RRepoGEO

REPOGEO REPORT · LITE

apify/mcpc

Default branch main · commit 0fd565c3 · scanned 6/1/2026, 7:12:00 AM

GitHub: 663 stars · 61 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 apify/mcpc, 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's opening paragraph to emphasize LLM/AI model interaction

    Why:

    CURRENT
    `mcpc` is a command-line client for the Model Context Protocol (MCP) that maps MCP operations to intuitive commands for interactive shell use, scripting, and AI agents.
    COPY-PASTE FIX
    `mcpc` is a command-line client for the Model Context Protocol (MCP), specifically designed for interacting with large language models and AI agents from the command line for scripting and interactive use.
  • mediumtopics#2
    Add more specific topics related to LLM interaction and AI models

    Why:

    CURRENT
    ai-agents, bash, claude, cli, code-mode, command-line, mcp, mcp-client, model-context-protocol, shell
    COPY-PASTE FIX
    ai-agents, bash, claude, cli, code-mode, command-line, llm, large-language-models, ai-models, mcp, mcp-client, model-context-protocol, shell
  • mediumreadme#3
    Clarify 'Persistent sessions' feature to differentiate from generic terminal tools

    Why:

    CURRENT
    🔄 **Persistent sessionsKeep multiple stateful connections alive simultaneously.
    COPY-PASTE FIX
    🔄 **Persistent sessions:** Keep multiple stateful connections to MCP servers alive simultaneously, crucial for managing context and state in AI agent 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 apify/mcpc
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
openai/openai-python
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. openai/openai-python · recommended 1×
  2. LM Studio CLI · recommended 1×
  3. ollama/ollama · recommended 1×
  4. curl/curl · recommended 1×
  5. psf/requests · recommended 1×
  • CATEGORY QUERY
    How to interact with large language models from the command line for scripting?
    you: not recommended
    AI recommended (in order):
    1. OpenAI CLI (openai/openai-python)
    2. LM Studio CLI
    3. Ollama (ollama/ollama)
    4. curl (curl/curl)
    5. requests library (psf/requests)
    6. llm (simonw/llm)
    7. LiteLLM CLI (BerriAI/litellm)
    8. jq (stedolan/jq)

    AI recommended 8 alternatives but never named apify/mcpc. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What command-line tools offer persistent sessions for AI agent development?
    you: not recommended
    AI recommended (in order):
    1. tmux
    2. GNU Screen
    3. Mosh
    4. Byobu
    5. Evergreen

    AI recommended 5 alternatives but never named apify/mcpc. 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 apify/mcpc?
    pass
    AI named apify/mcpc explicitly

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

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

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

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apify/mcpc — 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