RRepoGEO

REPOGEO REPORT · LITE

landing-ai/ade-python

Default branch main · commit 7576d1f8 · scanned 5/31/2026, 2:46:20 PM

GitHub: 993 stars · 159 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 landing-ai/ade-python, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    python, sdk, api-client, document-extraction, ai, agentic-ai, landingai, computer-vision, nlp, structured-data
  • highreadme#2
    Reposition the README's opening sentence to emphasize 'official SDK'

    Why:

    CURRENT
    A Python library for interacting with the **LandingAI Agentic Document Extraction REST API**, designed for flexibility, reliability, clarity, and performance. Built for Python 3.9+ and generated with Stainless.
    COPY-PASTE FIX
    The **official Python SDK** for interacting with the **LandingAI Agentic Document Extraction REST API**, designed for flexibility, reliability, clarity, and performance. Built for Python 3.9+ and generated with Stainless.
  • mediumreadme#3
    Clarify the primary focus of the repository in relation to the MCP Server

    Why:

    CURRENT
    Use the LandingAI ADE MCP Server to enable AI assistants to interact with this API, allowing them to explore endpoints, make test requests, and use documentation to help integrate this SDK into your application.
    COPY-PASTE FIX
    While this repository primarily provides the Python client library, the LandingAI ADE MCP Server enables AI assistants to interact with the API, allowing them to explore endpoints, make test requests, and use documentation to help integrate this SDK into your application.

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 landing-ai/ade-python
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LlamaParse
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LlamaParse · recommended 1×
  2. Unstructured · recommended 1×
  3. Nougat · recommended 1×
  4. PyPDF2 · recommended 1×
  5. Regex · recommended 1×
  • CATEGORY QUERY
    How to extract structured data from large documents using a Python library?
    you: not recommended
    AI recommended (in order):
    1. LlamaParse
    2. Unstructured
    3. Nougat
    4. PyPDF2
    5. Regex
    6. Camelot
    7. Tabula-py

    AI recommended 7 alternatives but never named landing-ai/ade-python. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Python SDK for AI-powered document information extraction from a REST API?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Document AI
    2. Amazon Textract
    3. Azure Form Recognizer
    4. Tesseract OCR
    5. pytesseract
    6. PaddleOCR
    7. Rossum
    8. Nanonets

    AI recommended 8 alternatives but never named landing-ai/ade-python. 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 landing-ai/ade-python?
    pass
    AI named landing-ai/ade-python explicitly

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

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