RRepoGEO

REPOGEO REPORT · LITE

PurCL/ASE

Default branch main · commit 8f3c6a38 · scanned 6/16/2026, 9:28:10 PM

GitHub: 630 stars · 43 forks

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 PurCL/ASE, 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
    Expand repository topics to improve categorization

    Why:

    CURRENT
    auto-labeling, auto-parsing, paper-categorization, venue-metadata
    COPY-PASTE FIX
    agentic-ai, ai-agents, software-engineering, literature-review, research-papers, academic-database, paper-automation, automated-curation, nlp, information-extraction, machine-learning, deep-learning
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with the chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Set the homepage URL in the repository's 'About' section to the online version of the database, e.g., `https://purcl.github.io/ASE/web/index.html` (or similar public URL if hosted elsewhere).

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 PurCL/ASE
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PostgreSQL
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. PostgreSQL · recommended 2×
  2. zotero/zotero · recommended 1×
  3. Mendeley · recommended 1×
  4. ReadCube Papers · recommended 1×
  5. EndNote · recommended 1×
  • CATEGORY QUERY
    How to automatically categorize new research papers and maintain a literature database?
    you: not recommended
    AI recommended (in order):
    1. Zotero (zotero/zotero)
    2. Mendeley
    3. ReadCube Papers
    4. EndNote
    5. DevonThink
    6. Connected Papers
    7. ResearchRabbit
    8. Python
    9. PyPDF2 (py-pdf/PyPDF2)
    10. pdfminer.six (pdfminer/pdfminer.six)
    11. NLTK (nltk/nltk)
    12. spaCy (explosion/spaCy)
    13. scikit-learn (scikit-learn/scikit-learn)
    14. TensorFlow (tensorflow/tensorflow)
    15. PyTorch (pytorch/pytorch)
    16. gensim (piskvorky/gensim)
    17. SQLite
    18. PostgreSQL

    AI recommended 18 alternatives but never named PurCL/ASE. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for building a searchable, continuously updated database of academic research papers?
    you: not recommended
    AI recommended (in order):
    1. Elasticsearch
    2. Kibana
    3. Logstash
    4. Beats
    5. Solr
    6. Apache Nutch
    7. Apache Storm
    8. Apache Spark
    9. PostgreSQL
    10. Meilisearch
    11. Algolia
    12. Azure Cognitive Search
    13. AWS OpenSearch Service
    14. Google Cloud Search

    AI recommended 14 alternatives but never named PurCL/ASE. 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 PurCL/ASE?
    pass
    AI named PurCL/ASE explicitly

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

  • If a team adopts PurCL/ASE in production, what risks or prerequisites should they evaluate first?
    pass
    AI named PurCL/ASE 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 PurCL/ASE solve, and who is the primary audience?
    pass
    AI named PurCL/ASE 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 PurCL/ASE. 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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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