Use cases
Real jobs, real endpoints.
Each use case maps to endpoints you can call today, with a before-and-after example.
Clean a messy CSVPrepare data for AIClean up CRM dataDeduplicate customersProtect personal data before AIValidate leadsPrepare a HubSpot importPrepare a Salesforce import
Clean a customer import
Normalize names, emails, phones and dates before records hit your CRM.
repairnormalizededupe
Deduplicate a contact list
Group exact and near duplicates transitively, then merge with survivorship rules.
dedupemergesurvivorship
Detect and protect PII
Find personal data in record fields, then redact or mask it for sharing.
pii-detectredactmask
Fix broken JSON
Repair malformed JSON payloads from webhooks and LLM output.
json-repair
Validate email addresses
Syntax and deliverability-oriented checks before signup or import.
validate-email
Format phone numbers
Normalize phone numbers to a consistent format.
normalize-phone
Prepare data for AI
Clean, type and flatten records before embedding or prompting.
text-cleantype-inferflatten
Route leads by value
Score and route incoming leads deterministically.
scoreroute
Reconcile datasets
Compare two datasets and quantify financial exposure.
reconcilecompare
Give agents data tools
Expose MessyAPI to Claude and other MCP clients.
mcp