RRepoGEO

REPOGEO REPORT · LITE

obi1kenobi/trustfall

Default branch main · commit e1731e98 · scanned 5/27/2026, 9:02:02 PM

GitHub: 2,854 stars · 88 forks

AI VISIBILITY SCORE
35 /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
3 / 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 obi1kenobi/trustfall, 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 opening to emphasize 'unified query engine for heterogeneous data sources'

    Why:

    CURRENT
    # Trustfall — Engine for Querying (Almost) Everything

Trustfall is a query engine for querying any kind of data source, from APIs and databases to any kind of files on disk — and even AI models.
    COPY-PASTE FIX
    # Trustfall: A Unified Query Engine for Heterogeneous Data Sources

Trustfall is a powerful query engine that lets you query any combination of data sources—from APIs and databases to files on disk and even AI models—using a single, unified, GraphQL-like language.
  • mediumtopics#2
    Expand repository topics to include data integration and querying terms

    Why:

    CURRENT
    javascript, python, query-language, rust, wasm
    COPY-PASTE FIX
    javascript, python, query-language, rust, wasm, data-integration, data-virtualization, api-integration, data-querying
  • lowhomepage#3
    Add a project homepage URL

    Why:

    COPY-PASTE FIX
    [URL of the project's main website or documentation hub]

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 obi1kenobi/trustfall
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GraphQL
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GraphQL · recommended 2×
  2. Apache Drill · recommended 2×
  3. Trino · recommended 2×
  4. Apache Kafka · recommended 1×
  5. Prisma · recommended 1×
  • CATEGORY QUERY
    How to query diverse data sources like APIs, files, and databases with a unified language?
    you: not recommended
    AI recommended (in order):
    1. Apache Kafka
    2. GraphQL
    3. Apache Drill
    4. Trino
    5. Prisma
    6. Apache Flink

    AI recommended 6 alternatives but never named obi1kenobi/trustfall. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to query heterogeneous data sources from JavaScript or Python applications.
    you: not recommended
    AI recommended (in order):
    1. Apache Drill
    2. Trino
    3. Dremio
    4. GraphQL
    5. Graphene
    6. Ariadne
    7. Google BigQuery
    8. Amazon Redshift Spectrum
    9. Snowflake

    AI recommended 9 alternatives but never named obi1kenobi/trustfall. 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 obi1kenobi/trustfall?
    pass
    AI named obi1kenobi/trustfall explicitly

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

  • If a team adopts obi1kenobi/trustfall in production, what risks or prerequisites should they evaluate first?
    pass
    AI named obi1kenobi/trustfall 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 obi1kenobi/trustfall solve, and who is the primary audience?
    pass
    AI named obi1kenobi/trustfall 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 obi1kenobi/trustfall. 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/obi1kenobi/trustfall.svg)](https://repogeo.com/en/r/obi1kenobi/trustfall)
HTML
<a href="https://repogeo.com/en/r/obi1kenobi/trustfall"><img src="https://repogeo.com/badge/obi1kenobi/trustfall.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

obi1kenobi/trustfall — 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