RRepoGEO

REPOGEO REPORT · LITE

anthropics/anthropic-cli

Default branch main · commit eaa71c96 · scanned 6/15/2026, 3:36:09 AM

GitHub: 518 stars · 67 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 anthropics/anthropic-cli, 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 README H1 and opening sentence to explicitly mention LLMs

    Why:

    CURRENT
    # ant — Claude Platform CLI

`ant` is the official CLI for the Claude Platform.
    COPY-PASTE FIX
    # ant — Claude Platform CLI for Large Language Models

`ant` is the official CLI for the Claude Platform, providing a command-line interface for interacting with Anthropic's Large Language Models (LLMs).
  • mediumtopics#2
    Add LLM-specific topics

    Why:

    CURRENT
    anthropic, api, claude, cli
    COPY-PASTE FIX
    anthropic, api, claude, cli, llm, large-language-model, ai, generative-ai
  • mediumabout#3
    Update repository description to explicitly mention LLMs

    Why:

    CURRENT
    The CLI for the Claude API
    COPY-PASTE FIX
    The official command-line interface (CLI) for interacting with Anthropic's Claude Large Language Model (LLM) API.

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 anthropics/anthropic-cli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
cURL
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. cURL · recommended 1×
  2. OpenAI CLI · recommended 1×
  3. LMQL · recommended 1×
  4. ollama · recommended 1×
  5. llm · recommended 1×
  • CATEGORY QUERY
    What command line interface tools exist for interacting with large language model APIs?
    you: not recommended
    AI recommended (in order):
    1. cURL
    2. OpenAI CLI
    3. LMQL
    4. ollama
    5. llm
    6. Anthropic CLI

    AI recommended 6 alternatives but never named anthropics/anthropic-cli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I script and manage AI assistant conversations directly from my terminal?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. ollama (ollama/ollama)
    3. llama.cpp (ggerganov/llama.cpp)
    4. cURL (curl/curl)
    5. Python cmd module
    6. clai (clai/clai)

    AI recommended 6 alternatives but never named anthropics/anthropic-cli. 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 anthropics/anthropic-cli?
    pass
    AI named anthropics/anthropic-cli explicitly

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

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

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

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anthropics/anthropic-cli — 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