RRepoGEO

REPOGEO REPORT · LITE

pgvector/pgvector-python

Default branch master · commit 892180d4 · scanned 6/30/2026, 9:52:58 AM

GitHub: 1,504 stars · 96 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
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 pgvector/pgvector-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 H1 to clarify it's a Python client library for pgvector

    Why:

    CURRENT
    # pgvector-python

pgvector support for Python
    COPY-PASTE FIX
    # pgvector-python: Official Python Client Library for pgvector

Official Python client library for the pgvector PostgreSQL extension.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    python, postgresql, pgvector, vector-database, vector-embeddings, similarity-search, machine-learning, ai, django, sqlalchemy, sqlmodel, psycopg3, asyncpg, peewee
  • mediumreadme#3
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison

[Add a section here explaining how pgvector-python compares to other Python libraries for vector search, or to using raw database drivers with pgvector. Emphasize its role as an official, comprehensive client library.]

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 pgvector/pgvector-python
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
pgvector
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. pgvector · recommended 2×
  2. LangChain · recommended 2×
  3. LlamaIndex · recommended 2×
  4. psycopg2 · recommended 1×
  5. psycopg3 · recommended 1×
  • CATEGORY QUERY
    How to add vector similarity search capabilities to my Python application using PostgreSQL?
    you: not recommended
    AI recommended (in order):
    1. pgvector
    2. psycopg2
    3. psycopg3
    4. SQLAlchemy
    5. pgvector.sqlalchemy
    6. LangChain
    7. LlamaIndex

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

    Show full AI answer
  • CATEGORY QUERY
    Python library for managing and querying vector embeddings in a PostgreSQL database?
    you: not recommended
    AI recommended (in order):
    1. pgvector
    2. SQLAlchemy-pgvector
    3. LangChain
    4. LlamaIndex
    5. Qdrant
    6. Weaviate

    AI recommended 6 alternatives but never named pgvector/pgvector-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 pgvector/pgvector-python?
    pass
    AI did not name pgvector/pgvector-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 pgvector/pgvector-python in production, what risks or prerequisites should they evaluate first?
    pass
    AI named pgvector/pgvector-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 pgvector/pgvector-python solve, and who is the primary audience?
    pass
    AI named pgvector/pgvector-python explicitly

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

Embed your GEO score

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pgvector/pgvector-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