RRepoGEO

REPOGEO REPORT · LITE

smithery-ai/cli

Default branch main · commit 407ac3b3 · scanned 6/4/2026, 1:37:04 AM

GitHub: 748 stars · 89 forks

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 smithery-ai/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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agents, llm-tools, cli, agent-skills, mcp-servers, ai-orchestration, command-line-interface
  • highreadme#2
    Reposition README opening to clearly state its role in AI agent management

    Why:

    CURRENT
    Smithery CLI connects your agents to thousands of skills and MCP servers directly from the command line.
    COPY-PASTE FIX
    Smithery CLI is a command-line interface for AI developers to manage, connect, and orchestrate their AI agents with external skills and MCP servers. It provides direct access to thousands of tools and services, enabling seamless integration and development of AI applications.
  • mediumreadme#3
    Add a sentence to the README's introduction clarifying its unique focus

    Why:

    COPY-PASTE FIX
    Add this sentence after the current opening paragraph: "Unlike generic LLM CLIs, Smithery CLI focuses specifically on connecting and managing AI agents with a vast ecosystem of external skills and MCP servers, streamlining the development and deployment of sophisticated agentic workflows."

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 smithery-ai/cli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Open Interpreter
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Open Interpreter · recommended 1×
  2. LangChain CLI · recommended 1×
  3. deepset/haystack · recommended 1×
  4. AutoGPT · recommended 1×
  5. CrewAI · recommended 1×
  • CATEGORY QUERY
    How to manage AI agent skills and tools directly from the command line?
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter
    2. LangChain CLI
    3. Haystack (deepset/haystack)
    4. AutoGPT
    5. CrewAI
    6. LlamaIndex
    7. Custom Shell Scripts

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

    Show full AI answer
  • CATEGORY QUERY
    Looking for a CLI to connect my AI agents with various external services.
    you: not recommended
    AI recommended (in order):
    1. LangChain CLI (langchain-ai/langchain)
    2. OpenAI CLI (openai/openai-python)
    3. AWS CLI (aws/aws-cli)
    4. gcloud CLI (GoogleCloudPlatform/cloud-sdk)
    5. Azure CLI (Azure/azure-cli)
    6. cURL (curl/curl)
    7. Newman (postmanlabs/newman)

    AI recommended 7 alternatives but never named smithery-ai/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
    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 smithery-ai/cli?
    pass
    AI did not name smithery-ai/cli — 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 smithery-ai/cli in production, what risks or prerequisites should they evaluate first?
    pass
    AI named smithery-ai/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 smithery-ai/cli solve, and who is the primary audience?
    pass
    AI named smithery-ai/cli explicitly

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

Embed your GEO score

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smithery-ai/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