Property · compliance · procurement · diligence · AI

Make official evidence part of your product.

CivicDataForge supplies the government-record layer between fragmented publishers and your workflow: source rights and scope, normalized identity, explicit decisions, official links, stable fingerprints, change monitoring, and correction paths.

Start an integration See product proof

For property-data platforms

Keep your database. Add our evidence patches.

The Property Evidence Enrichment Gateway preserves your record IDs, compares supported facts with the exact paid CivicDataForge workspace, and returns non-persistent patches for missing, null, stale, conflicting and falsely zeroed values. Source clocks, rights posture, apply policy and receipts travel with every patch.

Inspect the enrichment gateway OpenAPI contract

For short-term-rental hosts

CivicDataForge + Hospitable

Bring property operations and official-record research into the same workflow. Hospitable helps hosts manage their short-term rentals; CivicDataForge supplies source-linked permit evidence for supported locations.

We are part of the Hospitable Partner Network. Use our tracked link to explore Hospitable with 25% off your first three months, or send your details directly to their team for help getting started.

Explore Hospitable + partner offer Talk to Hospitable

Referral disclosure: these links attribute your referral to CivicDataForge. We may receive a referral benefit. Hospitable's offer terms and eligibility apply. Opening a link does not connect a property account or share your listing data with us.

Already own Airbnb listings? Connect your listings through Hospitable Connect. Authorize on the provider’s secure page and check the received-listing status here. Co-host-only accounts cannot import through this route. You can also check official permit records without linking an account. Partner Network membership is separate from Public API and marketplace approval.

Current technical evaluation

Inspect the evidence contract before a call.

Ten current official-source records across Orlando, Washington DC, Boston, Seattle, and Honolulu show the normalized output, publisher and retrieval clocks, source-field presence, explicit nulls, record hashes, and the packet boundary. The private adapters and reconciliation implementation are not included.

Inspect the JSON packet Download the CSV

Generated 2026-08-26. Packet hash: sha256:0781f8adb2914454dba33c0c3b7a61d53d54e59db3d7edc53e8cd846d8c65ac9.

Verified partner benchmark

25 exact matches. Receipts included.

Inspect a frozen 25-property positive-evidence benchmark from the complete selected City of Orlando publisher: exact addresses, official source links, field-presence states, publisher and retrieval clocks, deterministic receipts, and proposed partner mappings.

Open the benchmark

This is a positive-match benchmark, not a portfolio-coverage claim. A partner-supplied blind address set is the next commercial validation.

For platform teams

Enrich a managed portfolio

Join a platform identifier to an official record, preserve publisher lineage, and route uncertain matches to review instead of silently upgrading them.

For data teams

Monitor one complete scope

Establish a complete, query-bound baseline and compare the same scope later. Collapsed, capped, empty, stale, or schema-damaged updates are quarantined.

For compliance workflows

Keep the interpretation honest

An exact match means the selected publisher returned a permit record in the stated scope. A no-match is not mislabeled as illegal, ineligible, or absent from every government system.

For AI products

Call through MCP

The hosted remote MCP endpoint exposes the same Actor tools to compatible agents using the customer's own Apify token and marketplace account.

Integration surface available now

Route	Available	Best fit
Apify API	Yes — current Actor input, dataset, key-value receipt, schedule, and webhook surfaces	Engineering teams that want direct programmatic execution.
Remote MCP	Yes — unified gateway plus nine focused public-record tools through the Apify MCP gateway	Agent products that need tool discovery and structured calls.
JSON / CSV evaluation	Yes — a current ten-record partner packet, public 100-row sample, and $4.99 bounded portfolio audit	Data-quality, provenance, and schema review before integration work.
Webhook delivery	Yes — current Apify run-event webhooks; customer endpoints must verify a secret and deduplicate retried events	Systems that need push delivery and asynchronous processing.
JSON / JSONL / CSV exports	Yes — current Apify dataset export routes	Warehouses, notebooks, batch pipelines, and evaluation work.
Property evidence patch API	Yes — paid-workspace comparison for up to 25 exact property IDs, with non-persistent patches, benchmark counters and verification receipts	Property systems that want to improve records without replacing their database.
Buyer-selected handoff design	Custom CSV, webhook, API or MCP integration design is separately scoped; it is not included in the $19.99/month self-service monitoring plan	A real portfolio workflow that needs a scoped implementation plan.
Private connector, SFTP, or platform-native app	Scoped implementation and certification path — not represented as live until accepted end to end	Partner systems with a defined API, security review, and acceptance test.

The integration path

Name one supported jurisdiction and the portfolio workflow the evidence must answer.
Use the public sample, public Orlando task, or an audit of up to 25 addresses to test schema and match quality.
If the result answers the evaluation question, define the buyer system of record, update cadence, review path, and delivery route.
Run the first monthly pilot cycle, prove the workflow, and move the integration into partner certification.

Responsible-use boundary: CivicDataForge is public-record research and compliance infrastructure, not a consumer report. Do not use it as the sole basis for credit, insurance, employment, housing, or another eligibility decision. Do not treat missing publisher data as a legal conclusion.

Bring the workflow. We bring the official-record layer.

Name the platform, the properties or jurisdictions involved, the decision the evidence supports, and the delivery route. We will map it to a bounded evaluation and put real records through it.

Start the integration Match a property portfolio