You'd reach for this when you need to analyze how major AI models cite and reference content in their responses. It tracks brand mentions, source attributions, and prompt patterns across ChatGPT, Claude, Perplexity, and Gemini. The server exposes its functionality through both stdio and streamable HTTP transports, making it straightforward to integrate into analysis pipelines or monitoring workflows. Useful if you're tracking how AI assistants handle attribution, comparing citation behavior across models, or auditing where these systems pull information from. The remote endpoint at mcp.parse.gl suggests it taps into an existing parsing service rather than running analysis locally.
Public tool metadata for what this MCP can expose to an agent.
parse_searchFind 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.3 paramsFind 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.
limitnumberquerystringtypesarrayparse_get_brandFetch a concise public marketing brief for one brand, including Parse score, strengths, weak spots, top prompts, citation sources, related brands, and next research questions.1 paramsFetch a concise public marketing brief for one brand, including Parse score, strengths, weak spots, top prompts, citation sources, related brands, and next research questions.
slug_or_idstringparse_get_promptFetch one public organic prompt by slug when the user wants to inspect the exact AI-search question behind a result.1 paramsFetch one public organic prompt by slug when the user wants to inspect the exact AI-search question behind a result.
slugstringparse_get_statsExplain the public Parse index scale and freshness: tracked brands, organic prompts, and citation observations.Explain the public Parse index scale and freshness: tracked brands, organic prompts, and citation observations.
No parameter schema in public metadata yet.
searchCompatibility alias for parse_search. Use for clients that expect a generic search tool.2 paramsCompatibility alias for parse_search. Use for clients that expect a generic search tool.
limitnumberquerystringfetchCompatibility alias that resolves fetch IDs like brand:stripe or prompt:best-crm into JSON-text results with human-readable text.1 paramsCompatibility alias that resolves fetch IDs like brand:stripe or prompt:best-crm into JSON-text results with human-readable text.
idstringio.github.ericm1018/skillfm-llm-cost-optimizer-openai-anthropic-usage
io.github.mikerawsonnz/llm-orchestration-agent
io.github.mikerawsonnz/authenticated-llm-agent
labforgedev/copilot-memory-mcp
csoai-org/agent-prompt-injection-firewall-mcp
io.github.mikerawsonnz/authenticated-multi-llm-agent