RRepoGEO

REPOGEO REPORT · LITE

calderbuild/MeetSpot

Default branch main · commit d0b3ea95 · scanned 6/6/2026, 12:57:51 AM

GitHub: 530 stars · 59 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface calderbuild/MeetSpot, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • hightopics#1
    Add specific AI agent and recommendation system topics

    Why:

    CURRENT
    collaborate, fortheloveofcode, geolocation, meeting, meetspot, meetup
    COPY-PASTE FIX
    collaborate, fortheloveofcode, geolocation, meeting, meetspot, meetup, ai-agent, recommendation-system, meeting-planner, location-intelligence, multi-person-meeting, optimal-location
  • mediumreadme#2
    Refine README's opening sentence for clarity on system type

    Why:

    CURRENT
    *Not just a search tool. An autonomous agent that decides the fairest meeting point for everyone.*
    COPY-PASTE FIX
    *MeetSpot is an intelligent AI agent and API that provides multi-person meeting point recommendations, going beyond simple geographic calculations to find the fairest spot for everyone.*
  • lowreadme#3
    Add a summary paragraph before the 'Why MeetSpot?' table

    Why:

    COPY-PASTE FIX
    Unlike traditional location tools that focus on individual locations or simple midpoints, MeetSpot leverages AI to calculate the fairest geographic center for all participants and then intelligently ranks venues based on multi-factor scoring, adaptive routing, and explainable AI.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface calderbuild/MeetSpot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Maps Platform
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Maps Platform · recommended 2×
  2. OpenStreetMap · recommended 1×
  3. Nominatim · recommended 1×
  4. geopandas/geopandas · recommended 1×
  5. shapely/shapely · recommended 1×
  • CATEGORY QUERY
    How to programmatically find a geographically central meeting point for several users?
    you: not recommended
    AI recommended (in order):
    1. Google Maps Platform
    2. OpenStreetMap
    3. Nominatim
    4. GeoPandas (geopandas/geopandas)
    5. Shapely (shapely/shapely)
    6. PostGIS
    7. PostgreSQL
    8. Turf.js (Turfjs/turf)
    9. Geopy (geopy/geopy)
    10. scipy.spatial (scipy/scipy)
    11. OpenCage Geocoding API

    AI recommended 11 alternatives but never named calderbuild/MeetSpot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    API to recommend optimal meeting locations considering travel time for multiple attendees?
    you: not recommended
    AI recommended (in order):
    1. Google Maps Platform
    2. Distance Matrix API
    3. Geocoding API
    4. OpenStreetMap (OSM)
    5. OSRM (Open Source Routing Machine)
    6. Valhalla
    7. Mapbox
    8. Matrix API
    9. HERE Technologies
    10. Routing API
    11. TravelTime API
    12. What3words

    AI recommended 12 alternatives but never named calderbuild/MeetSpot. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of calderbuild/MeetSpot?
    pass
    AI named calderbuild/MeetSpot explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts calderbuild/MeetSpot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named calderbuild/MeetSpot explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo calderbuild/MeetSpot solve, and who is the primary audience?
    pass
    AI named calderbuild/MeetSpot explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of calderbuild/MeetSpot. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/calderbuild/MeetSpot.svg)](https://repogeo.com/en/r/calderbuild/MeetSpot)
HTML
<a href="https://repogeo.com/en/r/calderbuild/MeetSpot"><img src="https://repogeo.com/badge/calderbuild/MeetSpot.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

calderbuild/MeetSpot — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite