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Bob-lance

Instagram Engagement MCP

by Bob-lance

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      D
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      Enables Instagram engagement analysis using the unofficial Instagram Private API, including comment sentiment analysis, account comparison, demographic extraction, lead identification, and engagement reporting.
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    • F
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      Enables AI assistants to manage Instagram Business accounts by automating content publishing, scheduling posts, and analyzing performance metrics. Supports posts, stories, reels, and carousels with detailed audience insights and hashtag discovery.
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      Enables AI agents to access Instagram Business account analytics and insights, including follower demographics, post performance, and audience reach.
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      license
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      quality
      A
      maintenance
      Enables AI applications to work with Instagram Business accounts through the Graph API, retrieving profile details and media, pulling engagement insights, publishing images and videos, and reading or replying to direct messages. It also exposes application-controlled resources and user-controlled prompts for analyzing engagement, developing content strategy, and evaluating hashtags.
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    • F
      license
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      quality
      A
      maintenance
      Enables AI applications to interact with Instagram Business accounts through the Instagram Graph API, covering profile and media retrieval, post insights, content publishing, and direct messaging. It also exposes resources for profile data, media feeds, and analytics, plus prompts for engagement, content strategy, and hashtag analysis.
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    • F
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      quality
      D
      maintenance
      Enables LLMs to interact with Instagram through a comprehensive toolkit for account management, content creation, messaging, social graph analysis, and content discovery.
      12
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    TDQS

    B3.4/5.0

    Scored across 5 tools

    Disambiguation5/5

    Each tool has a clearly distinct purpose with no overlap: analyzing comments, comparing accounts, extracting demographics, generating reports, and identifying leads. The descriptions specify unique actions and targets, making it easy for an agent to select the right tool without confusion.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun pattern (e.g., analyze_post_comments, compare_accounts, extract_demographics). The naming is uniform, using snake_case throughout, which enhances readability and predictability for agents.

    Tool Count5/5

    With 5 tools, the server is well-scoped for Instagram engagement analysis. Each tool earns its place by covering distinct aspects of the domain, avoiding bloat or thinness, making it manageable and effective for the intended purpose.

    Completeness4/5

    The tool set covers key engagement analysis functions like sentiment analysis, comparison, demographics, reporting, and lead identification. A minor gap exists in direct engagement actions (e.g., posting or interacting), but the surface is largely complete for analytical workflows.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues