RRepoGEO

REPOGEO REPORT · LITE

temporalio/sdk-python

Default branch main · commit 7ea54e63 · scanned 5/23/2026, 9:12:28 AM

GitHub: 1,073 stars · 187 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 temporalio/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

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

OVERALL DIRECTION
  • highreadme#1
    Reposition README opening to explicitly link SDK to Temporal platform's problem-solving

    Why:

    CURRENT
    Temporal is a distributed, scalable, durable, and highly available orchestration engine used to execute asynchronous, long-running business logic in a scalable and resilient way. "Temporal Python SDK" is the framework for authoring workflows and activities using the Python programming language.
    COPY-PASTE FIX
    The Temporal Python SDK is the official framework for authoring durable, fault-tolerant workflows and activities in Python. It leverages the Temporal orchestration engine to build resilient, long-running asynchronous applications and orchestrate distributed microservices.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://temporal.io/python
  • mediumtopics#3
    Enhance repository topics with more specific problem domains

    Why:

    CURRENT
    durable-execution, microservices, open-source, orchestration, python, temporal-sdk
    COPY-PASTE FIX
    durable-execution, microservices, open-source, orchestration, python, temporal-sdk, workflow-orchestration, fault-tolerance, asynchronous-workflows

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 temporalio/sdk-python
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Temporal
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Temporal · recommended 2×
  2. Apache Airflow · recommended 2×
  3. Prefect · recommended 2×
  4. Cadence · recommended 2×
  5. Celery · recommended 1×
  • CATEGORY QUERY
    How to build resilient, long-running asynchronous workflows in Python applications?
    you: not recommended
    AI recommended (in order):
    1. Temporal
    2. Apache Airflow
    3. Prefect
    4. Celery
    5. AWS Step Functions
    6. Cadence
    7. Dramatiq

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

    Show full AI answer
  • CATEGORY QUERY
    What's a good Python framework for orchestrating distributed, fault-tolerant microservices?
    you: not recommended
    AI recommended (in order):
    1. Temporal
    2. Cadence
    3. Apache Airflow
    4. Prefect
    5. Zeebe
    6. Ray

    AI recommended 6 alternatives but never named temporalio/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 temporalio/sdk-python?
    pass
    AI named temporalio/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 temporalio/sdk-python in production, what risks or prerequisites should they evaluate first?
    pass
    AI named temporalio/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 temporalio/sdk-python solve, and who is the primary audience?
    pass
    AI named temporalio/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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temporalio/sdk-python — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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