Application map
Framework, services, database, integrations, and major functional areas.
Codebase Assessment
Know what could break before your usersusersusers find out.
Get a plain-language verdict on whether the software is ready for users and private data. It checks security, data handling, critical user journeys, dependencies, and testing.
Codebase Assessment
Know what could break before your usersusersusers find out.
Get a plain-language verdict on whether the software is ready for users and private data. It checks security, data handling, critical user journeys, dependencies, and testing.
Codebase Assessment
Know what could break before your usersusersusers find out.
Get a plain-language verdict on whether the software is ready for users and private data. It checks security, data handling, critical user journeys, dependencies, and testing.
Codebase Assessment
Know what could break before your usersusersusers find out.
Get a plain-language verdict on whether the software is ready for users and private data. It checks security, data handling, critical user journeys, dependencies, and testing.
Codebase Assessment
Know what could break before your usersusersusers find out.
Get a plain-language verdict on whether the software is ready for users and private data. It checks security, data handling, critical user journeys, dependencies, and testing.
AI can make software workworkwork. That does not make it ready.
AI coding tools are good at producing a working interface. They are less reliable at making consistent decisions across authentication, payments, permissions, data access, error handling, and deployment.
Those gaps are invisible during a demo. They show up when real customers create accounts, enter payment details, upload private information, or use the product in ways its builder did not anticipate.
The assessment does not criticize how the software was built. It identifies risks that are present in your code and should be fixed before your business relies on it.
AI can make software workworkwork. That does not make it ready.
AI coding tools are good at producing a working interface. They are less reliable at making consistent decisions across authentication, payments, permissions, data access, error handling, and deployment.
Those gaps are invisible during a demo. They show up when real customers create accounts, enter payment details, upload private information, or use the product in ways its builder did not anticipate.
The assessment does not criticize how the software was built. It identifies risks that are present in your code and should be fixed before your business relies on it.
Run it yourself
Install the skill
Then ask your agent to run a vibe check on your codebase.
Run it yourself
Install the skill
Then ask your agent to run a vibe check on your codebase.
Run it yourself
Install the skill
Then ask your agent to run a vibe check on your codebase.
Run it yourself
Install the skill
Then ask your agent to run a vibe check on your codebase.
From interface to infrastructure.
Eight focused reviews show whether your business can rely on the software.
User journeys
Registration, core product actions, administration, and payment.
Information movement
How customer and company data enters, moves through, and leaves the application.
Access and privacy
Authentication, authorization, credentials, permissions, and private information.
Payment integrity
Whether pricing and transaction decisions are controlled and verified securely.
Technology health
Outdated, abandoned, conflicting, or unnecessarily risky dependencies.
Quality safeguards
Tests, failure handling, documentation, and protection against regressions.
Maintenance signals
Development history, ongoing ownership, unstable changes, and abandoned work.
From interface to infrastructure.
Eight focused reviews show whether your business can rely on the software.
Application map
Framework, services, database, integrations, and major functional areas.
User journeys
Registration, core product actions, administration, and payment.
Information movement
How customer and company data enters, moves through, and leaves the application.
Access and privacy
Authentication, authorization, credentials, permissions, and private information.
Payment integrity
Whether pricing and transaction decisions are controlled and verified securely.
Technology health
Outdated, abandoned, conflicting, or unnecessarily risky dependencies.
Quality safeguards
Tests, failure handling, documentation, and protection against regressions.
Maintenance signals
Development history, ongoing ownership, unstable changes, and abandoned work.
A decision-ready assessmentdecision-ready assessmentdecision-ready assessment, not a list of developer warnings.
A decision-ready assessmentassessmentassessment, not a list of developer warnings.
1
Launch recommendation
Ship, Harden, Rebuild, or Retire. One call, in plain words.
2
Prioritized next steps
What must happen before launch and what can wait.
3
Implementation guidance
Prompts your agent or a developer can act on without re-reading the whole report.
4
Report
JSON report you can share with anyone.
Open source · MIT
Read the whole skill
Nothing is hidden. These are the instructions the run above follows. Read them, fork them, or run them on your own machine.
Codebase Assessment Skill
codebase-assessment
│ ├─ Skill.md
│ ├─references/
│ │ ├─ checks.md
│ │ ├─ verdicts.md
│ ├─stacks/
│ │ ├─ supabase.md
│ │ ├─ nextjs.md
│ │ ├─ rails.md
│ ├─ templates/
│ │ ├─ report.md
Codebase Assessment
Review an AI-built application and give its owner a clear, evidence-backed launch recommendation.
How the assessment works
Map the application and its major systems.
Trace critical customer and data journeys.
Review access, privacy, payments, dependencies, tests, and maintenance signals.
Separate confirmed evidence from items that require verification.
Return a plain-language recommendation with prioritized next steps.
Every finding should cite the supporting files. Unknown production settings belong in Items requiring verification—not in assumptions.
Run the baseline assesmentbaseline assesmentbaseline assesment yourself.
Open source · MIT
Read the whole skill
Nothing is hidden. These are the instructions the run above follows. Read them, fork them, or run them on your own machine.
Codebase Assessment Skill
Codebase Assessment
Review an AI-built application and give its owner a clear, evidence-backed launch recommendation.
How the assessment works
Map the application and its major systems.
Trace critical customer and data journeys.
Review access, privacy, payments, dependencies, tests, and maintenance signals.
Separate confirmed evidence from items that require verification.
Return a plain-language recommendation with prioritized next steps.
Every finding should cite the supporting files. Unknown production settings belong in Items requiring verification—not in assumptions.
# Checks
## Credentials - Secrets in client code or the public bundle - .env files committed to Git, now or in history - Keys with more access than they need
## Data - Row-level security on every table holding user data - Who can read what, traced from the UI to the query - Backups and migrations: can the data survive a bad deploy?
## Payments - Webhook signatures verified - Server, not client, decides price and paid status
## Reliability - Constraints the database should enforce (unique slots, foreign keys) - Error handling on the paths that touch money or user data
# Verdicts Pick exactly one. Explain it in two or three sentences a non-developer can act on.
SHIP Ready for real users as is. Note small follow-ups only.
HARDEN Good bones. Fix the listed risks before more users or payments.
REBUILD The idea works, the foundation doesn't. Keep the product learning, start the code over.
RETIRE Stop using it, or buy an existing tool instead.
# Supabase (Lovable, Bolt)
- RLS enabled on every table in public schema
- Policies in migrations, not only in the dashboard
- service_role key never imported in src/
- Edge Functions verify the caller
- Auth redirect URLs locked to real domains
# Next.js
- Server Actions and route handlers check auth themselves
- No secrets in NEXT_PUBLIC_ variables
- Middleware is not the only line of defense
- Caching does not leak one user's data to another
# Rails
- Brakeman clean, or findings explained
- Strong params and authorization on every controller
- N+1 queries on the main pages
- Test suite runs and covers the money paths
Codebase Assessment: {{app_name}}
Recommendation
Executive summary
Findings
Items requiring verification
Run the assesmentassesmentassesment yourself.
Open source · MIT
Read the whole skill
Nothing is hidden. These are the instructions the run above follows. Read them, fork them, or run them on your own machine.
Codebase Assessment Skill
codebase-assessment
│ ├─ Skill.md
│ ├─references/
│ │ ├─ checks.md
│ │ ├─ verdicts.md
│ ├─stacks/
│ │ ├─ supabase.md
│ │ ├─ nextjs.md
│ │ ├─ rails.md
│ ├─ templates/
│ │ ├─ report.md
Codebase Assessment
Review an AI-built application and give its owner a clear, evidence-backed launch recommendation.
How the assessment works
Map the application and its major systems.
Trace critical customer and data journeys.
Review access, privacy, payments, dependencies, tests, and maintenance signals.
Separate confirmed evidence from items that require verification.
Return a plain-language recommendation with prioritized next steps.
Every finding should cite the supporting files. Unknown production settings belong in Items requiring verification—not in assumptions.
Run the baseline assesmentbaseline assesmentbaseline assesment yourself.
Option 1
Start freefreefree. Bring in a developer when it matters.
Plenty of apps only need the free report and a few fixes from your own agent. When real users, payments, or private data depend on it, get a developer's signature on the call.
Tier 1
Install the skill
Free
Run our skill on your own app
The skill is yours to keep or share
Tier 2
Supervised Assessment
$1000*
smaller engagment upon request
A RoleModel developer reviews the results against your code
Signed professional recommendation
Each comes with a priced next step, including DIY
CRAFT: Structured Input
Start freefreefree. Bring in a developer when it matters.
Plenty of apps only need the free report and a few fixes from your own agent. When real users, payments, or private data depend on it, get a developer's signature on the call.
Tier 1
Install the skill
Free
Run our skill on your own app
The skill is yours to keep or share
Tier 2
Supervised Assessment
$1000*
smaller engagment upon request
A RoleModel developer reviews the results against your code
Signed professional recommendation
Each comes with a priced next step, including DIY
CRAFT: Structured Input
Start freefreefree. Bring in a developer when it matters.
Plenty of apps only need the free report and a few fixes from your own agent. When real users, payments, or private data depend on it, get a developer's signature on the call.
Tier 1
Install the skill
Free
Run our skill on your own app
The skill is yours to keep or share
Tier 2
Supervised Assessment
$1000*
smaller engagment upon request
A RoleModel developer reviews the results against your code
Signed professional recommendation
Each comes with a priced next step, including DIY
Option 1
Start freefreefree. Bring in a developer when it matters.
Plenty of apps only need the free report and a few fixes from your own agent. When real users, payments, or private data depend on it, get a developer's signature on the call.
Tier 1
Install the skill
Free
Run our skill on your own app
The skill is yours to keep or share
Tier 2
Supervised Assessment
$1000*
smaller engagment upon request
A RoleModel developer reviews the results against your code
Signed professional recommendation
Each comes with a priced next step, including DIY
Why RoleModel?
Built from the questions experienced software teams ask before launch.
Before we trust software with a business, we learn how that business works, trace the real flows, read the auth and payment code, and say plainly what is not ready. The Codebase Assessment applies that habit to the areas AI-generated applications most often leave incomplete: access control, information handling, payments, failure cases, testing, and maintainability.
It is not a style score or generic code-quality grade. It is a structured review of whether the business can responsibly depend on the software.
29+ years
building production software
11
Industries
100%
U.S. based team
25
Verified Clutch reviews
Why RoleModel?
Built from the questions experienced software teams ask before launch.
Before we trust software with a business, we learn how that business works, trace the real flows, read the auth and payment code, and say plainly what is not ready. The Codebase Assessment applies that habit to the areas AI-generated applications most often leave incomplete: access control, information handling, payments, failure cases, testing, and maintainability.
It is not a style score or generic code-quality grade. It is a structured review of whether the business can responsibly depend on the software.
Codebase Assessment Skill
Codebase Assessment
Review an AI-built application and give its owner a clear, evidence-backed launch recommendation.
How the assessment works
Map the application and its major systems.
Trace critical customer and data journeys.
Review access, privacy, payments, dependencies, tests, and maintenance signals.
Separate confirmed evidence from items that require verification.
Return a plain-language recommendation with prioritized next steps.
Every finding should cite the supporting files. Unknown production settings belong in Items requiring verification—not in assumptions.
# Checks
## Credentials - Secrets in client code or the public bundle - .env files committed to Git, now or in history - Keys with more access than they need
## Data - Row-level security on every table holding user data - Who can read what, traced from the UI to the query - Backups and migrations: can the data survive a bad deploy?
## Payments - Webhook signatures verified - Server, not client, decides price and paid status
## Reliability - Constraints the database should enforce (unique slots, foreign keys) - Error handling on the paths that touch money or user data
# Verdicts Pick exactly one. Explain it in two or three sentences a non-developer can act on.
SHIP Ready for real users as is. Note small follow-ups only.
HARDEN Good bones. Fix the listed risks before more users or payments.
REBUILD The idea works, the foundation doesn't. Keep the product learning, start the code over.
RETIRE Stop using it, or buy an existing tool instead.
# Supabase (Lovable, Bolt)
- RLS enabled on every table in public schema
- Policies in migrations, not only in the dashboard
- service_role key never imported in src/
- Edge Functions verify the caller
- Auth redirect URLs locked to real domains
# Next.js
- Server Actions and route handlers check auth themselves
- No secrets in NEXT_PUBLIC_ variables
- Middleware is not the only line of defense
- Caching does not leak one user's data to another
# Rails
- Brakeman clean, or findings explained
- Strong params and authorization on every controller
- N+1 queries on the main pages
- Test suite runs and covers the money paths
Codebase Assessment: {{app_name}}
Recommendation
Executive summary
Findings
Items requiring verification
29+ years
building production software
11
Industries
100%
U.S. based team
25
Verified Clutch reviews
Why RoleModel?
Built from the questions experienced software teams ask before launch.
Before we trust software with a business, we learn how that business works, trace the real flows, read the auth and payment code, and say plainly what is not ready. The Codebase Assessment applies that habit to the areas AI-generated applications most often leave incomplete: access control, information handling, payments, failure cases, testing, and maintainability.
It is not a style score or generic code-quality grade. It is a structured review of whether the business can responsibly depend on the software.
29+ years
building production software
11
Industries
100%
U.S. based team
25
Verified Clutch reviews
FAQ
Commonly asked questions
FAQ
Commonly asked questions
Which stacks does it understand?
Anything an agent can read. It goes deeper on the stacks vibe coders use most: React with Supabase (Lovable, Bolt), Next.js, Replit apps, and Rails.
How is this different from asking my agent if my code is good?
The skill gives your agent the checklist our developers use before a launch: what to trace, what to verify, and how to tell a working demo from something you can run a business on.
What does it read?
Your repo’s file list, recent commit history, and the files that matter most for a verdict: setup, auth, payments, database rules, API routes. Up to about 40,000 characters.
RoleModel Craftsmen
Built by craftsmencraftsmencraftsmen, checked by craftsmen.
The Codebase Assessment skill comes from how our developers already review software: learn how the business works, trace the real flows, and be honest about what is ready. These are the people who wrote it, and the ones who will look at your app when the stakes are real.
RoleModel Craftsmen
Built by craftsmencraftsmencraftsmen, checked by craftsmen.
The Codebase Assessment skill comes from how our developers already review software: learn how the business works, trace the real flows, and be honest about what is ready. These are the people who wrote it, and the ones who will look at your app when the stakes are real.
Caleb WoodsCEO
Mark KraemerSoftware Director
Sean KennedySoftware Craftsman
John Calvin YoungSoftware Craftsman
Ben EinwechterSoftware Craftsman
Jeremy WaltonSoftware Craftsman
Justin WiebeSoftware Craftsman
Kyle SmithSoftware Craftsman
Wes RichSoftware Craftsman
Make the launch decision with evidence, not assumptions.
A working demo tells you the idea is possible. A Codebase Assessment tells you whether your business can depend on it.
Free automated assessment · No account required · Read-only repository access
Make the launch decision with evidence, not assumptions.
A working demo tells you the idea is possible. A Codebase Assessment tells you whether your business can depend on it.
Free automated assessment · No account required · Read-only repository access