Parse MCP Server

by parse Your server? Claim it

answering

Parse is answering right now. Last checked 5 min ago. 25 installs a week from npm. It exposes 6 tools.

See how ChatGPT, Claude, Perplexity, and Gemini cite brands, prompts, and sources.

The linked repository no longer exists on GitHub — it was deleted or made private.

Installs per day peak 15 · avg 5 · +31% w/w

a month agotoday

Uptime history 51 days of history · worst day 98%

51 days agonow

98.9%

Uptime 24h

90 of 91 checks

Tools

read from the server

122 ms

Response time

average over 24h

Installs / week

npm and PyPI

Parse missed 3 checks this week

Everything else answered, so this is steady rather than shaky. We check every 15 minutes, which is how a one-off gets told apart from the start of a pattern, and how you hear about the next one within the hour instead of from your users.

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 5 min ago.

Claude Code Claude Desktop Codex Cursor VS Code

run in your terminal

claude mcp add mcp --transport http https://mcp.parse.gl/mcp

~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "mcp": {
      "url": "https://mcp.parse.gl/mcp"
    }
  }
}

~/.codex/config.toml

[mcp_servers.mcp]
url = "https://mcp.parse.gl/mcp"

.cursor/mcp.json

{
  "mcpServers": {
    "mcp": {
      "url": "https://mcp.parse.gl/mcp"
    }
  }
}

.vscode/mcp.json

{
  "mcpServers": {
    "mcp": {
      "url": "https://mcp.parse.gl/mcp"
    }
  }
}

Available tools 6

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

parse

parse_get_brand

Fetch a concise public marketing brief for one brand, including Parse score, strengths, weak spots, top prompts, citation sources, related brands, and next research questions.

parse_get_prompt

Fetch one public organic prompt by slug when the user wants to inspect the exact AI-search question behind a result.

parse_get_stats

Explain the public Parse index scale and freshness: tracked brands, organic prompts, and citation observations.

parse_search

Find brands, organic AI prompts, citation sources, and market niches for marketer research. Use this first when the user names a brand, category, source, or AI visibility question.

fetch

fetch

Compatibility alias that resolves fetch IDs like brand:stripe or prompt:best-crm into JSON-text results with human-readable text.

search

Compatibility alias for parse_search. Use for clients that expect a generic search tool.

Endpoints

URL	Transport	State	Latency	Checked
https://mcp.parse.gl/mcp	streamable-http	answering	115 ms	5 min ago

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Parse — questions

Answers built from our own checks of this server.

What can Parse do?

It exposes 6 tools, read directly from the server on our last check. Among them: fetch, parse_get_brand, parse_get_prompt, parse_get_stats, parse_search, search. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →

Is Parse working right now?

We send a real MCP handshake every 15 minutes. Over the last 24 hours 90 of 91 checks got a reply (98.9%), average response time 122 ms. The bar chart above shows every period we have measured.

Is Parse still maintained?

The linked repository no longer exists on GitHub — it was deleted or made private. We show this because it changes what you can expect: an unmaintained server may keep answering for months and then stop without warning.

How do I connect Parse?

Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.

Does Parse need an API key?

No. Parse completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 6 of them are readable on this page. This is what we observed, not what the docs claim.

How fast is Parse?

It answers our handshake in 122 ms on average, which is faster than 82% of all working MCP servers we measure. That puts it in the quick quarter of the ecosystem. The comparison comes from our own checks across the whole registry, every 15 minutes.

How many people use Parse?

The npm package @parse-gl/mcp was installed 25 times in the last week. Week over week that is +31%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.