REPOGEO REPORT · LITE

vercel-labs/dev3000

Default branch main · commit 9a79d7f6 · scanned 6/29/2026, 2:41:54 AM

GitHub: 1,541 stars · 94 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 and first sentence to clarify core purpose

Why:

CURRENT

# d3k (dev3000)

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

# d3k (dev3000): AI Debugging Timeline for Web Apps

d3k is an 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 that AI can understand. It is not a local development server or a code generation tool.

hightopics#2

Refine repository topics for better categorization

Why:

CURRENT

ai, devtools, web

COPY-PASTE FIX

ai-debugging, development-observability, web-development, devtools, debugging-assistant, timeline, web-app

mediumreadme#3

Add a 'What d3k is NOT' section to the README

Why:

COPY-PASTE FIX

## What d3k is NOT

d3k is specifically designed as an AI debugging assistant that captures a comprehensive development timeline. It is important to note that d3k is **not**:

-   A local development server (though it can run alongside one).
-   A code generation tool or an AI assistant for writing code.
-   A production monitoring solution like Datadog or New Relic.
-   A project management or issue tracking system like Jira.

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

Of all named tools, what % are you?

Top rival

Datadog

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Datadog · recommended 1×
New Relic · recommended 1×
Splunk · recommended 1×
Dynatrace · recommended 1×
Loki · recommended 1×

CATEGORY QUERY
What monitors web app activity and logs for AI-driven development debugging?
you: not recommended
AI recommended (in order):
1. Datadog
2. New Relic
3. Splunk
4. Dynatrace
5. Loki
6. Prometheus
7. Grafana
8. Sentry
9. Elasticsearch
10. Logstash
11. Kibana
AI recommended 11 alternatives but never named vercel-labs/dev3000. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a tool that creates a web app development timeline for AI debugging.
you: not recommended
AI recommended (in order):
1. Jira Software
2. AI Sprints
3. AI Project Management for Jira
4. Azure DevOps
5. Azure Boards
6. Azure Pipelines
7. ClickUp
8. Monday.com
9. Trello
10. Gantt Chart by Placker
11. Timeline by TeamGantt
12. Weights & Biases (W&B)
13. Asana
AI recommended 13 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

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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

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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