RRepoGEO

REPOGEO REPORT · LITE

potsawee/selfcheckgpt

Default branch main · commit 19b492a2 · scanned 6/10/2026, 4:52:16 PM

GitHub: 619 stars · 70 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 potsawee/selfcheckgpt, 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
    llm, hallucination-detection, generative-ai, nlp, self-correction, factuality, python-package
  • mediumreadme#2
    Reposition README opening to emphasize tool's purpose

    Why:

    CURRENT
    Project page for our paper "SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models"
    COPY-PASTE FIX
    SelfCheckGPT is a Python package for zero-resource, black-box hallucination detection in large language models. It implements the methods described in our paper "SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models".
  • lowhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://arxiv.org/abs/2303.08896

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 potsawee/selfcheckgpt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Pinecone · recommended 1×
  4. Weaviate · recommended 1×
  5. Milvus · recommended 1×
  • CATEGORY QUERY
    How to automatically check for factual inaccuracies in large language model generated text?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Pinecone
    4. Weaviate
    5. Milvus
    6. Google Search API
    7. OpenFactCheck
    8. Neo4j
    9. Amazon Neptune
    10. ArangoDB
    11. Wikidata Query Service
    12. SpaCy
    13. NLTK
    14. Hugging Face Transformers library
    15. PyTorch
    16. TensorFlow

    AI recommended 16 alternatives but never named potsawee/selfcheckgpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are effective techniques for evaluating hallucination risks in generative AI outputs?
    you: not recommended
    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 potsawee/selfcheckgpt?
    pass
    AI named potsawee/selfcheckgpt explicitly

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

  • If a team adopts potsawee/selfcheckgpt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named potsawee/selfcheckgpt 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 potsawee/selfcheckgpt solve, and who is the primary audience?
    pass
    AI named potsawee/selfcheckgpt 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 potsawee/selfcheckgpt. 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/potsawee/selfcheckgpt.svg)](https://repogeo.com/en/r/potsawee/selfcheckgpt)
HTML
<a href="https://repogeo.com/en/r/potsawee/selfcheckgpt"><img src="https://repogeo.com/badge/potsawee/selfcheckgpt.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

potsawee/selfcheckgpt — 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