Public Parse MCP server, npm shim, and MCPB bundle metadata.
Public Parse MCP server, npm shim, and MCPB bundle metadata.
Improve AI visibility research with Parse. Find how brands appear across AI-search prompts, citation sources, niches, and competitors, then turn that data into marketer-ready actions. Use the server to discover relevant brands, audit a brand's visibility profile, compare competitors, inspect high-intent prompts, identify source opportunities, and build 30-day visibility plans. Parse returns concise research briefs, fetchable result IDs, public score summaries, top prompts, top citation domains, related products, and dataset freshness signals so marketers can move from raw AI visibility data to prioritized SEO
Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.
Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.
| Tool | What it does |
|---|---|
| parse_search | Search brands, organic AI prompts, niches, and citation sources. |
| parse_get_brand | Fetch a marketer-readable AI visibility brief for a brand. |
| parse_get_prompt | Fetch one public organic prompt. |
| parse_get_stats | Summarize public Parse dataset scale and freshness. |
| Variable | Description | Required |
|---|---|---|
| CF_ORIGIN_VERIFY_SECRET | Credential the server authenticates with. | Yes |
| VERCEL_AUTOMATION_BYPASS_SECRET | Credential the server authenticates with. | Yes |
| MCP_INTERNAL_SECRET | Credential the server authenticates with. | Yes |
Read, search and edit files inside allowed directories with the Model Context Protocol reference Filesystem server.
Retrieve version-aware library documentation and code examples with Context7 MCP, using resolve-library-id and query-docs.
This toolkit reverse-engineers X's recommendation algorithm from the [open-source codebase](https://github.com/twitter/the-algorithm) and gives you:
MCP server for generating advanced mock 2D PNG assets for game prototypes.
MCP server for SEC EDGAR data — company filings, financial concepts, and company info
This release adds crash-safe JSONL streaming, failure-path telemetry for all 23 tools, encrypted error fields, and automatic log retention policies.