Now live in Pittsburgh

Making municipal compliance
visible

MuniBot exists to make one of the most opaque aspects of property ownership — municipal code compliance — accessible to everyone.

The problem we solve

Every residential property in America exists within a web of municipal regulations — code violations, citations, licensing requirements, and enforcement actions. This information is technically public but practically inaccessible: scattered across thousands of municipal portals with different formats, interfaces, and access methods.

The consequences of not knowing are real. Homebuyers discover violations after closing. Tenants sign leases on properties with open safety citations. Landlords lose the ability to enforce leases or access rent court because of unresolved code issues they didn't know about. Attorneys spend hundreds of dollars in paralegal time navigating municipal portals for a single property search.

MuniBot makes this data instantly accessible. Enter an address, get a clear compliance report with severity scoring, violation history, and actionable detail. What used to take hours of manual research now takes minutes.

By the numbers

11,000+
Violations tracked
Aggregated from official Pittsburgh and Allegheny County municipal records
11K+
Violations indexed
Aggregated and normalized from official municipal records
18
Months in production
Data infrastructure battle-tested since 2024
5
Severity levels
Critical, High, Moderate, Low, Minimal — plus Clean

How MuniBot works

MuniBot aggregates municipal compliance data — code violations, citations, enforcement actions, and related records — from official sources across our covered markets. We normalize this data into a consistent format, apply severity scoring based on the nature and consequences of each violation, and deliver it through clear, actionable reports.

1

Data aggregation

We connect to municipal data sources through a combination of APIs, automated retrieval systems, and structured data partnerships. Every record is traced to its official municipal source.

2

Normalization

Municipal data is messy — different cities use different formats, terminology, and classification systems. We normalize everything into a consistent schema so you can compare compliance across markets.

3

Severity scoring

Not all violations are equal. Our severity framework classifies each violation as Critical, High, Moderate, Low, or Minimal based on the nature of the issue, penalty exposure, and remediation complexity. Properties with no violations receive a Clean designation.

4

Continuous monitoring

Our systems run nightly checks across all indexed addresses. When municipal records change — new violations, status updates, closures — the data in MuniBot reflects it.

Our commitment to accuracy

Municipal data is complex and imperfect. We believe transparency is more valuable than overconfidence. Here's how we approach data integrity:

Source attribution

Every violation record includes its municipal source and tracking number. You can verify any record against the original municipal database.

Coverage transparency

We clearly indicate which markets and jurisdictions we cover. We don't hide gaps — if we don't have data for an address, we say so.

Freshness indicators

Reports include data freshness timestamps so you know how current the information is.

Feedback mechanism

If you believe a record is inaccurate, you can flag it for review. We take data accuracy seriously.

Search any property

Enter an address to see its municipal compliance status