RRepoGEO

REPOGEO REPORT · LITE

dedalus-labs/dedalus-agents-python

Default branch main · commit 1aae8531 · scanned 6/15/2026, 1:51:08 AM

GitHub: 575 stars · 46 forks

AI VISIBILITY SCORE
22 /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
1 / 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-agents-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 specific topics for AI agents and API SDKs

    Why:

    COPY-PASTE FIX
    python, sdk, api-client, ai-agents, generative-ai, llm, rest-api, dedalus
  • highreadme#2
    Reposition README H1 to emphasize AI Agents SDK

    Why:

    CURRENT
    # Dedalus Python API library
    COPY-PASTE FIX
    # Dedalus Agents Python SDK
  • mediumreadme#3
    Add a sentence to the README intro clarifying its AI agent focus

    Why:

    CURRENT
    The Dedalus Python library provides convenient access to the Dedalus REST API from any Python 3.9+ application. The library includes type definitions for all request params and response fields, and offers both synchronous and asynchronous clients powered by httpx.
    COPY-PASTE FIX
    The Dedalus Python library provides convenient access to the Dedalus REST API from any Python 3.9+ application, specifically designed to empower developers building AI agents. The library includes type definitions for all request params and response fields, and offers both synchronous and asynchronous clients powered by httpx.

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-agents-python
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
encode/httpx
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. encode/httpx · recommended 1×
  2. aio-libs/aiohttp · recommended 1×
  3. encode/requests-async · recommended 1×
  4. twisted/treq · recommended 1×
  5. urllib3/urllib3 · recommended 1×
  • CATEGORY QUERY
    How to programmatically access a REST API using a Python client library with async support?
    you: not recommended
    AI recommended (in order):
    1. httpx (encode/httpx)
    2. aiohttp (aio-libs/aiohttp)
    3. requests-async (encode/requests-async)
    4. treq (twisted/treq)
    5. urllib3 (urllib3/urllib3)

    AI recommended 5 alternatives but never named dedalus-labs/dedalus-agents-python. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good Python SDKs for building AI agents that interact with external APIs?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Python Library
    4. CrewAI
    5. Haystack
    6. AgentOps

    AI recommended 6 alternatives but never named dedalus-labs/dedalus-agents-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-agents-python?
    pass
    AI did not name dedalus-labs/dedalus-agents-python — likely talking about a different project

    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-agents-python in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dedalus-labs/dedalus-agents-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-agents-python solve, and who is the primary audience?
    pass
    AI did not name dedalus-labs/dedalus-agents-python — likely talking about a different project

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

Embed your GEO score

Drop this badge into the README of dedalus-labs/dedalus-agents-python. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/dedalus-labs/dedalus-agents-python.svg)](https://repogeo.com/en/r/dedalus-labs/dedalus-agents-python)
HTML
<a href="https://repogeo.com/en/r/dedalus-labs/dedalus-agents-python"><img src="https://repogeo.com/badge/dedalus-labs/dedalus-agents-python.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

dedalus-labs/dedalus-agents-python — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite