfileChosen
Check checksums matchPassed
Step 3 of 5: Review findings step by step
Finding 1tests/fixtures/env.sample:4a live-looking key in a test fixtureFinding 2package.json2 dependencies with published advisoriesFinding 3api/upload.ts:88file type taken from the client
Check each finding names a file and linePassed
Step 4 of 5: Fix the clear ones, flag the rest for you
FixedFinding 1key moved to an environment variable nameFixedFinding 2dependencies raised to patched versionsFlaggedFinding 3your call on which file types to accept
Check tests pass after each fixPassed
Step 5 of 5: Read the morning report
Fixed, merged2 findingsFlagged for you1 finding, with its file, line and a suggested fixPermissionsread files, write in the step folder, run tests
Result: a release branch with two fixes in and one decision waiting for you.
Check every flag reaches the reportPassed
Every output here is a labelled example, with illustrative item names.
Recorded runs, too.
The sandbox shows the shape of a run. These case studies show real ones, every result included.