RRepoGEO

REPOGEO REPORT · LITE

SethGammon/Citadel

Default branch main · commit 4ff456f1 · scanned 6/5/2026, 10:46:48 AM

GitHub: 588 stars · 53 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 SethGammon/Citadel, 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
  • mediumreadme#1
    Refine the README's opening sentence for clearer positioning

    Why:

    CURRENT
    **Citadel is an open-source orchestration layer for Claude Code and OpenAI Codex.**
    COPY-PASTE FIX
    **Citadel is an open-source orchestration layer for AI coding agents like Claude Code and OpenAI Codex, designed for durable project memory and complex engineering workflows.**
  • lowhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://sethgammon.github.io/Citadel/

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 SethGammon/Citadel
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
gpt-engineer-org/gpt-engineer
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. gpt-engineer-org/gpt-engineer · recommended 1×
  2. Significant-Gravitas/AutoGPT · recommended 1×
  3. yoheinakajima/babyagi · recommended 1×
  4. langchain-ai/langchain · recommended 1×
  5. Pinecone · recommended 1×
  • CATEGORY QUERY
    How can I give AI coding assistants durable project memory and repeatable workflows?
    you: not recommended
    AI recommended (in order):
    1. GPT-Engineer (gpt-engineer-org/gpt-engineer)
    2. AutoGPT (Significant-Gravitas/AutoGPT)
    3. BabyAGI (yoheinakajima/babyagi)
    4. LangChain (langchain-ai/langchain)
    5. Pinecone
    6. Chroma (chroma-core/chroma)
    7. Weaviate (weaviate/weaviate)
    8. Cursor
    9. OpenAI API
    10. GitHub Copilot Chat
    11. Smol-developer (smol-ai/smol-developer)

    AI recommended 11 alternatives but never named SethGammon/Citadel. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help orchestrate multiple AI development agents for complex coding projects?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. Haystack
    5. Open Interpreter
    6. LlamaIndex

    AI recommended 6 alternatives but never named SethGammon/Citadel. 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 SethGammon/Citadel?
    pass
    AI named SethGammon/Citadel explicitly

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

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

Subscribe to Pro for deep diagnoses

SethGammon/Citadel — 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