fair-housing

Free Fair-Housing-compliant Claude skills for real estate agents: listing copy, MLS integration with Claude Code, compliance, quick-start. By Al & Victoria Pinder.

Compliance guardrails, skills, loops & review agents for US residential real estate agents on Claude Code (Fair Housing + fact-accuracy). Not legal advice.

Industry-leading AI compliance with 300+ rules, 1000+ triggers, supporting 100+ jurisdictions

MCP server over a deterministic fair-housing and advertising rule engine for US real-estate listing text. Gives a model the engine, not the decision.

RAG-first Fair Housing Act (FHA) legal research assistant on Svelte + Convex with OpenAI embeddings, authority-ranked vector retrieval, and cited, legal-safety-guarded answers.

Auditing what AI housing recommenders overlook — 6,120 model calls, verifiable ground truth, opportunity loss priced in dollars and minutes.

Statistical lending-disparity screening for public HMDA data — a transparent, open-source screening tool for community advocates and journalists. Not an examination methodology

Website for TechEquity's Tech, Bias, and Housing initiative.

AGPL-3.0 reference impl of mortgage-decision-record-audit-stream. Pacific Coast Mortgage × VendorR LoanDecision v5.2 trajectory. 2 invariants: UNIVERSAL human-underwriter on adverse-action-capable kinds + ECOA Reg B 30-day adverse-action notice per 12 CFR §1002.9. Kinetic Gain Suite.

Evaluation harness for a production LLM agent that emails tenants unsupervised — fair housing safety gates, meta-tested scorers, and a case study on the six defects that turned out to be in the evaluation rather than the agent

Fair Housing compliance tools and tenant resource navigation — housing access guides, screening tools, and advocacy resources. Part of Access To. MIT.

PropTech Operator: per-state lifecycle ledger of US state real-estate / mortgage / appraisal / tenant-screening AI-disclosure laws. 10-state lifecycle + state-machine + schema-enforced effective/sunset/supersedes invariants. Seed: CA SB 942, CO SB 24-205, IL HB 3773, NY S 1169, TX HB 1709.

Companion archive for Duty Without Data: legal argument, evidence, appendices, and Section 553(e) materials for disability fair-housing record reform.

PropTech-specific profile of the AI Incident Card. Maps severity/type fields onto CFPB UDAAP, ECOA Reg B (12 CFR 1002), Fair Housing Act, RESPA Section 8, title-chain integrity (ALTA), state real-estate regulator notification + a 5-grade transaction-impact severity scale. PropTech-readiness scaffolding, not certification.

Profile of evidence-bundle-spec scoped to AI mortgage / appraisal / pricing tool bias coverage. ECOA Reg B + Fair Housing Act protected classes + mortgage dimensions (LTV/DTI bands, MSA, census tract, majority-minority-tract flag). EEOC four-fifths-rule canonical threshold. PropTech-readiness scaffolding, not certification.

Free Claude Skills for real estate agents — listing copy, MLS remarks, and compliance screening for Fair Housing and state advertising rules.

InspectHome is an open-source, privacy-first real estate platform with mandatory property disclosures, encrypted documents, AI legal compliance, fraud detection, government data verification, neighborhood intelligence, property timelines, and a federated network for transparent housing information.

MindLedger for Real Estate is an open-source, intelligent real estate operating system designed to manage properties, listings, CRM, marketing, transactions, compliance, accessibility, analytics, and customer care from one modular platform.

Nine MIT-licensed governance patterns for AI in commercial real estate — Fair-Housing Pre-Flight, Lease Provenance, Tenant PII Residency, Autonomy Ladder. Durable artifacts, not slideware. Companion to finserv-agent-audit.

A tool to calculate if a rent increase is in compliance with California rent control laws.