RRepoGEO

REPOGEO REPORT · LITE

Ironclad/rivet

Default branch main · commit 7cdd13a1 · scanned 6/22/2026, 10:46:47 AM

GitHub: 4,615 stars · 382 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)

2 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 Ironclad/rivet, 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
    Clarify README H1 and opening paragraph for core identity

    Why:

    CURRENT
    <h1 align="center"></h1>
<p align="center">
  <a href="https://rivet.ironcladapp.com">Rivet</a>, the IDE for creating complex AI agents and prompt chaining, and embedding it in your application.
    COPY-PASTE FIX
    # Rivet: The Open-Source Visual AI Programming Environment
<p align="center">
  <a href="https://rivet.ironcladapp.com">Rivet</a> is an open-source visual programming environment and TypeScript library for designing, debugging, and deploying complex AI agents and prompt chains directly in your application.
  • mediumtopics#2
    Expand topics to include visual programming and agent development

    Why:

    CURRENT
    ai, llm, openai, typescript
    COPY-PASTE FIX
    ai, llm, openai, typescript, visual-programming, low-code, no-code, ai-agents, prompt-engineering, graph-editor
  • mediumreadme#3
    Add a 'Why Rivet?' section to differentiate from alternatives

    Why:

    COPY-PASTE FIX
    ## Why Rivet?

Rivet stands out as a dedicated open-source visual programming environment for AI agents, offering a unique blend of flexibility and control. Unlike enterprise-grade machine learning platforms (e.g., Azure ML Studio, Google Cloud Vertex AI) which are broad data science tools, Rivet is purpose-built for designing, debugging, and deploying complex LLM-powered agents. Compared to code-first libraries (e.g., LangChain, LlamaIndex), Rivet provides an intuitive graphical interface that simplifies prompt chaining and agent orchestration, making advanced AI development accessible without sacrificing the power of a TypeScript library for integration.

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 Ironclad/rivet
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Microsoft Azure Machine Learning Studio (classic)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Microsoft Azure Machine Learning Studio (classic) · recommended 1×
  2. Google Cloud Vertex AI Workbench (with Pipelines) · recommended 1×
  3. DataRobot · recommended 1×
  4. KNIME Analytics Platform · recommended 1×
  5. RapidMiner Studio · recommended 1×
  • CATEGORY QUERY
    Need a visual development environment for designing and deploying advanced AI agents.
    you: not recommended
    AI recommended (in order):
    1. Microsoft Azure Machine Learning Studio (classic)
    2. Google Cloud Vertex AI Workbench (with Pipelines)
    3. DataRobot
    4. KNIME Analytics Platform
    5. RapidMiner Studio
    6. Domino Data Lab

    AI recommended 6 alternatives but never named Ironclad/rivet. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source TypeScript tools are available for building LLM prompt chains?
    you: not recommended
    AI recommended (in order):
    1. LangChain.js
    2. LlamaIndex.TS
    3. Promptfoo
    4. OpenAI SDK (TypeScript)
    5. Hugging Face Transformers.js

    AI recommended 5 alternatives but never named Ironclad/rivet. 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 Ironclad/rivet?
    pass
    AI named Ironclad/rivet explicitly

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

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

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

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Ironclad/rivet — 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