moonlings
Local-business intelligence for AI agents — live AI-visibility checks, Google review-gap comparisons, competitor scans, and full graded research reports on…
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What it can do
- Ping: Returns server status, the price list, and (when authenticated) your credit balance. Free — call it to check connectivity and see what this server offers.
- Check Visibility: Ask ChatGPT and Perplexity live (with web search) who they'd recommend in a business's category and city, and report whether THIS business appears. Returns honest appearance counts (
- Review Gap: Compare a local business's Google rating and review count against the top same-category rivals nearby, with the gap math done: who leads, the rating delta, the review-volume ratio, and a v
What data it sees
Do you need an account
No: the server works without sign-in
Local-business intelligence for AI agents — live AI-visibility checks, Google review-gap comparisons, competitor scans, and full graded research reports on any local business. Four paid tools: AI Visibility Check ($0.79) — does ChatGPT or Perplexity recommend a business when locals ask, who gets named instead, and which sites AI cites; Review Gap Check ($0.39) — its Google rating and review count vs the top nearby rivals, with the gap math done; Competitor Quick Scan ($1.99) — its strongest local competitor, scouted; Deep Research Report ($9.99, async) — a full graded report with sourced findings and an action list. Honest by construction: pay only on delivery, failed calls never charge. Free ping tool + a $2.40 starter grant on OAuth sign-in, so an agent can try the cheap tools before its human pays anything.
Server tool list (8)
Raw names from tools/list. Only developers need these.
| ping | Returns server status, the price list, and (when authenticated) your credit balance. Free — call it to check connectivity and see what this server offers. |
| check_visibility | Ask ChatGPT and Perplexity live (with web search) who they'd recommend in a business's category and city, and report whether THIS business appears. Returns honest appearance counts (never an invented metric), a per-engine split, who gets recommended instead, and which local sites the AI answers cite. AI answers vary substantially between runs — one check is a snapshot, not a stable measurement; re-check over time for the real picture. Call this when a user wants to know if AI assistants recommend a local business. Takes ~10-30 seconds. Price: $0.79 per delivered check. |
| review_gap | Compare a local business's Google rating and review count against the top same-category rivals nearby, with the gap math done: who leads, the rating delta, the review-volume ratio, and a verdict (leading / rated_equal_or_better_but_outreviewed / trailing). Live Google Maps lookup at call time. Call this when a user wants to know how a business's reviews stack up against local competitors. Takes a few seconds. Price: $0.39 per delivered comparison. |
| check_facts | Find what AI assistants get WRONG about a local business. Asks ChatGPT and Perplexity live (with web search) about the business's hours, address, phone, and category, then verifies each stated fact against Google Business ground truth. Returns a severity-ranked list of conflicts (with the AI's value vs. the trusted value and source) plus discrepancies to check. Conservative by design: a claim with no trusted source is 'unverifiable' (never an error), and a conflict is only counted when it reproduces across engines — so it won't cry wolf. Call this when a user asks whether AI has the right info about a business, or 'why does ChatGPT say we're closed'. Takes ~15-30 seconds. Price: $1.49 per delivered check. |
| run_scan | A live competitor scan: a research agent finds the business's strongest same-category rival nearby and scouts it (offer, pricing signals, review positioning, what they do that this business doesn't), while two ground-truth lookups run in parallel: ChatGPT/Perplexity sampling for AI-assistant visibility, and a direct Google Places review comparison (reviewSnapshot — the authoritative numbers; finding source URLs are verified against what the agent actually retrieved). The AI-visibility portion is a single-run snapshot — AI answers vary substantially between runs. BLOCKING and slow: typically 2-4 minutes — only call it from contexts that tolerate a long tool call. Price: $1.99 per delivered scan; a failed scan is never charged. |
| start_deep_report | Launch a full overnight-grade research report on a local business: an autonomous research crew maps the competitive landscape, reads the business's and rivals' web presence, and delivers a long-form graded report with structured findings and an action list. ASYNC: this tool returns a slug immediately; the report takes roughly 10-20 minutes. Poll check_report_status, then fetch with get_report_result. Price: $9.99, charged when the report launches; if the report fails, the charge is refunded automatically. Each call starts a NEW report — do not retry a call that already returned a slug. |
| check_report_status | Poll a deep research report by slug. Free. Returns status (generating / ready / failed); a failed report triggers the automatic refund of its launch charge. Deep reports typically take 10-20 minutes — poll every few minutes, not every few seconds. |
| get_report_result | Fetch a completed deep research report by slug. Free. Returns the long-form report (markdown), a structured-findings JSON block, the action list, and the report card. If the report is still generating you get its status instead; if it failed, the launch charge is refunded automatically. |