RRepoGEO

REPOGEO REPORT · LITE

vercel-labs/tersa

Default branch main · commit 496dd334 · scanned 6/26/2026, 3:57:06 PM

GitHub: 1,014 stars · 171 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 vercel-labs/tersa, 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 H1 to clearly state its purpose

    Why:

    CURRENT
    # Tersa
    COPY-PASTE FIX
    # Tersa: Visual AI Workflow Playground powered by Vercel AI SDK Gateway
  • mediumtopics#2
    Expand repository topics for better categorization

    Why:

    CURRENT
    ai, aisdk, anthropic, canvas, openai
    COPY-PASTE FIX
    ai, aisdk, anthropic, canvas, openai, workflow-builder, llm-orchestration, prompt-engineering, visual-programming, developer-tool, open-source
  • lowabout#3
    Enhance the repository description to highlight key differentiators

    Why:

    CURRENT
    Tersa is an open source canvas for building AI workflows.
    COPY-PASTE FIX
    Tersa is an open source visual canvas for building and comparing AI workflows, featuring multi-model support and cost indicators.

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 vercel-labs/tersa
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
KNIME Analytics Platform
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. KNIME Analytics Platform · recommended 1×
  2. RapidMiner Studio · recommended 1×
  3. Dataiku DSS (Data Science Studio) · recommended 1×
  4. Azure Machine Learning Studio (classic) · recommended 1×
  5. Google Cloud Vertex AI Workbench (with Pipelines) · recommended 1×
  • CATEGORY QUERY
    Looking for a drag-and-drop tool to visually design and test AI model workflows.
    you: not recommended
    AI recommended (in order):
    1. KNIME Analytics Platform
    2. RapidMiner Studio
    3. Dataiku DSS (Data Science Studio)
    4. Azure Machine Learning Studio (classic)
    5. Google Cloud Vertex AI Workbench (with Pipelines)
    6. Alteryx Designer
    7. H2O.ai Driverless AI

    AI recommended 7 alternatives but never named vercel-labs/tersa. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I compare different large language models and their costs for AI application development?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4 / GPT-3.5 Turbo
    2. Anthropic Claude 3
    3. Google Gemini
    4. Meta Llama 3 (facebookresearch/llama)
    5. Mistral AI
    6. Cohere Command R / Command R+

    AI recommended 6 alternatives but never named vercel-labs/tersa. 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 vercel-labs/tersa?
    pass
    AI named vercel-labs/tersa explicitly

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

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