RRepoGEO

REPOGEO REPORT · LITE

vercel-labs/dev3000

Default branch main · commit 8e2dac77 · scanned 5/17/2026, 9:31:43 PM

GitHub: 1,395 stars · 76 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 vercel-labs/dev3000, 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
  • highreadme#1
    Reposition README H1 to emphasize local-first AI debugging

    Why:

    CURRENT
    A debugging assistant that captures everything happening in your web app during development - server logs, browser events, network requests, and automatic screenshots - organized in a timeline that AI can understand.
    COPY-PASTE FIX
    A **local-first AI debugging assistant** that captures your web app's complete development timeline – server logs, browser events, network requests, and automatic screenshots – in a unified, timestamped feed for AI analysis.
  • mediumtopics#2
    Add more specific topics to clarify category

    Why:

    CURRENT
    ai, devtools, web
    COPY-PASTE FIX
    ai-debugging, local-development, devtools, web-development, full-stack-debugging
  • lowabout#3
    Refine description to explicitly mention local development

    Why:

    CURRENT
    Captures your web app's complete development timeline - server logs, browser events, console messages, network requests, and automatic screenshots - in a unified, timestamped feed for AI debugging.
    COPY-PASTE FIX
    An AI debugging assistant for **local development** that captures your web app's complete development timeline - server logs, browser events, console messages, network requests, and automatic screenshots - in a unified, timestamped feed for AI debugging.

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 vercel-labs/dev3000
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Datadog
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Datadog · recommended 2×
  2. Dynatrace · recommended 1×
  3. New Relic One · recommended 1×
  4. Splunk Observability Cloud · recommended 1×
  5. Sentry · recommended 1×
  • CATEGORY QUERY
    How can AI analyze my web app's development timeline for debugging issues?
    you: not recommended
    AI recommended (in order):
    1. Dynatrace
    2. New Relic One
    3. Datadog
    4. Splunk Observability Cloud
    5. Sentry
    6. Honeycomb
    7. Lightstep

    AI recommended 7 alternatives but never named vercel-labs/dev3000. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to capture web app server logs, browser events, and screenshots for AI analysis.
    you: not recommended
    AI recommended (in order):
    1. Datadog
    2. New Relic
    3. Sentry (getsentry/sentry)
    4. LogRocket
    5. FullStory
    6. Elasticsearch (elastic/elasticsearch)
    7. Logstash (elastic/logstash)
    8. Kibana (elastic/kibana)
    9. Serilog (serilog/serilog)
    10. Log4j (apache/logging-log4j2)
    11. Logback (qos-ch/logback)
    12. Winston (winstonjs/winston)
    13. Bunyan (trentm/node-bunyan)
    14. Grafana Loki (grafana/loki)
    15. Grafana Tempo (grafana/tempo)
    16. Grafana Mimir (grafana/mimir)
    17. Grafana Faro (grafana/faro)
    18. Grafana (grafana/grafana)

    AI recommended 18 alternatives but never named vercel-labs/dev3000. 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 vercel-labs/dev3000?
    pass
    AI named vercel-labs/dev3000 explicitly

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

  • If a team adopts vercel-labs/dev3000 in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vercel-labs/dev3000 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 vercel-labs/dev3000 solve, and who is the primary audience?
    pass
    AI named vercel-labs/dev3000 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 vercel-labs/dev3000. 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/vercel-labs/dev3000.svg)](https://repogeo.com/en/r/vercel-labs/dev3000)
HTML
<a href="https://repogeo.com/en/r/vercel-labs/dev3000"><img src="https://repogeo.com/badge/vercel-labs/dev3000.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

vercel-labs/dev3000 — 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