RRepoGEO

REPOGEO REPORT · LITE

dedalus-labs/dedalus-sdk-python

Default branch main · commit 1aae8531 · scanned 6/17/2026, 4:21:41 PM

GitHub: 575 stars · 46 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 dedalus-labs/dedalus-sdk-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

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

OVERALL DIRECTION
  • highreadme#1
    Clarify README's opening to emphasize AI agent integration

    Why:

    CURRENT
    # Dedalus Python API library

The Dedalus Python library provides convenient access to the Dedalus REST API from any Python 3.9+ application.
    COPY-PASTE FIX
    # Dedalus Python SDK for AI Agents API

The official Dedalus Python SDK provides convenient, type-safe access to the Dedalus Agents API, enabling Python 3.9+ applications to programmatically interact with and build AI agent services.
  • mediumabout#2
    Expand repository description to highlight AI agent application building

    Why:

    CURRENT
    Official Python SDK for the Dedalus Agents API
    COPY-PASTE FIX
    Official Python SDK for the Dedalus Agents API, designed for building applications that integrate with AI agent services.

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 dedalus-labs/dedalus-sdk-python
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Python Library
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Python Library · recommended 2×
  2. LangChain · recommended 2×
  3. requests · recommended 1×
  4. httpx · recommended 1×
  5. anthropic · recommended 1×
  • CATEGORY QUERY
    How can I programmatically interact with an AI agents API using Python?
    you: not recommended
    AI recommended (in order):
    1. requests
    2. OpenAI Python Library
    3. LangChain
    4. httpx
    5. anthropic
    6. cohere
    7. google-generativeai

    AI recommended 7 alternatives but never named dedalus-labs/dedalus-sdk-python. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's the best Python library for building applications that integrate with AI agent services?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. CrewAI
    5. AutoGen
    6. OpenAI Python Library

    AI recommended 6 alternatives but never named dedalus-labs/dedalus-sdk-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 dedalus-labs/dedalus-sdk-python?
    pass
    AI named dedalus-labs/dedalus-sdk-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 dedalus-labs/dedalus-sdk-python in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dedalus-labs/dedalus-sdk-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 dedalus-labs/dedalus-sdk-python solve, and who is the primary audience?
    pass
    AI named dedalus-labs/dedalus-sdk-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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