vamplabai.com
VampLabAI Search exposes 9 public tools on this MCP endpoint.
https://mcp.vamplabai.com/Opens ChatGPT on the web or desktop and asks it to use the WebMCP tools available here.
Connect straight to this server’s public endpoint.
https://mcp.vamplabai.com/mcpWe add this server to your workspace, then open Studio — saved access, one connection to many servers, with a history of what ran.
Last probed Sep 14, 2026 · mcp.vamplabai.com
9tools discovered
Search Api V1 Search Fts
Search Fts. Full-text search in PostgreSQL. Uses PostgreSQL ts_vector for Russian + English text search.
Search Api V1 Search Vector
Search Vector. Semantic vector search in Qdrant. Vectorizes query using BGE-M3 and performs KNN search.
Search Api V1 Search Files
Search Files. Grep-like search through markdown files.
Search Api V1 Search
Search Unified. Unified search across all sources. Combines results from vector (semantic), FTS (keyword), and files (grep). Results are deduplicated and merged using Reciprocal Rank Fusion.
Search Api V1 Categories
Get Categories. Return list of available content categories for filtering.
Search Api V1 Agent Query
Agent Query. Proxy query to agent-api. Costs 5 request units.
Search Api V1 Web Search
Web Search. Search the web via Z.AI or Tavily. Costs 15 credits per request.
Search Api V1 Web Read
Web Read. Read & parse a web page via Z.AI Reader or Tavily Extract. Costs 15 credits per request.
Search Api V1 Web Crawl
Web Crawl. Crawl a website via Tavily. Costs 15 credits per request.
Get your MCP into directories
A working endpoint is step one. Directory coverage is the coordinated launch across ChatGPT, Claude, Cursor, the MCP Registry, and community indexes.
Directory coverage for brandsVampLabAI Search exposes 9 public tools on this MCP endpoint.
Use the MCP endpoint listed on this page in your MCP client configuration. One-click install pills support Claude, Cursor, VS Code, and other hosts. Copy the remote MCP URL if your client needs a manual entry.
Operate VampLabAI Search? Verify ownership to take over this directory entry.
This server appears in the MCPBundles directory. Verify you operate it to take over the listing — name, description, logo, contact email, and skill content. We email a 6-digit code to a maintainer address your server publishes in /.well-known/security.txt or /.well-known/mcpbundles.json. Free, takes about a minute.
MCPBundles probed 9 tools on the live server. The tool list on this page reflects what was discovered at the last refresh — connect your client to see the full set available to your session.
No provider sign-in was required during MCPBundles' probe. Your client may still need MCPBundles credentials depending on how you connect.
MCPBundles is an independent platform built on the open Model Context Protocol standard. Not affiliated with Anthropic PBC or Claude.