RRepoGEO

REPOGEO REPORT · LITE

cohere-ai/cohere-toolkit

Default branch main · commit fdd4371e · scanned 5/22/2026, 12:16:42 AM

GitHub: 3,174 stars · 427 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 cohere-ai/cohere-toolkit, 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
  • highreadme#1
    Reposition the README's opening sentence to emphasize Cohere-specific value

    Why:

    CURRENT
    Toolkit is a deployable all-in-one RAG application that enables users to quickly build their LLM-based product.
    COPY-PASTE FIX
    Cohere Toolkit is a deployable, all-in-one RAG application specifically optimized for Cohere's AI models, enabling users to quickly build and deploy their LLM-based products.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://cohere.com/toolkit (or relevant project URL)

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 cohere-ai/cohere-toolkit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. Haystack · recommended 2×
  4. OpenAI Assistants API · recommended 2×
  5. Gradio · recommended 1×
  • CATEGORY QUERY
    How can I rapidly develop and deploy retrieval augmented generation applications?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Gradio
    5. Streamlit
    6. Cohere RAG
    7. OpenAI Assistants API

    AI recommended 7 alternatives but never named cohere-ai/cohere-toolkit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an integrated toolkit for building LLM applications with various data source connectors.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Microsoft Semantic Kernel
    5. OpenAI Assistants API
    6. Rasa

    AI recommended 6 alternatives but never named cohere-ai/cohere-toolkit. 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 cohere-ai/cohere-toolkit?
    pass
    AI named cohere-ai/cohere-toolkit explicitly

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

  • If a team adopts cohere-ai/cohere-toolkit in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cohere-ai/cohere-toolkit 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 cohere-ai/cohere-toolkit solve, and who is the primary audience?
    pass
    AI did not name cohere-ai/cohere-toolkit — 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?

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cohere-ai/cohere-toolkit — 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