RRepoGEO

REPOGEO REPORT · LITE

brunoclz/br-acc

Default branch main · commit dfc2e7a4 · scanned 5/18/2026, 11:31:17 PM

GitHub: 1,701 stars · 461 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 brunoclz/br-acc, 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
  • highreadme#1
    Reposition README's opening to clarify purpose and audience

    Why:

    CURRENT
    Open-source graph infrastructure that cross-references Brazil's public databases to generate actionable intelligence for civic improvement.
    COPY-PASTE FIX
    br/acc is a civic tech project providing open-source graph infrastructure that cross-references Brazil's public databases to generate actionable intelligence for civic improvement and transparency.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    civic-tech, open-data, brazil, graph-database, transparency, public-data, etl, data-journalism, anti-corruption
  • mediumreadme#3
    Emphasize community and active development in the README

    Why:

    CURRENT
    br/acc is a decentralized movement of Brazilian builders using technology and open data to make public information more accessible. This repository is one of its projects: an open-source graph infrastructure that ingests official Brazilian public databases...
    COPY-PASTE FIX
    br/acc is a decentralized movement of Brazilian builders using technology and open data to make public information more accessible. This repository is one of its projects: an open-source graph infrastructure that ingests official Brazilian public databases... It is actively developed and maintained by a growing community of contributors.

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 brunoclz/br-acc
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Neo4j
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Neo4j · recommended 1×
  2. Amazon Neptune · recommended 1×
  3. ArangoDB · recommended 1×
  4. Grakn · recommended 1×
  5. Ontotext GraphDB · recommended 1×
  • CATEGORY QUERY
    How to build a queryable graph database from disparate public government datasets?
    you: not recommended
    AI recommended (in order):
    1. Neo4j
    2. Amazon Neptune
    3. ArangoDB
    4. Grakn
    5. Ontotext GraphDB
    6. Dgraph
    7. Apache TinkerPop
    8. Apache Cassandra
    9. Apache HBase

    AI recommended 9 alternatives but never named brunoclz/br-acc. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for creating civic transparency applications by integrating scattered open government data?
    you: not recommended
    AI recommended (in order):
    1. OpenSpending (openspending/openspending)
    2. CKAN (ckan/ckan)
    3. Socrata Open Data Platform
    4. DataMade's Open Data Platform (ODP)
    5. Google Cloud Platform
    6. AWS (Amazon Web Services)
    7. Microsoft Azure
    8. Tableau
    9. Power BI
    10. Looker Studio

    AI recommended 10 alternatives but never named brunoclz/br-acc. 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 brunoclz/br-acc?
    pass
    AI did not name brunoclz/br-acc — 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 brunoclz/br-acc in production, what risks or prerequisites should they evaluate first?
    pass
    AI named brunoclz/br-acc 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 brunoclz/br-acc solve, and who is the primary audience?
    pass
    AI named brunoclz/br-acc 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 brunoclz/br-acc. 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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  • Brand-free category queries5 vs 2 in Lite
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