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parsegl/parse

v1.0.0MIT

Free AI visibility lookups for any brand, with sources, competitors and measurement dates.

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Parse lets your assistant look up how AI sees a brand, compare competitors, and explore buyer topics and cited sources. Public lookups are free and require no account. Responses include measurement dates and coverage; an unmeasured or unindexed brand is not evidence of zero visibility.

Connect

The hosted Streamable HTTP endpoint is https://mcp.parse.gl/mcp.

  • Cursor and other Agent Plugins clients: install this repository as a plugin. The root plugin.json and mcp.json use the Agent Plugins standard.
  • Gemini CLI: run gemini extensions install https://github.com/Parsegl/parse-mcp.
  • Claude: add the endpoint as a custom connector for public lookups. Authenticated Claude workspace access is not yet verified; the October 26, 2026 CIMD sign-in check returned invalid_client.
  • Other remote MCP clients: add the endpoint using the client's Streamable HTTP configuration.
  • Clients requiring stdio: run npx -y -p @parse-gl/mcp parse-mcp to bridge to the hosted service.

These installation paths do not imply marketplace approval. Setup and current tool reference.

Try it

  • “How does AI see stripe.com? Include sources and measurement dates.”
  • “Compare Stripe and Adyen using matching markets and date windows.”
  • “Find buyer topics related to payment APIs.”

Start with parse_check_brand for a named brand or domain, or parse_search to discover brands, topics and markets. Follow returned identifiers into parse_get_brand, parse_get_topic and parse_get_question. search and fetch are compatibility aliases.

Workspace access

The same endpoint also advertises workspace tools. These require Parse sign-in and selected-workspace membership, with plan-based access. Writes require write consent and workspace administrator opt-in. The service can save drafts and record confirmed task changes; it does not send email. Billing, membership and connection permissions stay in Parse. OAuth compatibility must be verified separately for each client; public lookup support does not establish authenticated support.

Repository contents

The root manifests connect clients to the hosted service without running this repository's server code. mcp-worker/, npm/ and mcp-bundle/ contain earlier worker, shim and desktop-bundle sources; they are not a complete snapshot of the currently deployed service. The published stdio package is @parse-gl/mcp, not the name of the historical npm/ source package.

Privacy and support

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Parse records bounded MCP request information for operational diagnostics as described in its privacy policy. Do not put credentials or unrelated private information into tool arguments.