RRepoGEO

REPOGEO REPORT · LITE

bluesky-social/feed-generator

Default branch main · commit e4f3b822 · scanned 5/14/2026, 8:38:14 PM

GitHub: 2,036 stars · 710 forks

AI VISIBILITY SCORE
28 /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
2 / 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 bluesky-social/feed-generator, 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 to improve categorization

    Why:

    COPY-PASTE FIX
    atproto, bluesky, feed-generator, social-network, federated-social, decentralized-social, algorithm, starter-kit
  • highreadme#2
    Reposition the README's opening paragraph for clearer context

    Why:

    CURRENT
    # ATProto Feed Generator
    
    This is a starter kit for creating ATProto Feed Generators. It's not feature complete, but should give you a good starting ground off of which to build and deploy a feed.
    COPY-PASTE FIX
    # ATProto Feed Generator Starter Kit
    
    This repository provides a production-ready starter kit for developers to build and deploy custom algorithmic content feeds for the Bluesky social network and other AT Protocol-based platforms. It enables you to create personalized, federated social experiences.
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://atproto.com/

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 bluesky-social/feed-generator
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Apache Kafka
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Apache Kafka · recommended 2×
  2. Apache Flink · recommended 2×
  3. Apache Spark Streaming · recommended 2×
  4. TensorFlow · recommended 2×
  5. PyTorch · recommended 2×
  • CATEGORY QUERY
    How to build a custom content feed algorithm for a social platform?
    you: not recommended
    AI recommended (in order):
    1. Apache Kafka
    2. Apache Flink
    3. Apache Spark Streaming
    4. Elasticsearch
    5. Apache Cassandra
    6. Faiss
    7. ScaNN
    8. TensorFlow
    9. PyTorch
    10. Surprise library
    11. MLflow
    12. Kubeflow
    13. Redis

    AI recommended 13 alternatives but never named bluesky-social/feed-generator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for developing a custom algorithm service for federated social feeds?
    you: not recommended
    AI recommended (in order):
    1. Apache Kafka
    2. Confluent Platform
    3. Apache Flink
    4. Apache Spark Streaming
    5. Redis
    6. PostgreSQL
    7. CockroachDB
    8. Kubernetes
    9. FastAPI
    10. Flask
    11. Scikit-learn
    12. PyTorch
    13. TensorFlow

    AI recommended 13 alternatives but never named bluesky-social/feed-generator. 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 bluesky-social/feed-generator?
    pass
    AI did not name bluesky-social/feed-generator — 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 bluesky-social/feed-generator in production, what risks or prerequisites should they evaluate first?
    pass
    AI named bluesky-social/feed-generator 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 bluesky-social/feed-generator solve, and who is the primary audience?
    pass
    AI named bluesky-social/feed-generator explicitly

    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 bluesky-social/feed-generator. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/bluesky-social/feed-generator"><img src="https://repogeo.com/badge/bluesky-social/feed-generator.svg" alt="RepoGEO" /></a>
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bluesky-social/feed-generator — 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