RRepoGEO

REPOGEO REPORT · LITE

OthersideAI/chronology

Default branch main · commit 7195f81c · scanned 6/4/2026, 11:07:42 AM

GitHub: 948 stars · 184 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 OthersideAI/chronology, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    A Python library for building complex GPT-3 applications by simplifying asynchronous API calls, prompt creation, and prompt chaining.
  • mediumreadme#2
    Refine README's opening paragraph for clearer positioning

    Why:

    CURRENT
    Chronology is a library that enables users of OpenAI's GPT-3 language model to more easily build complex language-powered applications. It provides a simple and intuitive interface for working with GPT-3.
    COPY-PASTE FIX
    Chronology is a Python library designed to simplify building complex language-powered applications with OpenAI's GPT-3. It provides an intuitive interface for asynchronous GPT-3 API calls, easy prompt creation, and powerful prompt chaining to build sophisticated AI systems quickly.

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 OthersideAI/chronology
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. Semantic Kernel · recommended 1×
  4. OpenAI Functions · recommended 1×
  5. PromptFlow · recommended 1×
  • CATEGORY QUERY
    How can I chain multiple OpenAI GPT-3 prompts for building complex AI applications?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Semantic Kernel
    4. OpenAI Functions
    5. PromptFlow
    6. Haystack

    AI recommended 6 alternatives but never named OthersideAI/chronology. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Python library simplifies asynchronous GPT-3 API calls and prompt management?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. LiteLLM
    4. OpenAI Python Library
    5. Instructor
    6. Guidance

    AI recommended 6 alternatives but never named OthersideAI/chronology. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 OthersideAI/chronology?
    pass
    AI named OthersideAI/chronology explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite