RRepoGEO

REPOGEO REPORT · LITE

jina-ai/dev-gpt

Default branch main · commit f6c151f9 · scanned 5/18/2026, 2:18:50 PM

GitHub: 1,863 stars · 170 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
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 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 jina-ai/dev-gpt, 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 opening to differentiate from code assistants

    Why:

    CURRENT
    The current README starts with "Dev-GPT: Your Automated Development Team" and "Tell your AI team what microservice you want to build, and they will do it for you."
    COPY-PASTE FIX
    Add a sentence early in the README, for example: "Unlike code assistants or low-code platforms, Dev-GPT is an autonomous AI team designed to build complete microservices from high-level descriptions, handling product management, development, and DevOps."
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agent, autonomous-development, microservices, code-generation, devops, software-engineering, generative-ai, llm-applications
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    (Add the official project homepage URL, such as a dedicated documentation site or product page, to the repository settings.)

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 jina-ai/dev-gpt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot Enterprise
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot Enterprise · recommended 1×
  2. Cursor · recommended 1×
  3. OpenAI API · recommended 1×
  4. Tabnine · recommended 1×
  5. CodiumAI · recommended 1×
  • CATEGORY QUERY
    How can I automate building a microservice using an AI development team?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. Cursor
    3. OpenAI API
    4. Tabnine
    5. CodiumAI
    6. AWS CodeWhisperer
    7. Google Cloud Code

    AI recommended 7 alternatives but never named jina-ai/dev-gpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools can build a complete software project from a high-level description?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. GPT-4
    3. GitHub Copilot
    4. GitLab Duo Code Suggestions
    5. AppGyver
    6. Power Apps
    7. Bubble
    8. Retool
    9. AWS Amplify Studio
    10. Google Cloud App Engine Studio
    11. Yeoman (yeoman/yeoman)
    12. Cookiecutter (cookiecutter/cookiecutter)

    AI recommended 12 alternatives but never named jina-ai/dev-gpt. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 jina-ai/dev-gpt?
    pass
    AI named jina-ai/dev-gpt explicitly

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

  • If a team adopts jina-ai/dev-gpt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jina-ai/dev-gpt 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 jina-ai/dev-gpt solve, and who is the primary audience?
    pass
    AI did not name jina-ai/dev-gpt — likely talking about a different project

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

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jina-ai/dev-gpt — 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