Glass bottle intelligence, callable by any AI agent
Available Now
15 MCP tools for searching bottles, matching suppliers, validating specs, analyzing quote risk, and benchmarking pricing. Connect from Claude Code, Cursor, Codex, Windsurf, or any MCP-compatible client.
Connect in 30 Seconds
Add one URL to your MCP client config. Authenticate with an API key. Done.
# 1. Get your API key at glassbottle.cc/settings
# 2. Add to your MCP client config:
# Claude Code / Cursor / Windsurf:
# Add to .claude/mcp.json or Settings > MCP:
{
"mcpServers": {
"glassbottle": {
"url": "https://glassbottle.cc/api/mcp",
"headers": {
"Authorization": "Bearer gbb_live_..."
}
}
}
}15 Industry-Specific Tools
Every tool returns structured JSON — no HTML scraping, no ambiguity. Agents get exactly the data they need.
How Agents Use It
A typical sourcing workflow, fully automated by any MCP-compatible agent.
Search & Discover
Agent searches bottles, looks up neck finish codes, and validates specs against industry standards.
# Agent discovers capabilities
→ tools/list
← [search_bottles, search_suppliers, validate_neck_finish, ...]
# Search for amber Boston round bottles
→ tools/call { name: "search_bottles",
arguments: { capacityRange: [450, 550], color: "amber" } }Match & Quote
Agent matches suppliers, generates spec sheets, and benchmarks pricing against market data.
# Match suppliers for the requirement
→ tools/call { name: "match_suppliers",
arguments: { requirementText: "500ml amber Boston round, 10K units FOB Shanghai" } }
# Get price benchmark
→ tools/call { name: "get_price_benchmark",
arguments: { category: "liquor", capacityMl: 500, incoterm: "FOB" } }Validate & Decide
Agent analyzes quote risk, flags issues, and returns a structured recommendation.
# Analyze the quote for risk
→ tools/call { name: "analyze_quote_risk",
arguments: { productType: "glass bottle", quantity: 10000,
unitPrice: 0.32, currency: "USD", incoterm: "FOB",
paymentTerms: "30/70", claimedCertifications: ["ISO 9001"],
leadTimeDays: 45, supplierRegion: "Jiangsu" } }
# Validate the bottle spec
→ tools/call { name: "validate_bottle_spec",
arguments: { name: "500ml Amber Boston Round",
category: "liquor", shape: "boston-round",
capacityMl: 500, neckFinishCode: "GPI-400-28" } }Why MCP?
Model Context Protocol is the open standard for connecting AI agents to external tools. Your GlassBottle MCP server speaks the same protocol as every major agent platform.
Command Reference
search_bottlesSearch the bottle database by capacity, color, neck finish, category, or keyword.get_bottleGet full details for a specific bottle by ID.search_suppliersSearch the supplier directory by region, category, certifications, or capacity range.get_supplierGet full public profile for a specific supplier by ID.match_suppliersAI-powered supplier matching against a natural language requirement.generate_specGenerate a spec sheet from decision fields.update_specPatch-update an existing spec. Creates a new version.get_specGet the current spec sheet by ID with field provenance.analyze_quote_riskAnalyze a quote against the risk rule library.get_price_benchmarkGet aggregated price benchmark range for a bottle spec.sourcing_queryComposite: bottle search, supplier match, spec gen, and risk analysis from one query.validate_neck_finishValidate a neck finish code against GPI/ROPP/CORK/CROWN standards.lookup_neck_finishLook up full specifications for a neck finish code.find_finishesFind neck finishes by closure type or application.validate_bottle_specValidate a bottle spec against physics and industry standards.