RRepoGEO

REPOGEO REPORT · LITE

AI4Bharat/indicnlp_catalog

Default branch master · commit 7c608d6f · scanned 6/15/2026, 11:12:59 AM

GitHub: 636 stars · 96 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 AI4Bharat/indicnlp_catalog, 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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Add a LICENSE file (e.g., MIT or Apache-2.0) to the repository root to clarify usage terms for contributors and users.
  • highreadme#2
    Strengthen README's opening to emphasize 'catalog' and 'resource discovery'

    Why:

    CURRENT
    # :bookmark: The Indic NLP Catalog
_A Collaborative Catalog of Resources for Indic Language NLP_

The **Indic NLP Catalog** repository is an attempt to **collaboratively** build the **most comprehensive** catalog of NLP datasets, models and other resources for all languages of the Indian subcontinent.
    COPY-PASTE FIX
    # :bookmark: The Indic NLP Catalog
_The Definitive Collaborative Catalog for Indic Language NLP Resources_

The **Indic NLP Catalog** is the **most comprehensive and centralized platform** for discovering and accessing NLP datasets, models, and other resources across all languages of the Indian subcontinent. It serves as a vital hub for researchers and practitioners to find, contribute, and utilize essential Indic NLP assets.
  • mediumtopics#3
    Add more specific topics to highlight resource catalog function

    Why:

    CURRENT
    awesome-list, corpora, indian-languages, libraries, models
    COPY-PASTE FIX
    awesome-list, corpora, indian-languages, libraries, models, resource-catalog, nlp-resources, data-discovery, indic-nlp

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 AI4Bharat/indicnlp_catalog
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AI4Bharat
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AI4Bharat · recommended 1×
  2. Hugging Face · recommended 1×
  3. IndicNLP Library · recommended 1×
  4. Google Research India · recommended 1×
  5. Google AI Blog · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive list of NLP datasets and models for Indian languages?
    you: not recommended
    AI recommended (in order):
    1. AI4Bharat
    2. Hugging Face
    3. IndicNLP Library
    4. Google Research India
    5. Google AI Blog
    6. Microsoft Research India
    7. WMT (Workshop on Machine Translation)
    8. LREC (Language Resources and Evaluation Conference)

    AI recommended 8 alternatives but never named AI4Bharat/indicnlp_catalog. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best available NLP libraries and corpora for various Indic language processing tasks?
    you: not recommended
    AI recommended (in order):
    1. Indic NLP Library
    2. iNLTK
    3. Stanza
    4. spaCy
    5. spacy-udpipe
    6. NLTK
    7. ILCI (Indian Language Corpora Initiative) Corpus
    8. CIIL (Central Institute of Indian Languages) Corpora
    9. Universal Dependencies (UD) Corpora
    10. WikiSource
    11. Wikipedia Dumps
    12. IIT Bombay English-Hindi Parallel Corpus
    13. Samantar Corpus

    AI recommended 13 alternatives but never named AI4Bharat/indicnlp_catalog. 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 AI4Bharat/indicnlp_catalog?
    pass
    AI did not name AI4Bharat/indicnlp_catalog — 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 AI4Bharat/indicnlp_catalog in production, what risks or prerequisites should they evaluate first?
    pass
    AI named AI4Bharat/indicnlp_catalog 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 AI4Bharat/indicnlp_catalog solve, and who is the primary audience?
    pass
    AI named AI4Bharat/indicnlp_catalog 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 AI4Bharat/indicnlp_catalog. 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/AI4Bharat/indicnlp_catalog.svg)](https://repogeo.com/en/r/AI4Bharat/indicnlp_catalog)
HTML
<a href="https://repogeo.com/en/r/AI4Bharat/indicnlp_catalog"><img src="https://repogeo.com/badge/AI4Bharat/indicnlp_catalog.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

AI4Bharat/indicnlp_catalog — 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