REPOGEO REPORT · LITE

harpribot/awesome-information-retrieval

Default branch master · commit a60c61a4 · scanned 6/23/2026, 10:32:53 PM

GitHub: 1,193 stars · 142 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

22 /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

1 / 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 harpribot/awesome-information-retrieval, 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 descriptive topics to the repository

Why:

COPY-PASTE FIX

awesome-list, information-retrieval, web-search, resources, curated-list, academic, research

highreadme#2

Explicitly state the repository's type in the README's opening

Why:

CURRENT

Curated list of information retrieval and web search resources from all around the web.

COPY-PASTE FIX

A curated list of awesome information retrieval and web search resources from all around the web. This repository is a collection of links and references, not a software library or tool for information retrieval.

mediumreadme#3

Enhance the README's 'Introduction' section to clarify repo purpose

Why:

CURRENT

## Introduction
Information Retrieval involves finding relevant information for user queries...

COPY-PASTE FIX

## Introduction
This repository aims to help users navigate the vast field of Information Retrieval by organizing key resources. Information Retrieval involves finding relevant information for user queries...

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 harpribot/awesome-information-retrieval

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

apache/lucene

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

apache/lucene · recommended 2×
elastic/elasticsearch · recommended 2×
apache/solr · recommended 1×
Algolia · recommended 1×
meilisearch/meilisearch · recommended 1×

CATEGORY QUERY
Where can I find a comprehensive collection of resources for learning information retrieval?
you: not recommended
AI recommended (in order):
1. Apache Lucene (apache/lucene)
2. Elasticsearch (elastic/elasticsearch)
AI recommended 2 alternatives but never named harpribot/awesome-information-retrieval. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are the best tools and algorithms for developing effective web search applications?
you: not recommended
AI recommended (in order):
1. Elasticsearch (elastic/elasticsearch)
2. Apache Solr (apache/solr)
3. Algolia
4. Meilisearch (meilisearch/meilisearch)
5. PostgreSQL
6. Apache Lucene (apache/lucene)
AI recommended 6 alternatives but never named harpribot/awesome-information-retrieval. 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 harpribot/awesome-information-retrieval?
pass
AI did not name harpribot/awesome-information-retrieval — 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 harpribot/awesome-information-retrieval in production, what risks or prerequisites should they evaluate first?
pass
AI did not name harpribot/awesome-information-retrieval — 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?
In one sentence, what problem does the repo harpribot/awesome-information-retrieval solve, and who is the primary audience?
pass
AI named harpribot/awesome-information-retrieval 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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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/harpribot/awesome-information-retrieval.svg)](https://repogeo.com/en/r/harpribot/awesome-information-retrieval)

HTML

<a href="https://repogeo.com/en/r/harpribot/awesome-information-retrieval"><img src="https://repogeo.com/badge/harpribot/awesome-information-retrieval.svg" alt="RepoGEO" /></a>

Pro

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harpribot/awesome-information-retrieval — 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