RRepoGEO

REPOGEO REPORT · LITE

piercefreeman/gpt-json

Default branch main · commit 886d72a8 · scanned 6/5/2026, 3:51:42 AM

GitHub: 737 stars · 28 forks

AI VISIBILITY SCORE
35 /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
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 piercefreeman/gpt-json, 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
  • highreadme#1
    Reposition README H1 to emphasize reliable structured LLM output

    Why:

    CURRENT
    # gpt-json

`gpt-json` is a wrapper around GPT that allows for declarative definition of expected output format. Set up a schema, write a prompt, and get results back as beautiful typehinted objects.
    COPY-PASTE FIX
    # gpt-json

`gpt-json` is a Python library for reliably extracting structured, type-hinted JSON from Large Language Models. It ensures valid Pydantic-schema-validated outputs from GPT, including automated re-prompting and self-correction, making it ideal for robust LLM-powered applications.
  • mediumhomepage#2
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://piercefreeman.github.io/gpt-json/

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 piercefreeman/gpt-json
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Pydantic
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Pydantic · recommended 2×
  2. Instructor · recommended 2×
  3. LangChain · recommended 2×
  4. jsonschema · recommended 2×
  5. LMQL · recommended 1×
  • CATEGORY QUERY
    How to ensure Large Language Models return valid and type-hinted JSON responses in Python?
    you: not recommended
    AI recommended (in order):
    1. Pydantic
    2. Instructor
    3. LMQL
    4. Guidance
    5. LangChain
    6. PydanticOutputParser
    7. create_structured_output_runnable
    8. LiteLLM
    9. jsonschema

    AI recommended 9 alternatives but never named piercefreeman/gpt-json. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Python library for defining AI model output schemas and automatically parsing responses.
    you: not recommended
    AI recommended (in order):
    1. Pydantic
    2. Instructor
    3. LangChain
    4. Guardrails AI
    5. JSON Schema
    6. jsonschema

    AI recommended 6 alternatives but never named piercefreeman/gpt-json. 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 piercefreeman/gpt-json?
    pass
    AI named piercefreeman/gpt-json explicitly

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

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