RRepoGEO

REPOGEO REPORT · LITE

gastownhall/gascity

Default branch main · commit dfcad449 · scanned 6/6/2026, 7:01:20 PM

GitHub: 886 stars · 295 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 gastownhall/gascity, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Add a clarifying sentence to the README's opening paragraph

    Why:

    CURRENT
    Gas City is an orchestration-builder SDK for multi-agent systems. It extracts the reusable infrastructure from Gas Town into a configurable toolkit with runtime providers, work routing, formulas, orders, health patrol, and a declarative city configuration.
    COPY-PASTE FIX
    Gas City is an orchestration-builder SDK for multi-agent systems. This project focuses on software development tooling for AI agents and is not related to urban planning or civic engagement. It extracts the reusable infrastructure from Gas Town into a configurable toolkit with runtime providers, work routing, formulas, orders, health patrol, and a declarative city configuration.
  • mediumhomepage#2
    Add the project documentation URL as the repository homepage

    Why:

    COPY-PASTE FIX
    https://docs.gascityhall.com

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 gastownhall/gascity
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. AutoGen · recommended 2×
  3. CrewAI · recommended 2×
  4. Haystack · recommended 2×
  5. LlamaIndex · recommended 2×
  • CATEGORY QUERY
    How to build custom orchestration for complex multi-agent coding workflows?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. Haystack
    5. OpenAI Assistants API
    6. LlamaIndex

    AI recommended 6 alternatives but never named gastownhall/gascity. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What SDKs help create robust, configurable multi-agent systems with declarative setup?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGen
    5. CrewAI
    6. SPADE

    AI recommended 6 alternatives but never named gastownhall/gascity. 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 gastownhall/gascity?
    pass
    AI named gastownhall/gascity explicitly

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

  • If a team adopts gastownhall/gascity in production, what risks or prerequisites should they evaluate first?
    pass
    AI named gastownhall/gascity 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 gastownhall/gascity solve, and who is the primary audience?
    pass
    AI named gastownhall/gascity explicitly

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

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gastownhall/gascity — RepoGEO report