Brightdata MCP vs GlaziersEdge Knowledge | AllMCPs
Brightdata MCP vs GlaziersEdge Knowledge
A side-by-side look at the Brightdata MCP and GlaziersEdge Knowledge MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.
Verdict: choose Brightdata MCP for developer tools work as a local process; choose GlaziersEdge Knowledge for developer tools. You can also run both side by side in one mcpServers block.
Which MCP server should you choose?
Choose Brightdata MCP when
You need dedicated capabilities in the domain.
Developer Tools
You prefer a local stdio subprocess transport.
You have the keys it needs: API_TOKEN.
You want tools like search_engine, scrape_as_markdown, search_engine_batch.
search_engineScrape search results from Google, Bing or Yandex. Returns SERP results in JSON or Markdown (URL, title, description),Ideal forgathering current information, news, and detailed search results.
scrape_as_markdownScrape a single webpage URL with advanced options for content extraction and get back the results in MarkDown language. This tool can unlock any webpage even if it uses bot detection or CAPTCHA.
search_engine_batchRun multiple search queries simultaneously. Returns JSON for Google, Markdown for Bing/Yandex.
scrape_batchScrape multiple webpages URLs with advanced options for content extraction and get back the results in MarkDown language. This tool can unlock any webpage even if it uses bot detection or CAPTCHA.
discoverSearch the web and rank results by AI-driven relevance. Returns scored results with title, description, and URL. Supports intent-based ranking, geo-targeting, date filtering, and keyword filtering.
search_scrapersFind a Bright Data pre-built scraper (Web Scraper API, 1,200+ sites) for a site or data type, e.g. "amazon reviews" or "linkedin.com". Returns dataset_id, name, domain and collection_methods. Next: call get_scraper_details with a dataset_id and one method.
get_scraper_detailsShow the scraper description, input fields, example input and main output fields for one method. Call before run_scraper and build the input from sample_input or input_fields. Records may contain more fields than output_fields lists.
run_scraperRun a scraper method. input is a list of objects shaped like sample_input from get_scraper_details, one per URL or query. collect_by_url returns one record per input; discover_by_* methods return up to limit_per_input records per input, and every record is billed. Waits up to 45 seconds; if still running it returns snapshot_id with status "running": then poll get_scraper_progress and call get_scraper_results when ready. Records with an "error" field explain failed inputs.
get_scraper_progressStatus of a run: starting, running, ready, failed or canceled.
get_scraper_resultsRecords of a finished run. Returns status "running" if not ready yet.
refresh_scrapersReload the scraper list now instead of waiting for the daily refresh.
GlaziersEdge Knowledge tools 7
list_topicsList the 32 topics in the commercial glass & glazing knowledge base (glass types, safety glazing codes IBC 2406, storefront/curtain wall, energy codes IECC/ASHRAE 90.1/Title 24, fire-rated, hurricane/impact, wind load ASTM E1300, butt-glazed partitions, railings, sealants, testing, specs, warranties, discontinued products, glass performance data, aluminum system cross-reference, budget pricing). Returns topic numbers, titles, one-line summaries and UNVERIFIED counts. Call this first if you are unsure which topic covers a question. Responses keep the KB's confidence tags: [V] verified, [V-mfr] manufacturer claim, [UNVERIFIED], [inference], [Expert] field experience.
get_topicRead the full text of a knowledge-base topic, or a single section of it, with tables and verification tags intact. Use after list_topics or search_glazing_knowledge when you need the complete context (e.g. a whole code table). `topic` accepts a number (30), 'T30', 'Topic 30', or a title phrase ('butt glazed'); `section` accepts a section id like '30.4', 'sources', 'key', or a heading phrase like 'summary table' or 'bid-day checklist'. Long topics are paged: follow the continue_from hint. Responses keep the KB's confidence tags: [V] verified, [V-mfr] manufacturer claim, [UNVERIFIED], [inference], [Expert] field experience.
search_glazing_knowledgeKeyword search (BM25 relevance ranking) across all 32 topics; returns the best-matching sections with cited snippets (topic + section id), relevant tables, and the verification tags present. Best for free-text questions: code requirements ('IBC 2406 hazardous locations', 'IECC 2021 zone 2 SHGC'), sizing rules ('max size 1/2 tempered butt glazed'), definitions ('LSG', 'heat soak'), estimating red flags, lead-time drivers, testing standards. Use specific technical keywords. For numeric glass makeup data use lookup_glass_performance; for product equivalents use cross_reference_glass / cross_reference_aluminum_system; for budget $ use budget_price_range. Responses keep the KB's confidence tags: [V] verified, [V-mfr] manufacturer claim, [UNVERIFIED], [inference], [Expert] field experience.
lookup_glass_performanceFilter manufacturer center-of-glass performance data for 1 in. insulating glass units: Vitro (Solarban 60/70/72/90/R67/R77/R100, Sungate 400, Solarcool, Vistacool on Clear/Starphire/Acuity/Solexia/Atlantica/Azuria/Solarblue/Pacifica/Solarbronze/Optigray/Solargray/Optiblue/Graylite II; 145 makeups), Guardian SunGuard (SNX 62/27, SNX 51/23, SNE 50/25, SN 68, SN 54, SNR 50/43/35 on UltraClear/Clear/Green/CrystalGray/Gray) and Viracon (VNG-5024, VNG-4022, VNE-53, VRE-4725, VRE-4423 by substrate). Returns VLT, exterior/interior reflectance, U (air/argon), SHGC, LSG, catalog status and tags. Filter by maker, product, substrate, or limits (e.g. max_shgc 0.25 to meet IECC CZ 2). Old names like 'Solarban 70XL' or 'Solarban 67' are mapped to current names. Values are COG, not NFRC whole-product ratings. Responses keep the KB's confidence tags: [V] verified, [V-mfr] manufacturer claim, [UNVERIFIED], [inference], [Expert] field experience.
Ready-to-paste client configs
Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.
No confirmed install command for GlaziersEdge Knowledge yet — follow the setup steps linked from its listing page rather than a guessed package name.
Frequently asked questions
Brightdata MCP is categorized under Developer Tools and uses a local stdio subprocess. GlaziersEdge Knowledge belongs to Developer Tools and uses an install path we have not confirmed yet. Pick Brightdata MCP for developer tools work and GlaziersEdge Knowledge for developer tools.
Copy the mcpServers block from the config section on this page into your client's config (for example claude_desktop_config.json or ~/.cursor/mcp.json), then fully restart the client. GlaziersEdge Knowledge has no confirmed install command yet — follow its own setup instructions.
Brightdata MCP has no declared pricing — check the project's own site. GlaziersEdge Knowledge is listed as free. Auth: no auth required. If a server needs environment variables such as API keys, define them under the env key in your client's MCP config.
Yes. MCP clients support multiple servers: add brightdata-mcp and glaziersedge-knowledge as separate keys in the same mcpServers object, and your assistant will call tools from either one.
On AllMCPs, Brightdata MCP has a quality signal of 71/100 (Great) with 2 views, 0 installs and 2,661 GitHub stars. GlaziersEdge Knowledge has 53/100 (Good) with 0 views, 0 installs and 0 GitHub stars.
cross_reference_glassGiven a glass coating/product (e.g. 'SNX 62/27', 'Solarban 70', 'SN 68', 'VNE-53', or an old name like 'Solarban 70XL'), return equivalents from other makers with a match rating (Close / Approximate / Not supported by the numbers). Uses (1) the KB's Guardian↔Vitro chart with tested deltas (Topic 32 §32.9), (2) computed nearest makeups across Vitro, Guardian and Viracon on the same substrate color family using the KB rating rule, and (3) Topic 29 renamed/discontinued notices. Use for 'or-equal' and substitution screening (e.g. 'SNX 62/27 Vitro equivalent'). Responses keep the KB's confidence tags: [V] verified, [V-mfr] manufacturer claim, [UNVERIFIED], [inference], [Expert] field experience.
cross_reference_aluminum_systemGiven an aluminum storefront, curtain wall, entrance door, window, interior or specialty framing series (e.g. 'Kawneer Trifab 451', '451T', '1600 Wall System 1', 'Tubelite E14000', 'YKK YES 45 TU', 'EFCO 403', 'Trifab 400'), return the equivalent series from Arcadia, OBE, Kawneer, Tubelite, EFCO/Wausau, YKK AP, CRL-U.S. Aluminum and Manko for the same family (54-row Topic 28 cross-reference), with basis (face x depth, glazing plane, thermal), Verified/Flagged status, notes, and Topic 29 discontinued-series notices. Equivalent does not mean identical: always check depth, plane, glass thickness, thermal tier, performance. Responses keep the KB's confidence tags: [V] verified, [V-mfr] manufacturer claim, [UNVERIFIED], [inference], [Expert] field experience.
budget_price_rangeReturn 2026 US installed budget SELL price ranges from an experienced commercial glazing estimator ([Expert]) for a scope item: storefront, curtain wall, windows, all-glass walls/doors, folding walls, skylights, fire-rated glass/framing, entrance doors and operators, automatic sliders, glass handrails, mirrors, films, ballistic/storm-shelter glazing, sunshades, mock-ups. Units per SF, LF, each, or LS. Budget/sanity-check use only, never for bids; ranges vary by region, scope and market. Optionally include low-reliability public cross-checks. Responses keep the KB's confidence tags: [V] verified, [V-mfr] manufacturer claim, [UNVERIFIED], [inference], [Expert] field experience.
Choose Brightdata MCP when