Ai Visibility

io.github.sharozdawaPublished by GitHub account sharozdawav1.0.0Updated Oct 24, 2026

Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini.

VerifiedSTDIODesktop onlyData & AnalyticsBusiness & Commerce

Overview

AI-generated overview

A local MCP server that reports how AI platforms such as ChatGPT, Perplexity, Claude and Gemini mention a brand, with scores, sentiment and competitor data.

What you can do
Check a brand's visibility across the four AI platforms, with mention rates, positions, sentiment and competitor analysis, or test a single query on one platform for mention status, position, context and sentiment. Calculate an overall 0-100 visibility score with tier rating, per-platform breakdown and improvement recommendations. Compare two to ten brands side by side with ranked results and per-platform scores. List the supported platforms and how each sources brand information.
When to use it
Useful for marketers or brand owners who want a quick, repeatable read on how AI assistants describe their brand versus competitors, and prioritized suggestions for improving that presence.
Requirements
Runs locally over stdio, typically launched with npx from the npm package ai-visibility-mcp, so Node.js is needed. No accounts, API keys or environment variables are declared. The optional self-hosted web dashboard needs a database connection string.
Before you install
The README says results use seeded randomness, so scores are reproducible simulations rather than live queries to the AI platforms; treat them as indicative, not measured. The optional dashboard setup asks for a database connection string in a local environment file.

Installation

In SourceWeft

  1. Open Ai Visibility in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

README

[Image]

[npm version] [GitHub stars] [License] [PRs Welcome] [AI Visibility MCP server]

Know exactly how AI platforms talk about your brand.
Track mentions, sentiment, position, and competitors across the AI platforms that shape buying decisions.

Features

  • Multi-Platform Tracking — Monitor visibility across ChatGPT, Perplexity, Claude, and Gemini simultaneously
  • Visibility Scoring — Get a 0-100 score with tier ratings (Excellent / Good / Moderate / Low / Very Low)
  • Sentiment Analysis — Understand whether AI platforms describe your brand positively, neutrally, or negatively
  • Competitor Intelligence — See which competitors appear alongside your brand in AI responses
  • Brand Comparison — Compare up to 10 brands side by side with per-platform breakdowns
  • Actionable Recommendations — Get prioritized steps to improve your AI visibility
  • MCP Server — Works with Claude Desktop, Cursor, and any MCP-compatible client
  • Consistent Results — Seeded randomness ensures reproducible results for the same brand

MCP Server Installation

Claude Desktop

Add to your claude_desktop_config.json:

json
{  "mcpServers": {    "ai-visibility": {      "command": "npx",      "args": ["-y", "ai-visibility-mcp"]    }  }}

Cursor

Add to your Cursor MCP settings (.cursor/mcp.json):

json
{  "mcpServers": {    "ai-visibility": {      "command": "npx",      "args": ["-y", "ai-visibility-mcp"]    }  }}

npx (standalone)

bash
npx ai-visibility-mcp

MCP Tools

ToolDescription
check_brand_visibilityCheck a brand's visibility across AI platforms with detailed per-platform results, mention rates, positions, sentiment, and competitor analysis
check_single_queryCheck brand mention for a specific query on a specific platform — get mention status, position, context snippet, and sentiment
get_visibility_scoreCalculate overall AI visibility score (0-100) with tier rating, per-platform breakdowns, and improvement recommendations
compare_brandsCompare visibility of 2-10 brands side by side with ranked results and per-platform scores
get_recommendationsGet prioritized, actionable recommendations to improve AI visibility based on current score
list_platformsList all supported AI platforms with details on how each sources and presents brand information

How Scoring Works

The visibility score (0-100) is calculated from three components:

ComponentWeightWhat It Measures
Mention Rate40%How often the brand appears in AI responses
Position Quality30%Where the brand is mentioned (1st = best, 5th = worst)
Sentiment30%Whether mentions are positive, neutral, or negative

Score Tiers:

  • 80-100 Excellent — Strong presence across platforms
  • 60-79 Good — Visible but room to improve
  • 40-59 Moderate — Appears in some responses
  • 20-39 Low — Limited visibility
  • 0-19 Very Low — Rarely mentioned

Self-Hosting

Clone the repo and build the MCP server:

bash
git clone https://github.com/sharozdawa/ai-visibility.gitcd ai-visibility/mcp-servernpm installnpm run build

Run the MCP server directly:

bash
node dist/index.js

Or point your MCP client to the local build:

json
{  "mcpServers": {    "ai-visibility": {      "command": "node",      "args": ["/path/to/ai-visibility/mcp-server/dist/index.js"]    }  }}

Run the Web Dashboard

The project includes a Next.js dashboard for visual tracking:

bash
cd ai-visibilitycp .env.example .env# Set your DATABASE_URL in .envnpm installnpx prisma db pushnpm run dev

Platforms Tracked

PlatformCompanyHow It Sources Information
ChatGPTOpenAITrained on web data; optional web browsing for real-time info
PerplexityPerplexity AIReal-time web search with source citations
ClaudeAnthropicTrained on web data; focuses on accurate, well-reasoned responses
GeminiGoogleLeverages Google Search index and Knowledge Graph

Why AI Visibility vs Paid Alternatives

Featureai-visibilityOtterlyAthenaHQ
Platforms tracked432
Visibility scoreYesYesYes
Competitor analysisYesYesLimited
Sentiment analysisYesNoNo
Self-hostableYesNoNo
Open sourceYesNoNo
PriceFree$100-300/mo$200-500/mo

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License

MIT

Built by Sharoz Dawa
[GitHub]

[Image]

Source: README.md at commit ba0253d

Tools

0
SourceWeft has not started this package in its sandbox yet, so its tools are not known.

Version history

1
  1. v1.0.0LatestSep 16, 2026

Score

50% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts

    Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.

  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts