RRepoGEO

REPOGEO REPORT · LITE

Pythagora-io/pythagora

Default branch main · commit eaecd1bb · scanned 5/26/2026, 8:09:02 AM

GitHub: 1,818 stars · 114 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 Pythagora-io/pythagora, 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 the README H1 to describe the project's function

    Why:

    CURRENT
    <h1 align="center">This repo is deprecated - we're working on <a href="https://github.com/Pythagora-io/gpt-pilot">GPT Pilot</h1>
    COPY-PASTE FIX
    <h1 align="center">Pythagora: AI-driven Automated Test Generation for Node.js</h1>
  • mediumreadme#2
    Add a concise 'What is Pythagora?' introduction to the README

    Why:

    COPY-PASTE FIX
    Add the following paragraph directly after the new H1: "Pythagora is an innovative tool that leverages Large Language Models (LLMs) to autonomously generate comprehensive unit, integration, and end-to-end tests for your Node.js applications. Eliminate manual test writing and ensure robust code quality with AI-powered test creation."
  • mediumtopics#3
    Add specific AI/LLM-related topics

    Why:

    CURRENT
    api-testing, api-testing-framework, automated-testing, database-testing, developer-tools, integration-testing, nodejs, test-coverage, testing
    COPY-PASTE FIX
    api-testing, api-testing-framework, automated-testing, database-testing, developer-tools, integration-testing, nodejs, test-coverage, testing, llm, generative-ai, ai-testing

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 Pythagora-io/pythagora
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Postman
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Postman · recommended 2×
  2. OpenAI API · recommended 1×
  3. Cursor · recommended 1×
  4. GitHub Copilot X · recommended 1×
  5. Testim.io · recommended 1×
  • CATEGORY QUERY
    How to automatically generate integration tests for Node.js applications using AI?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Cursor
    3. GitHub Copilot X
    4. Testim.io
    5. Applitools Ultrafast Test Cloud
    6. Postman
    7. Hyperspace
    8. LangChain
    9. LlamaIndex

    AI recommended 9 alternatives but never named Pythagora-io/pythagora. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for autonomously generating API and database tests for Node.js without writing code?
    you: not recommended
    AI recommended (in order):
    1. Postman
    2. ReadyAPI
    3. Tricentis qTest (with Tosca)
    4. Parasoft SOAtest
    5. Assertible
    6. Apigee

    AI recommended 6 alternatives but never named Pythagora-io/pythagora. 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 Pythagora-io/pythagora?
    pass
    AI named Pythagora-io/pythagora explicitly

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

  • If a team adopts Pythagora-io/pythagora in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Pythagora-io/pythagora 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 Pythagora-io/pythagora solve, and who is the primary audience?
    pass
    AI named Pythagora-io/pythagora 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 Pythagora-io/pythagora. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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