GlaziersEdge Knowledge

io.github.shanethelionv0.2.2Updated Oct 2, 2026

Commercial glass & glazing reference for AI agents: code limits, glass data, product equivalents.

VerifiedStreamable HTTPWeb executableData & AnalyticsKnowledge & Memory

Overview

AI-generated overview

A hosted, read-only reference server that lets an assistant look up US commercial glass and glazing data, code limits, and product equivalents.

What it does
Gives an assistant a curated knowledge base on US commercial glass and glazing: 32 topics covering glass types, coatings, performance terms, safety glazing, energy, impact and fire code limits, systems and practice. Tools include list_topics, get_topic, keyword search, filtering of 227 one-inch insulating-glass makeups by maker, product, substrate, SHGC, VLT, U-value and LSG, cross-referencing of coated glass and aluminum framing series with match ratings, and expert 2026 US installed budget ranges. Answers are cited to topic and section and carry confidence tags such as verified, manufacturer claim, unverified, inference or expert.
When to use it
Useful when an assistant needs quick, cited background on commercial glazing specifications, code limits, or "or equal" substitutions for glass coatings and aluminum framing series, or rough early-stage budget figures. It is a screening and reference aid, not a substitute for manufacturer data, adopted local code, or a licensed professional.
Requirements
A remote streamable HTTP endpoint; no sign-up, API key, headers or credentials are required. Clients that only support local stdio servers need the mcp-remote bridge, which requires Node.js. Optional URL parameter detail_level=brief shortens text answers.
Before you install
Read-only and idempotent, so it does not write, send or delete data. Queries are logged anonymously with a redacted, truncated query text, tool name, result count, latency, client name/version, coarse user-agent family and country, kept 180 days; do not put confidential project information in queries. Budget ranges are expert estimates and must never be used for bids; equivalents are screening aids only. Per-request payments over x402 are planned for some tools later.

Installation

In SourceWeft

  1. Open GlaziersEdge Knowledge in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "glazing-mcp": {
      "type": "http",
      "url": "https://glazing-mcp.glazingkb.workers.dev/mcp"
    }
  }
}

README

GlaziersEdge Knowledge

GlaziersEdge Knowledge is a free, hosted Model Context Protocol server that gives AI agents a curated reference for US commercial glass and glazing: architectural glass makeups and performance data, coated-glass and aluminum-framing "or equal" cross-references, safety-glazing, energy, impact and fire code limits, and early-stage budget ranges. Every answer is cited to a topic and section and keeps a confidence tag, so you can see how solid each item is.

https://glazing-mcp.glazingkb.workers.dev/mcp

Streamable HTTP · no sign-up, no API key · read-only · free during launch

Reference info; verify with manufacturer data, local code, and a licensed professional.

This repository holds listing and connection information only. The server itself is hosted; there is nothing to install.

What it covers

  • Glass: annealed, heat-strengthened, tempered, laminated, insulating glass, low-E and reflective coatings, spandrel, low-iron, heat soak, glass performance terms (VLT, SHGC, U-factor, LSG).
  • Glass performance data: 227 one-inch insulating-glass makeups from Vitro, Guardian SunGuard and Viracon, filterable by maker, product, substrate, SHGC, VLT, U-value and LSG. Old product names are mapped to current ones.
  • Equivalents: coated-glass equivalents across makers with a match rating (Close / Approximate / Not supported by the numbers), and storefront, curtain wall, entrance and window series equivalents across major aluminum framing manufacturers, with discontinued and renamed notices.
  • Codes and standards: safety glazing (IBC 2406), energy (IECC, ASHRAE 90.1, Title 24), hurricane/impact, fire-rated glazing, wind load (ASTM E1300), railings and guards, testing standards.
  • Systems and practice: storefront, curtain wall, all-glass/butt-glazed walls and doors, structural silicone, sealants, specs, submittals, warranties, lead times, estimating red flags.
  • Budget ranges: experienced-estimator 2026 US installed budget ranges for early estimating and sanity checks. Never for bids.

32 topics in all, US national coverage.

Confidence tags

Answers keep the knowledge base's tags. Agents are asked to pass them on to you.

TagMeaning
[V]Verified against a published source
[V-mfr]Manufacturer-published claim
[UNVERIFIED]Needs confirmation before you rely on it
[inference]Reasoned from sources
[Expert]Practitioner judgment (e.g. budget ranges)

Tools

ToolWhat it does
list_topicsLists the 32 topics with one-line summaries and how many items in each are still unverified.
get_topicReads a full topic or one section (e.g. 30.4, sources, summary table), with tables intact. Long topics are paged.
search_glazing_knowledgeKeyword (BM25) search across all topics. Returns cited snippets with topic and section ids, matching tables, and tags.
lookup_glass_performanceFilters center-of-glass data for 1 in. IGUs by maker, product, substrate, max_shgc, min_vlt, max_u, min_lsg. Returns VLT, reflectance, U (air/argon), SHGC, LSG and catalog status.
cross_reference_glassGiven a coating (e.g. SNX 62/27, Solarban 70, VNE-53), returns equivalents from other makers with a match rating.
cross_reference_aluminum_systemGiven a framing series (e.g. Kawneer Trifab 451), returns equivalent series from other manufacturers with basis, status, and discontinued notices.
budget_price_range[Expert] 2026 US installed budget ranges for a scope item (per SF, LF, each, or LS). Budget use only.

All tools are read-only and idempotent (readOnlyHint: true, destructiveHint: false).

Prompts: glazing_question (answer a glazing question with citations) and or_equal_substitution (find equivalents for a specified glass coating or framing series). Resources: glaziersedge://topics (topic index) and glaziersedge://disclaimer (confidence tags and disclaimer). Server card: https://glazing-mcp.glazingkb.workers.dev/.well-known/mcp/server-card.json

Structured output: every tool declares an outputSchema and returns matching structuredContent (JSON records with the same data and tags), alongside the markdown text answer.

Optional config: none is required. Add ?detail_level=brief to the endpoint URL to drop the repeated confidence-tag legend from text answers (the tags on each item stay). Schema: https://glazing-mcp.glazingkb.workers.dev/.well-known/mcp-config Glass values are center-of-glass, not NFRC whole-product ratings.

Example prompts

  • "What's the Vitro equivalent of Guardian SunGuard SNX 62/27?"
  • "Kawneer Trifab 451: what are the equals from other manufacturers?"
  • "Max size for 1/2 in. tempered butt-glazed glass?"
  • "IECC 2021 climate zone 2 fenestration SHGC and U-factor limits?"
  • "List 1-inch IGUs with SHGC at or below 0.25 and VLT of at least 50%, sorted by LSG."
  • "Which glazing locations does IBC 2406 treat as hazardous?"
  • "Budget range per SF for exterior storefront?"

Connect

The endpoint needs no headers or credentials.

Claude (web, desktop, mobile): Settings → Connectors → Add custom connector → paste https://glazing-mcp.glazingkb.workers.dev/mcp.

Claude Code:

bash
claude mcp add --transport http glazing https://glazing-mcp.glazingkb.workers.dev/mcp

Claude Desktop config file (claude_desktop_config.json, uses the mcp-remote bridge; needs Node.js):

json
{  "mcpServers": {    "glazing": {      "command": "npx",      "args": ["-y", "mcp-remote", "https://glazing-mcp.glazingkb.workers.dev/mcp"]    }  }}

Cursor (~/.cursor/mcp.json or .cursor/mcp.json):

json
{  "mcpServers": {    "glazing": {      "url": "https://glazing-mcp.glazingkb.workers.dev/mcp"    }  }}

VS Code (.vscode/mcp.json):

json
{  "servers": {    "glazing": {      "type": "http",      "url": "https://glazing-mcp.glazingkb.workers.dev/mcp"    }  }}

Windsurf (~/.codeium/windsurf/mcp_config.json):

json
{  "mcpServers": {    "glazing": {      "serverUrl": "https://glazing-mcp.glazingkb.workers.dev/mcp"    }  }}

Gemini CLI (~/.gemini/settings.json):

json
{  "mcpServers": {    "glazing": {      "httpUrl": "https://glazing-mcp.glazingkb.workers.dev/mcp"    }  }}

Codex CLI (~/.codex/config.toml):

toml
[mcp_servers.glazing]url = "https://glazing-mcp.glazingkb.workers.dev/mcp"

ChatGPT: Settings → Apps & Connectors → Advanced settings → enable Developer mode → Create, then paste the URL with authentication set to none.

Any other client that only supports local (stdio) servers: npx -y mcp-remote https://glazing-mcp.glazingkb.workers.dev/mcp

Quick check from a terminal:

bash
npx @modelcontextprotocol/inspector --cli https://glazing-mcp.glazingkb.workers.dev/mcp --transport http --method tools/list

Pricing

Free during launch. Per-request agent payments (pay-per-call over the x402 protocol, so agents can pay without an account) are planned for some tools later. Topic browsing will stay free, and any change will be announced here before it takes effect.

Privacy and usage logging

Usage is logged anonymously to improve coverage: timestamp, tool name, a redacted and truncated query (emails, phone numbers and long digit strings are masked), result count, latency, MCP client name/version, a coarse user-agent family, and country. No IP addresses, cookies, tokens or personal data are stored. Logs are deleted after 180 days. Don't put confidential project information in queries.

Disclaimer

This service provides general reference information for commercial glazing professionals. It is not engineering, legal, or code-compliance advice, and it is not a substitute for manufacturer data, the code adopted by your jurisdiction, project specifications, or review by a licensed professional. Items tagged [UNVERIFIED] or [inference] need confirmation. Budget ranges are [Expert] estimates that vary by region, scope and market, and must never be used for bids. Equivalents are screening aids: "equivalent" does not mean identical, so check depth, glazing plane, glass thickness, thermal and structural performance before substituting. Information may be out of date; product lines change.

Reference info; verify with manufacturer data, local code, and a licensed professional.

License

The files in this repository are licensed under CC BY-ND 4.0. The hosted service, its knowledge base and its responses are proprietary, all rights reserved. See NOTICE.md. Product names are trademarks of their respective owners; this project is independent and not affiliated with any manufacturer.

Contact

Questions, corrections, or a product we got wrong: open an issue.

Source: README.md at commit 2a876be

Tools

0
Tool metadata has not been indexed yet.

Version history

1
  1. v0.2.2LatestOct 2, 2026