RRepoGEO

REPOGEO REPORT · LITE

SapienzaNLP/relik

Default branch main · commit 850da1c6 · scanned 6/10/2026, 10:47:06 AM

GitHub: 506 stars · 39 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 SapienzaNLP/relik, 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
    Create a 'LICENSE' file in the root of the repository with the text of a permissive open-source license, such as MIT or Apache 2.0.
  • highreadme#2
    Reposition the README's opening statement to highlight unique differentiators

    Why:

    CURRENT
    A blazing fast and lightweight Information Extraction model for **Entity Linking** and **Relation Extraction**.
    COPY-PASTE FIX
    Relik is a blazing fast and lightweight **retrieval-augmented** Information Extraction model, specifically designed for **zero-shot Entity Linking** and **Relation Extraction** leveraging Large Language Models (LLMs) and prompting.
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Set the repository's homepage URL to 'https://huggingface.co/collections/sapienzanlp/relik-retrieve-read-and-link-665d9e4a5c3ecba98c1bef19'.

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 SapienzaNLP/relik
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
spaCy
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. spaCy · recommended 1×
  2. Prodigy · recommended 1×
  3. SpaCy · recommended 1×
  4. OpenNRE · recommended 1×
  5. Stanza · recommended 1×
  • CATEGORY QUERY
    Need a fast and accurate information extraction model, especially for entity and relation linking.
    you: not recommended
    AI recommended (in order):
    1. spaCy
    2. Prodigy

    AI recommended 2 alternatives but never named SapienzaNLP/relik. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a lightweight information extraction framework for entity and relation triplet extraction.
    you: not recommended
    AI recommended (in order):
    1. SpaCy
    2. OpenNRE
    3. Stanza
    4. Flair
    5. Textacy

    AI recommended 5 alternatives but never named SapienzaNLP/relik. 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 SapienzaNLP/relik?
    pass
    AI did not name SapienzaNLP/relik — 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 SapienzaNLP/relik in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SapienzaNLP/relik 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 SapienzaNLP/relik solve, and who is the primary audience?
    pass
    AI named SapienzaNLP/relik explicitly

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

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MARKDOWN (README)
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SapienzaNLP/relik — 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