RRepoGEO

REPOGEO REPORT · LITE

groq/groq-api-cookbook

Default branch main · commit 8b6555fe · scanned 7/1/2026, 6:37:52 PM

GitHub: 1,384 stars · 290 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
28 /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
2 / 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 groq/groq-api-cookbook, 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
  • highabout#1
    Update the 'About' description to highlight its purpose for Groq API users

    Why:

    CURRENT
    groq-api-cookbook
    COPY-PASTE FIX
    Code examples and tutorials for building applications with the Groq API, focusing on low-latency LLM inference, conversational AI, and tool use.
  • highlicense#2
    Add a LICENSE file or clarify license in README

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file with the appropriate license text (e.g., MIT, Apache-2.0) or add a section to the README explicitly stating the license(s) that apply to the cookbook examples.
  • mediumtopics#3
    Add relevant topics to improve categorization

    Why:

    CURRENT
    managed-by-terraform
    COPY-PASTE FIX
    llm, generative-ai, api-examples, python, conversational-ai, function-calling, tool-use, groq-api, tutorials

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 groq/groq-api-cookbook
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. Anthropic Claude API · recommended 1×
  3. Google Cloud Vertex AI · recommended 1×
  4. Hugging Face Inference Endpoints · recommended 1×
  5. Cohere API · recommended 1×
  • CATEGORY QUERY
    How to quickly develop a conversational AI assistant with low-latency language model inference?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Anthropic Claude API
    3. Google Cloud Vertex AI
    4. Hugging Face Inference Endpoints
    5. Cohere API
    6. AWS Bedrock
    7. Vercel AI SDK (vercel/ai)

    AI recommended 7 alternatives but never named groq/groq-api-cookbook. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking tutorials for implementing tool use and function calling with a generative AI API.
    you: not recommended
    AI recommended (in order):
    1. OpenAI Function Calling Guide
    2. LangChain (langchain-ai/langchain)
    3. Google Gemini API
    4. Anthropic Claude
    5. Hugging Face Transformers Agents (huggingface/transformers)
    6. LlamaIndex (run-llama/llama_index)

    AI recommended 6 alternatives but never named groq/groq-api-cookbook. 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 groq/groq-api-cookbook?
    pass
    AI did not name groq/groq-api-cookbook — likely talking about a different project

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

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

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

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groq/groq-api-cookbook — 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