RRepoGEO

REPOGEO REPORT · LITE

mindfold-ai/Trellis

Default branch main · commit 7a469cbb · scanned 5/25/2026, 2:17:48 PM

GitHub: 8,383 stars · 459 forks

AI VISIBILITY SCORE
40 /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
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 mindfold-ai/Trellis, 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 the README's opening statement to explicitly state its category

    Why:

    CURRENT
    <strong>Make AI coding reliable at team scale.</strong><br/><sub>A team AI coding harness for progressive specs, custom workflows, task context, and memory across Claude Code, Cursor, OpenCode, Codex, Kiro, Kilo, Gemini CLI, Antigravity, Windsurf, Qoder, CodeBuddy, GitHub Copilot, Droid, and Pi Agent.</sub>
    COPY-PASTE FIX
    <strong>Trellis is an AI agent orchestration and development framework designed to make AI coding reliable at team scale.</strong><br/><sub>It serves as a team AI coding harness for progressive specs, custom workflows, task context, and memory across Claude Code, Cursor, OpenCode, Codex, Kiro, Kilo, Gemini CLI, Antigravity, Windsurf, Qoder, CodeBuddy, GitHub Copilot, Droid, and Pi Agent.</sub>
  • hightopics#2
    Expand repository topics to include broader AI agent categories

    Why:

    CURRENT
    agentic-coding, ai-workflow, claudecode, codex, harness
    COPY-PASTE FIX
    ai-agents, agentic-coding, ai-workflow, llm-orchestration, multi-agent-systems, code-generation, developer-tools, claudecode, codex, harness, ai-development-framework
  • mediumabout#3
    Enhance the repository description for better AI categorization

    Why:

    CURRENT
    The best agent harness.
    COPY-PASTE FIX
    Trellis is an AI agent orchestration and development framework that makes AI coding reliable at team scale, providing a harness for custom workflows, task context, and memory across various coding assistants.

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 mindfold-ai/Trellis
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
mlflow/mlflow
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. mlflow/mlflow · recommended 1×
  2. moby/moby · recommended 1×
  3. iterative/dvc · recommended 1×
  4. jupyterhub/jupyterhub · recommended 1×
  5. Google Colaboratory (Colab) Enterprise · recommended 1×
  • CATEGORY QUERY
    How to ensure reliable and consistent AI coding across a development team?
    you: not recommended
    AI recommended (in order):
    1. MLflow (mlflow/mlflow)
    2. Docker (moby/moby)
    3. DVC (iterative/dvc)
    4. JupyterHub (jupyterhub/jupyterhub)
    5. Google Colaboratory (Colab) Enterprise
    6. GitHub
    7. GitLab
    8. Bitbucket
    9. Weights & Biases (W&B) (wandb/wandb)

    AI recommended 9 alternatives but never named mindfold-ai/Trellis. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help manage AI agent workflows with custom context and memory across various coding assistants?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. BabyAGI
    6. Microsoft Semantic Kernel
    7. CrewAI
    8. Pinecone
    9. Weaviate
    10. Milvus

    AI recommended 10 alternatives but never named mindfold-ai/Trellis. 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 mindfold-ai/Trellis?
    pass
    AI named mindfold-ai/Trellis explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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