RRepoGEO

REPOGEO REPORT · LITE

cozodb/cozo

Default branch main · commit 481af058 · scanned 5/30/2026, 6:41:54 AM

GitHub: 4,001 stars · 152 forks

AI VISIBILITY SCORE
20 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
0 / 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 cozodb/cozo, 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
    Add a comprehensive, descriptive introduction to the README

    Why:

    CURRENT
    # CozoDB
    
    ### Table of contents
    COPY-PASTE FIX
    # CozoDB
    
    A transactional, relational-graph-vector database that uses Datalog for query. The hippocampus for AI! CozoDB uniquely combines relational, graph, and vector data models with Datalog queries, making it an ideal embedded solution for AI knowledge graphs and advanced data applications.
    
    ### Table of contents
  • mediumtopics#2
    Add `vector-database` and `ai-database` to repository topics

    Why:

    CURRENT
    client-server, cozo, cozoscript, cross-platform, database, datalog, embedded-database, graph, graph-algorithms, graph-database, graphdb, relational-database, single-executable
    COPY-PASTE FIX
    client-server, cozo, cozoscript, cross-platform, database, datalog, embedded-database, graph, graph-algorithms, graph-database, graphdb, relational-database, single-executable, vector-database, ai-database
  • lowreadme#3
    Add a 'Why CozoDB?' or 'Key Differentiators' section to the README

    Why:

    COPY-PASTE FIX
    ## Why CozoDB?
    
    CozoDB's core differentiator is its use of Datalog as the primary query language, enabling powerful, declarative, recursive queries across integrated multi-model capabilities (relational, graph, and vector search) within a single, embeddable system.

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 cozodb/cozo
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
TerminusDB
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. TerminusDB · recommended 1×
  2. Datomic · recommended 1×
  3. AllegroGraph · recommended 1×
  4. Neo4j · recommended 1×
  5. Graph Data Science Library · recommended 1×
  • CATEGORY QUERY
    What database supports relational, graph, and vector data with Datalog queries?
    you: not recommended
    AI recommended (in order):
    1. TerminusDB
    2. Datomic
    3. AllegroGraph
    4. Neo4j
    5. Graph Data Science Library
    6. Pinecone
    7. Weaviate
    8. PostgreSQL
    9. age (Apache AGE)
    10. pgvector
    11. LogicBlox

    AI recommended 11 alternatives but never named cozodb/cozo. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an embedded transactional database for AI knowledge graph and vector search.
    you: not recommended
    AI recommended (in order):
    1. DuckDB
    2. SQLite
    3. RocksDB
    4. LMDB
    5. H2 Database
    6. UnQLite

    AI recommended 6 alternatives but never named cozodb/cozo. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 cozodb/cozo?
    pass
    AI did not name cozodb/cozo — 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 cozodb/cozo in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name cozodb/cozo — 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 cozodb/cozo solve, and who is the primary audience?
    pass
    AI did not name cozodb/cozo — 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?

Embed your GEO score

Drop this badge into the README of cozodb/cozo. 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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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite