agent-reputation-benchmark

Agent Reputation Benchmark

Benchmark an agent's public reviews and local-pack presence against the nearest competitors for realtor queries.

Reviews and Google Business Profile presence are the main levers for an agent's local-pack prominence, and the map pack for agent and neighborhood queries is winnable even when portals dominate broad search. This skill benchmarks an agent's reviews and local-pack standing against the nearest competitors and quantifies the gap. Read-only.

An atomic marketing skill you run inside Claude, ChatGPT, Claude Code, Cursor, Codex, OpenClaw, Hermes, or any MCP client — read-only public-data research, eyes not hands. It diagnoses, prices, and drafts evidence; your own assistant and accounts take any action.

What it's good for

• Independent agents and brokerages losing the map pack
• Real estate marketers tracking review velocity as a KPI
• Teams benchmarking reputation across neighborhoods

What you get

• Benchmark table: agent vs competitors on reviews, rating, velocity, local-pack position
• The gap to the local-pack leader in concrete numbers
• A net-new-reviews-per-quarter target to catch the leader
• Every number cited to the public listing or local-pack record

What it reads

Live public data through the shared unifapi data skill — UnifAPI APIs: maps, local, seo. Connect once over OAuth; no scraping to maintain and no keys to rotate. Every figure in the output is cited to the record it came from.

Example prompt

Benchmark my real estate brokerage in Austin against nearby agents for "realtor Austin": review count, rating, 90-day velocity, and local-pack position, and tell me the net-new-reviews target to catch the leader.

Install

Run it in any MCP client. Paste one prompt (Claude Code, Codex, Cursor, OpenClaw, …) to add the UnifAPI public-data MCP server at https://mcp.unifapi.com over OAuth — read-only, no API key — then add the marketing skills with npx skills add unifapi-agent/agents.

Prefer a web connector (Claude · ChatGPT · Perplexity · Grok), or the one-shot plugin for Claude-compatible hosts:

/plugin marketplace add unifapi-agent/agents
/plugin install unifapi@unifapi

Every client, step by step: https://unifapi.com/mcp

Related

• Part of the Real Estate Marketing Agent
• Shared data skill: unifapi

Links

• Skill page: https://unifapi.com/skills/agent-reputation-benchmark
• The skill itself: SKILL.md
• Install & all clients: https://unifapi.com/mcp
• Docs: https://docs.unifapi.com

_{Topics: realtor reviews benchmark · real estate local SEO · realtor reputation management · real estate map pack · realtor Google reviews · local pack for real estate}