RRepoGEO

REPOGEO REPORT · LITE

githubnext/testpilot

Default branch main · commit a8becb94 · scanned 5/27/2026, 11:27:17 PM

GitHub: 564 stars · 53 forks

AI VISIBILITY SCORE
68 /100
Needs work
Category recall
1 / 2
Avg rank #3.0 when recommended
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 githubnext/testpilot, 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 clarify archived research status

    Why:

    CURRENT
    Note: This version of TestPilot has been archived. Please refer to the new version at https://github.com/neu-se/testpilot2.
    
    # TestPilot
    
    TestPilot is a tool for automatically generating unit tests for npm packages
    written in JavaScript/TypeScript using a large language model (LLM).
    
    Note that TestPilot represents an early exploration in the use of LLMs for
    test generation, and has been made available in open source as a basis for
    research and exploration. For day-to-day use the test generation features
    in Copilot Chat
    are likely to yield better results.
    COPY-PASTE FIX
    Note: This version of TestPilot has been archived and is provided solely as a historical research artifact. For the actively maintained version, please refer to https://github.com/neu-se/testpilot2.
    
    # TestPilot (Archived Research Project)
    
    TestPilot represents an early exploration in the use of Large Language Models (LLMs) for automated unit test generation for JavaScript/TypeScript npm packages. This repository serves as a basis for research and exploration into LLM-based test generation techniques, not for day-to-day production use (for which Copilot Chat's features are recommended).
  • mediumreadme#2
    Add a 'How it's Different' section to correct AI hallucinations

    Why:

    COPY-PASTE FIX
    Add a new section, perhaps titled 'Key Characteristics & Differentiators,' with text like: 'Unlike some other LLM-based test generation systems, TestPilot does not require any additional training, reinforcement learning, or examples of functions and their associated tests. It also does not integrate with specific testing frameworks like `pytest`.'
  • lowtopics#3
    Add topics reflecting research and experimentation

    Why:

    CURRENT
    chagpt, gpt-35-turbo, llms, test-automation, testing, testing-tools
    COPY-PASTE FIX
    chagpt, gpt-35-turbo, llms, test-automation, testing, testing-tools, llm-research, ai-experimentation, code-generation-research

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
1 / 2
50% of queries surface githubnext/testpilot
Avg rank
#3.0
Lower is better. #1 = top recommendation.
Share of voice
6%
Of all named tools, what % are you?
Top rival
Tabnine
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Tabnine · recommended 2×
  2. GitHub Copilot / Copilot Chat · recommended 1×
  3. CodiumAI · recommended 1×
  4. OpenAI API · recommended 1×
  5. Jest · recommended 1×
  • CATEGORY QUERY
    How can I automate unit test generation for my JavaScript projects using AI?
    you: #3
    AI recommended (in order):
    1. GitHub Copilot / Copilot Chat
    2. CodiumAI
    3. TestPilot ← you
    4. OpenAI API
    5. Tabnine
    6. Jest
    7. Mocha
    8. Vitest
    Show full AI answer
  • CATEGORY QUERY
    What are good tools for generating TypeScript unit tests with large language models?
    you: not recommended
    AI recommended (in order):
    1. Copilot for Azure DevOps
    2. GitHub Copilot
    3. Cursor
    4. TestGenie
    5. ChatGPT
    6. GPT-4
    7. Tabnine
    8. Codeium

    AI recommended 8 alternatives but never named githubnext/testpilot. 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 githubnext/testpilot?
    pass
    AI named githubnext/testpilot explicitly

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

  • If a team adopts githubnext/testpilot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named githubnext/testpilot 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 githubnext/testpilot solve, and who is the primary audience?
    pass
    AI named githubnext/testpilot explicitly

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

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