Benchmark your org against hundreds of agentic eng teams.

Do AGENTS.md, CLAUDE.md and your READMEs still match the code they describe?When one engineer works out a better way to use agents, does the rest of the team get it?Does anything stop a bad change from merging before a person has to catch it?Does a change that breaks something stop before your customers get it?When a release breaks something, can an agent see what broke?Can an agent test a change against data that looks like production, without touching production?Can an agent check that its own change works before a person looks at it?Does the engineering team plan, hand over context and delegate whole tasks to agents?Can an agent start your app from a clean clone, without anyone’s help?

Do AGENTS.md, CLAUDE.md and your READMEs still match the code they describe? Partially, the brief is right but for its test command.When one engineer works out a better way to use agents, does the rest of the team get it? No, .claude/ is gitignored, so each skill stays on the laptop it was written on.Does anything stop a bad change from merging before a person has to catch it? Yes, a failing test, lint or type check blocks the merge.Does a change that breaks something stop before your customers get it? No, changes ship on merge, nothing checks the deploy, and rollback is by hand.When a release breaks something, can an agent see what broke? Partially, errors name their release, but nothing marks when it went out.Can an agent test a change against data that looks like production, without touching production? No, the seeds are placeholders, and the only realistic data is a dump of production.Can an agent check that its own change works before a person looks at it? No, every PR gets a preview, and one person checks them all by hand.Does the engineering team plan, hand over context and delegate whole tasks to agents? No, 64% of the engineering team steers agents a line at a time, with no plan or context.Can an agent start your app from a clean clone, without anyone’s help? No, setup stops until someone logs in to npm.

Can an agent start your app from a clean clone, without anyone’s help?When one engineer works out a better way to use agents, does the rest of the team get it?Does anything stop a bad change from merging before a person has to catch it?Does a change that breaks something stop before your customers get it?When a release breaks something, can an agent see what broke?Can an agent test a change against data that looks like production, without touching production?Can an agent check that its own change works before a person looks at it?Does the engineering team plan, hand over context and delegate whole tasks to agents?Do AGENTS.md, CLAUDE.md and your READMEs still match the code they describe?

Can an agent start your app from a clean clone, without anyone’s help? No, setup stops until someone logs in to npm.When one engineer works out a better way to use agents, does the rest of the team get it? No, .claude/ is gitignored, so each skill stays on the laptop it was written on.Does anything stop a bad change from merging before a person has to catch it? Yes, a failing test, lint or type check blocks the merge.Does a change that breaks something stop before your customers get it? No, changes ship on merge, nothing checks the deploy, and rollback is by hand.When a release breaks something, can an agent see what broke? Partially, errors name their release, but nothing marks when it went out.Can an agent test a change against data that looks like production, without touching production? No, the seeds are placeholders, and the only realistic data is a dump of production.Can an agent check that its own change works before a person looks at it? No, every PR gets a preview, and one person checks them all by hand.Does the engineering team plan, hand over context and delegate whole tasks to agents? No, 64% of the engineering team steers agents a line at a time, with no plan or context.Do AGENTS.md, CLAUDE.md and your READMEs still match the code they describe? Partially, the brief is right but for its test command.

Can an agent start your app from a clean clone, without anyone’s help?Do AGENTS.md, CLAUDE.md and your READMEs still match the code they describe?Does anything stop a bad change from merging before a person has to catch it?Does a change that breaks something stop before your customers get it?When a release breaks something, can an agent see what broke?Can an agent test a change against data that looks like production, without touching production?Can an agent check that its own change works before a person looks at it?Does the engineering team plan, hand over context and delegate whole tasks to agents?When one engineer works out a better way to use agents, does the rest of the team get it?

Can an agent start your app from a clean clone, without anyone’s help? No, setup stops until someone logs in to npm.Do AGENTS.md, CLAUDE.md and your READMEs still match the code they describe? Partially, the brief is right but for its test command.Does anything stop a bad change from merging before a person has to catch it? Yes, a failing test, lint or type check blocks the merge.Does a change that breaks something stop before your customers get it? No, changes ship on merge, nothing checks the deploy, and rollback is by hand.When a release breaks something, can an agent see what broke? Partially, errors name their release, but nothing marks when it went out.Can an agent test a change against data that looks like production, without touching production? No, the seeds are placeholders, and the only realistic data is a dump of production.Can an agent check that its own change works before a person looks at it? No, every PR gets a preview, and one person checks them all by hand.Does the engineering team plan, hand over context and delegate whole tasks to agents? No, 64% of the engineering team steers agents a line at a time, with no plan or context.When one engineer works out a better way to use agents, does the rest of the team get it? No, .claude/ is gitignored, so each skill stays on the laptop it was written on.

Can an agent start your app from a clean clone, without anyone’s help?Do AGENTS.md, CLAUDE.md and your READMEs still match the code they describe?When one engineer works out a better way to use agents, does the rest of the team get it?Does a change that breaks something stop before your customers get it?When a release breaks something, can an agent see what broke?Can an agent test a change against data that looks like production, without touching production?Can an agent check that its own change works before a person looks at it?Does the engineering team plan, hand over context and delegate whole tasks to agents?Does anything stop a bad change from merging before a person has to catch it?

Can an agent start your app from a clean clone, without anyone’s help? No, setup stops until someone logs in to npm.Do AGENTS.md, CLAUDE.md and your READMEs still match the code they describe? Partially, the brief is right but for its test command.When one engineer works out a better way to use agents, does the rest of the team get it? No, .claude/ is gitignored, so each skill stays on the laptop it was written on.Does a change that breaks something stop before your customers get it? No, changes ship on merge, nothing checks the deploy, and rollback is by hand.When a release breaks something, can an agent see what broke? Partially, errors name their release, but nothing marks when it went out.Can an agent test a change against data that looks like production, without touching production? No, the seeds are placeholders, and the only realistic data is a dump of production.Can an agent check that its own change works before a person looks at it? No, every PR gets a preview, and one person checks them all by hand.Does the engineering team plan, hand over context and delegate whole tasks to agents? No, 64% of the engineering team steers agents a line at a time, with no plan or context.Does anything stop a bad change from merging before a person has to catch it? Yes, a failing test, lint or type check blocks the merge.

Can an agent start your app from a clean clone, without anyone’s help?Do AGENTS.md, CLAUDE.md and your READMEs still match the code they describe?When one engineer works out a better way to use agents, does the rest of the team get it?Does anything stop a bad change from merging before a person has to catch it?When a release breaks something, can an agent see what broke?Can an agent test a change against data that looks like production, without touching production?Can an agent check that its own change works before a person looks at it?Does the engineering team plan, hand over context and delegate whole tasks to agents?Does a change that breaks something stop before your customers get it?

Can an agent start your app from a clean clone, without anyone’s help? No, setup stops until someone logs in to npm.Do AGENTS.md, CLAUDE.md and your READMEs still match the code they describe? Partially, the brief is right but for its test command.When one engineer works out a better way to use agents, does the rest of the team get it? No, .claude/ is gitignored, so each skill stays on the laptop it was written on.Does anything stop a bad change from merging before a person has to catch it? Yes, a failing test, lint or type check blocks the merge.When a release breaks something, can an agent see what broke? Partially, errors name their release, but nothing marks when it went out.Can an agent test a change against data that looks like production, without touching production? No, the seeds are placeholders, and the only realistic data is a dump of production.Can an agent check that its own change works before a person looks at it? No, every PR gets a preview, and one person checks them all by hand.Does the engineering team plan, hand over context and delegate whole tasks to agents? No, 64% of the engineering team steers agents a line at a time, with no plan or context.Does a change that breaks something stop before your customers get it? No, changes ship on merge, nothing checks the deploy, and rollback is by hand.

Can an agent start your app from a clean clone, without anyone’s help?Do AGENTS.md, CLAUDE.md and your READMEs still match the code they describe?When one engineer works out a better way to use agents, does the rest of the team get it?Does anything stop a bad change from merging before a person has to catch it?Does a change that breaks something stop before your customers get it?Can an agent test a change against data that looks like production, without touching production?Can an agent check that its own change works before a person looks at it?Does the engineering team plan, hand over context and delegate whole tasks to agents?When a release breaks something, can an agent see what broke?

Can an agent start your app from a clean clone, without anyone’s help? No, setup stops until someone logs in to npm.Do AGENTS.md, CLAUDE.md and your READMEs still match the code they describe? Partially, the brief is right but for its test command.When one engineer works out a better way to use agents, does the rest of the team get it? No, .claude/ is gitignored, so each skill stays on the laptop it was written on.Does anything stop a bad change from merging before a person has to catch it? Yes, a failing test, lint or type check blocks the merge.Does a change that breaks something stop before your customers get it? No, changes ship on merge, nothing checks the deploy, and rollback is by hand.Can an agent test a change against data that looks like production, without touching production? No, the seeds are placeholders, and the only realistic data is a dump of production.Can an agent check that its own change works before a person looks at it? No, every PR gets a preview, and one person checks them all by hand.Does the engineering team plan, hand over context and delegate whole tasks to agents? No, 64% of the engineering team steers agents a line at a time, with no plan or context.When a release breaks something, can an agent see what broke? Partially, errors name their release, but nothing marks when it went out.

Can an agent start your app from a clean clone, without anyone’s help?Do AGENTS.md, CLAUDE.md and your READMEs still match the code they describe?When one engineer works out a better way to use agents, does the rest of the team get it?Does anything stop a bad change from merging before a person has to catch it?Does a change that breaks something stop before your customers get it?When a release breaks something, can an agent see what broke?Can an agent check that its own change works before a person looks at it?Does the engineering team plan, hand over context and delegate whole tasks to agents?Can an agent test a change against data that looks like production, without touching production?

Can an agent start your app from a clean clone, without anyone’s help? No, setup stops until someone logs in to npm.Do AGENTS.md, CLAUDE.md and your READMEs still match the code they describe? Partially, the brief is right but for its test command.When one engineer works out a better way to use agents, does the rest of the team get it? No, .claude/ is gitignored, so each skill stays on the laptop it was written on.Does anything stop a bad change from merging before a person has to catch it? Yes, a failing test, lint or type check blocks the merge.Does a change that breaks something stop before your customers get it? No, changes ship on merge, nothing checks the deploy, and rollback is by hand.When a release breaks something, can an agent see what broke? Partially, errors name their release, but nothing marks when it went out.Can an agent check that its own change works before a person looks at it? No, every PR gets a preview, and one person checks them all by hand.Does the engineering team plan, hand over context and delegate whole tasks to agents? No, 64% of the engineering team steers agents a line at a time, with no plan or context.Can an agent test a change against data that looks like production, without touching production? No, the seeds are placeholders, and the only realistic data is a dump of production.

Can an agent start your app from a clean clone, without anyone’s help?Do AGENTS.md, CLAUDE.md and your READMEs still match the code they describe?When one engineer works out a better way to use agents, does the rest of the team get it?Does anything stop a bad change from merging before a person has to catch it?Does a change that breaks something stop before your customers get it?When a release breaks something, can an agent see what broke?Can an agent test a change against data that looks like production, without touching production?Does the engineering team plan, hand over context and delegate whole tasks to agents?Can an agent check that its own change works before a person looks at it?

Can an agent start your app from a clean clone, without anyone’s help? No, setup stops until someone logs in to npm.Do AGENTS.md, CLAUDE.md and your READMEs still match the code they describe? Partially, the brief is right but for its test command.When one engineer works out a better way to use agents, does the rest of the team get it? No, .claude/ is gitignored, so each skill stays on the laptop it was written on.Does anything stop a bad change from merging before a person has to catch it? Yes, a failing test, lint or type check blocks the merge.Does a change that breaks something stop before your customers get it? No, changes ship on merge, nothing checks the deploy, and rollback is by hand.When a release breaks something, can an agent see what broke? Partially, errors name their release, but nothing marks when it went out.Can an agent test a change against data that looks like production, without touching production? No, the seeds are placeholders, and the only realistic data is a dump of production.Does the engineering team plan, hand over context and delegate whole tasks to agents? No, 64% of the engineering team steers agents a line at a time, with no plan or context.Can an agent check that its own change works before a person looks at it? No, every PR gets a preview, and one person checks them all by hand.

Can an agent start your app from a clean clone, without anyone’s help?Do AGENTS.md, CLAUDE.md and your READMEs still match the code they describe?When one engineer works out a better way to use agents, does the rest of the team get it?Does anything stop a bad change from merging before a person has to catch it?Does a change that breaks something stop before your customers get it?When a release breaks something, can an agent see what broke?Can an agent test a change against data that looks like production, without touching production?Can an agent check that its own change works before a person looks at it?Does the engineering team plan, hand over context and delegate whole tasks to agents?

Can an agent start your app from a clean clone, without anyone’s help? No, setup stops until someone logs in to npm.Do AGENTS.md, CLAUDE.md and your READMEs still match the code they describe? Partially, the brief is right but for its test command.When one engineer works out a better way to use agents, does the rest of the team get it? No, .claude/ is gitignored, so each skill stays on the laptop it was written on.Does anything stop a bad change from merging before a person has to catch it? Yes, a failing test, lint or type check blocks the merge.Does a change that breaks something stop before your customers get it? No, changes ship on merge, nothing checks the deploy, and rollback is by hand.When a release breaks something, can an agent see what broke? Partially, errors name their release, but nothing marks when it went out.Can an agent test a change against data that looks like production, without touching production? No, the seeds are placeholders, and the only realistic data is a dump of production.Can an agent check that its own change works before a person looks at it? No, every PR gets a preview, and one person checks them all by hand.Does the engineering team plan, hand over context and delegate whole tasks to agents? No, 64% of the engineering team steers agents a line at a time, with no plan or context.