MCP Radar
Servidor MCP

GlaziersEdge Knowledge

io.github.shanethelion/glazing-mcp
Conocimiento y documentación Ciencia e ingeniería Público y accesible MCP 2025-11-25

Qué hace este MCP

Provides commercial glazing reference data for codes, glass performance, framing equivalents, pricing ranges, and technical specifications.

Capacidades

Herramientas

7 herramientas
budget_price_range
Budget price ranges ([Expert], not for bidding)
Return 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.
Solo lectura Idempotente
Esquema de entrada 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['scope'], 'properties': {'limit': {'type': 'integer', 'maximum': 43, 'minimum': 1, 'description': 'Max rows (default 8).'}, 'scope': {'type': 'string', 'maxLength': 200, 'description': "Scope item, e.g. 'exterior storefront', 'curtain wall', 'all-glass door pair', '60-min fire-rated', 'glass railing stairs'. Empty string lists all."}, 'include_public_crosschecks': {'type': 'boolean', 'description': 'Also include public cross-check figures (blog/HomeGuide) with reliability notes.'}}}
Esquema de salida 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['tool', 'result_count', 'notes', 'scope', 'header', 'results', 'caveats', 'disclaimer'], 'properties': {'tool': {'type': 'string', 'const': 'budget_price_range', 'description': 'Tool that produced this result.'}, 'notes': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Notices: renamed/discontinued products, hints, flags. May be empty.'}, 'scope': {'type': 'string'}, 'header': {'type': 'string', 'description': 'Basis of the budget ranges.'}, 'caveats': {'type': 'array', 'items': {'type': 'string'}}, 'results': {'type': 'array', 'items': {'type': 'object', 'required': ['item', 'range', 'low', 'high', 'unit', 'group', 'kind', 'reliability', 'tags'], 'properties': {'low': {'type': ['number', 'null']}, 'high': {'type': ['number', 'null']}, 'item': {'type': 'string'}, 'kind': {'type': 'string', 'description': 'expert or public-crosscheck.'}, 'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Confidence tags on this item: V, V-mfr, UNVERIFIED, inference, Expert.'}, 'unit': {'type': 'string'}, 'group': {'type': 'string'}, 'range': {'type': 'string'}, 'reliability': {'type': 'string'}}, 'additionalProperties': False}}, 'disclaimer': {'type': 'string', 'description': 'Reference-only disclaimer that applies to every answer.'}, 'result_count': {'type': 'integer', 'maximum': 9007199254740991, 'minimum': -9007199254740991, 'description': 'Number of results/records returned.'}}, 'additionalProperties': False}
cross_reference_aluminum_system
Find equivalent aluminum framing systems
Given 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.
Solo lectura Idempotente
Esquema de entrada 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['series'], 'properties': {'limit': {'type': 'integer', 'maximum': 8, 'minimum': 1, 'description': 'Max matching families (default 3).'}, 'maker': {'type': 'string', 'description': 'Maker of the source series if not in `series` (Kawneer, Tubelite, EFCO, Wausau, YKK AP, Arcadia, OBE, CRL-U.S. Aluminum, Manko).'}, 'series': {'type': 'string', 'maxLength': 120, 'minLength': 1, 'description': "Series name/number, optionally with maker, e.g. 'Kawneer Trifab 451' or '6 in. thermal storefront'."}, 'category': {'type': 'string', 'description': "Optional filter: 'Storefront', '6in', 'Curtain Wall', 'Entrances', 'Windows', 'Interior', 'Specialty'."}}}
Esquema de salida 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['tool', 'result_count', 'notes', 'series', 'results', 'disclaimer'], 'properties': {'tool': {'type': 'string', 'const': 'cross_reference_aluminum_system', 'description': 'Tool that produced this result.'}, 'notes': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Notices: renamed/discontinued products, hints, flags. May be empty.'}, 'series': {'type': 'string'}, 'results': {'type': 'array', 'items': {'type': 'object', 'required': ['category', 'family', 'basis', 'row_status', 'matched_maker', 'matched_text', 'equivalents', 'row_notes', 'tags'], 'properties': {'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Confidence tags on this item: V, V-mfr, UNVERIFIED, inference, Expert.'}, 'basis': {'type': 'string'}, 'family': {'type': 'string'}, 'category': {'type': 'string'}, 'row_notes': {'type': 'string'}, 'row_status': {'type': 'string', 'description': 'Verified or Flagged.'}, 'equivalents': {'type': 'array', 'items': {'type': 'object', 'required': ['maker', 'series', 'tags'], 'properties': {'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Confidence tags on this item: V, V-mfr, UNVERIFIED, inference, Expert.'}, 'maker': {'type': 'string'}, 'series': {'type': 'string'}}, 'additionalProperties': False}}, 'matched_text': {'type': 'string'}, 'matched_maker': {'type': 'string'}}, 'additionalProperties': False}, 'description': "Matching equivalency families with each maker's equivalent series."}, 'disclaimer': {'type': 'string', 'description': 'Reference-only disclaimer that applies to every answer.'}, 'result_count': {'type': 'integer', 'maximum': 9007199254740991, 'minimum': -9007199254740991, 'description': 'Number of results/records returned.'}}, 'additionalProperties': False}
cross_reference_glass
Find equivalent glass coatings across makers
Given 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.
Solo lectura Idempotente
Esquema de entrada 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['product'], 'properties': {'limit': {'type': 'integer', 'maximum': 15, 'minimum': 1, 'description': 'Max computed matches per source makeup (default 5).'}, 'product': {'type': 'string', 'maxLength': 120, 'minLength': 2, 'description': "Source glass product, e.g. 'SNX 62/27' or 'Guardian SN 68' or 'Solarban R100'."}, 'substrate': {'type': 'string', 'description': "Substrate of the source makeup, e.g. 'Clear', 'UltraClear', 'Starphire', 'Gray'. Default: clear."}, 'target_maker': {'type': 'string', 'description': 'Only show equivalents from this maker: Vitro, Guardian, or Viracon.'}, 'include_discontinued': {'type': 'boolean', 'description': 'Include discontinued makeups among computed matches (default false).'}}}
Esquema de salida 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['tool', 'result_count', 'notes', 'product', 'chart_equivalents', 'computed_equivalents', 'disclaimer'], 'properties': {'tool': {'type': 'string', 'const': 'cross_reference_glass', 'description': 'Tool that produced this result.'}, 'notes': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Notices: renamed/discontinued products, hints, flags. May be empty.'}, 'product': {'type': 'string', 'description': 'Source product as interpreted.'}, 'disclaimer': {'type': 'string', 'description': 'Reference-only disclaimer that applies to every answer.'}, 'result_count': {'type': 'integer', 'maximum': 9007199254740991, 'minimum': -9007199254740991, 'description': 'Number of results/records returned.'}, 'chart_equivalents': {'type': 'array', 'items': {'type': 'object', 'required': ['direction', 'guardian_product', 'guardian_substrate', 'guardian_values', 'vitro_equivalent', 'vitro_makeup', 'vitro_values', 'deltas', 'match_rating', 'vitro_status', 'tags'], 'properties': {'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Confidence tags on this item: V, V-mfr, UNVERIFIED, inference, Expert.'}, 'deltas': {'type': 'string'}, 'direction': {'type': 'string'}, 'match_rating': {'type': 'string', 'description': 'Close | Approximate | Not supported by the numbers.'}, 'vitro_makeup': {'type': 'string'}, 'vitro_status': {'type': 'string'}, 'vitro_values': {'type': 'string'}, 'guardian_values': {'type': 'string'}, 'guardian_product': {'type': 'string'}, 'vitro_equivalent': {'type': 'string'}, 'guardian_substrate': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Guardian-to-Vitro chart equivalents from Topic 32 §32.9.'}, 'computed_equivalents': {'type': 'array', 'items': {'type': 'object', 'required': ['source', 'substrate_family', 'matches'], 'properties': {'source': {'type': 'object', 'required': ['maker', 'product', 'substrate', 'makeup', 'vlt', 'rout', 'rin', 'u_air', 'u_argon', 'shgc_air', 'shgc_argon', 'lsg_air', 'lsg_argon', 'status', 'tags'], 'properties': {'rin': {'type': ['number', 'null'], 'description': 'Interior reflectance %.'}, 'vlt': {'type': ['number', 'null'], 'description': 'Visible light transmittance %.'}, 'rout': {'type': ['number', 'null'], 'description': 'Exterior reflectance %.'}, 'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Confidence tags on this item: V, V-mfr, UNVERIFIED, inference, Expert.'}, 'maker': {'type': 'string'}, 'u_air': {'type': ['number', 'null']}, 'makeup': {'type': 'string'}, 'status': {'type': 'string', 'description': 'Catalog status (current, discontinued, ...).'}, 'lsg_air': {'type': ['number', 'null']}, 'product': {'type': 'string'}, 'u_argon': {'type': ['number', 'null']}, 'shgc_air': {'type': ['number', 'null']}, 'lsg_argon': {'type': ['number', 'null']}, 'substrate': {'type': 'string'}, 'shgc_argon': {'type': ['number', 'null']}}, 'additionalProperties': False}, 'matches': {'type': 'array', 'items': {'type': 'object', 'required': ['maker', 'product', 'substrate', 'makeup', 'vlt', 'rout', 'shgc', 'delta_vlt', 'delta_shgc', 'delta_rout', 'shgc_basis', 'match_rating', 'status', 'tags'], 'properties': {'vlt': {'type': ['number', 'null']}, 'rout': {'type': ['number', 'null']}, 'shgc': {'type': ['number', 'null']}, 'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Confidence tags on this item: V, V-mfr, UNVERIFIED, inference, Expert.'}, 'maker': {'type': 'string'}, 'makeup': {'type': 'string'}, 'status': {'type': 'string'}, 'product': {'type': 'string'}, 'delta_vlt': {'type': 'number'}, 'substrate': {'type': 'string'}, 'delta_rout': {'type': ['number', 'null']}, 'delta_shgc': {'type': 'number'}, 'shgc_basis': {'type': 'string'}, 'match_rating': {'type': 'string'}}, 'additionalProperties': False}}, 'substrate_family': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Nearest equivalents computed from published center-of-glass numbers [inference].'}}, 'additionalProperties': False}
get_topic
Read a topic or one section
Read 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.
Solo lectura Idempotente
Esquema de entrada 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'properties': {'topic': {'type': ['string', 'number'], 'description': "Topic number 1-32, 'T30', or a title phrase. Optional if `section` is a full id like '16.6'."}, 'section': {'type': 'string', 'description': "Section id ('16.6', 'sources', 'key', '32-A') or heading words ('summary table')."}, 'max_chars': {'type': 'integer', 'maximum': 40000, 'minimum': 1000, 'description': 'Max characters to return (default 12000).'}, 'continue_from': {'type': 'string', 'description': 'Section id to resume paging a long topic from (given in the previous response).'}, 'tables_as_records': {'type': 'boolean', 'description': 'Also return section tables as JSON records (header -> value).'}}}
Esquema de salida 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['tool', 'result_count', 'notes', 'topic', 'results', 'next_section', 'available_sections', 'disclaimer'], 'properties': {'tool': {'type': 'string', 'const': 'get_topic', 'description': 'Tool that produced this result.'}, 'notes': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Notices: renamed/discontinued products, hints, flags. May be empty.'}, 'topic': {'anyOf': [{'type': 'object', 'required': ['num', 'title', 'summary', 'unverified_count', 'source_file'], 'properties': {'num': {'type': 'integer', 'maximum': 9007199254740991, 'minimum': -9007199254740991}, 'title': {'type': 'string'}, 'summary': {'type': 'string'}, 'source_file': {'type': 'string'}, 'unverified_count': {'type': ['number', 'null']}}, 'additionalProperties': False}, {'type': 'null'}], 'description': 'The resolved topic, or null if none matched.'}, 'results': {'type': 'array', 'items': {'type': 'object', 'required': ['section_id', 'heading', 'tags', 'markdown'], 'properties': {'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Confidence tags on this item: V, V-mfr, UNVERIFIED, inference, Expert.'}, 'heading': {'type': 'string'}, 'markdown': {'type': 'string', 'description': 'Section content as markdown (tables intact; may be truncated at max_chars).'}, 'section_id': {'type': 'string', 'description': "Section id, e.g. '30.4'."}}, 'additionalProperties': False}, 'description': 'Sections returned, in order.'}, 'disclaimer': {'type': 'string', 'description': 'Reference-only disclaimer that applies to every answer.'}, 'next_section': {'type': ['string', 'null'], 'description': 'If more sections remain, pass this as continue_from to page on.'}, 'result_count': {'type': 'integer', 'maximum': 9007199254740991, 'minimum': -9007199254740991, 'description': 'Number of results/records returned.'}, 'available_sections': {'type': 'array', 'items': {'type': 'string'}, 'description': 'All section ids in the resolved topic (empty if none).'}}, 'additionalProperties': False}
list_topics
List glazing knowledge-base topics
List 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.
Solo lectura Idempotente
Esquema de entrada 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'properties': {'include_sections': {'type': 'boolean', 'description': 'Also list every section id (e.g. 30.4) per topic. Default false.'}}}
Esquema de salida 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['tool', 'result_count', 'notes', 'results', 'disclaimer'], 'properties': {'tool': {'type': 'string', 'const': 'list_topics', 'description': 'Tool that produced this result.'}, 'notes': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Notices: renamed/discontinued products, hints, flags. May be empty.'}, 'results': {'type': 'array', 'items': {'type': 'object', 'required': ['topic', 'title', 'summary', 'unverified_count', 'section_count'], 'properties': {'title': {'type': 'string'}, 'topic': {'type': 'integer', 'maximum': 9007199254740991, 'minimum': -9007199254740991, 'description': 'Topic number 1-32.'}, 'summary': {'type': 'string'}, 'section_ids': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Section ids (only when include_sections=true).'}, 'section_count': {'type': 'integer', 'maximum': 9007199254740991, 'minimum': -9007199254740991}, 'unverified_count': {'type': ['number', 'null'], 'description': 'Count of [UNVERIFIED] items in the topic.'}}, 'additionalProperties': False}, 'description': 'All topics in the knowledge base.'}, 'disclaimer': {'type': 'string', 'description': 'Reference-only disclaimer that applies to every answer.'}, 'result_count': {'type': 'integer', 'maximum': 9007199254740991, 'minimum': -9007199254740991, 'description': 'Number of results/records returned.'}}, 'additionalProperties': False}
lookup_glass_performance
Look up glass makeup performance data
Filter 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.
Solo lectura Idempotente
Esquema de entrada 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'properties': {'limit': {'type': 'integer', 'maximum': 60, 'minimum': 1, 'description': 'Max rows (default 15).'}, 'maker': {'type': 'string', 'description': 'Vitro (formerly PPG), Guardian, or Viracon.'}, 'max_u': {'type': 'number', 'maximum': 2, 'minimum': 0, 'description': 'Maximum U-value (argon when available, else air), Btu/h·ft²·°F.'}, 'max_vlt': {'type': 'number', 'maximum': 100, 'minimum': 0, 'description': 'Maximum VLT %.'}, 'min_lsg': {'type': 'number', 'maximum': 3, 'minimum': 0, 'description': 'Minimum light-to-solar-gain ratio.'}, 'min_vlt': {'type': 'number', 'maximum': 100, 'minimum': 0, 'description': 'Minimum visible light transmittance %.'}, 'product': {'type': 'string', 'description': "Coating/product, e.g. 'Solarban 70', 'SNX 62/27', 'VNE-53', or a family prefix like 'SNR' or 'Solarban R'."}, 'sort_by': {'enum': ['vlt', 'shgc', 'lsg', 'u'], 'type': 'string', 'description': 'Sort: vlt (high first), shgc (low first), lsg (high first), u (low first).'}, 'max_shgc': {'type': 'number', 'maximum': 1, 'minimum': 0, 'description': 'Maximum SHGC (air value when available, else argon).'}, 'substrate': {'type': 'string', 'description': "Glass substrate/tint, e.g. 'Clear', 'Starphire', 'low-iron', 'Solexia', 'Optigray', 'Gray', 'Green'."}, 'include_discontinued': {'type': 'boolean', 'description': 'Include discontinued/not-available makeups (default true).'}}}
Esquema de salida 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['tool', 'result_count', 'notes', 'total_matches', 'results', 'basis', 'disclaimer'], 'properties': {'tool': {'type': 'string', 'const': 'lookup_glass_performance', 'description': 'Tool that produced this result.'}, 'basis': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Data basis and source notes.'}, 'notes': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Notices: renamed/discontinued products, hints, flags. May be empty.'}, 'results': {'type': 'array', 'items': {'type': 'object', 'required': ['maker', 'product', 'substrate', 'makeup', 'vlt', 'rout', 'rin', 'u_air', 'u_argon', 'shgc_air', 'shgc_argon', 'lsg_air', 'lsg_argon', 'status', 'tags'], 'properties': {'rin': {'type': ['number', 'null'], 'description': 'Interior reflectance %.'}, 'vlt': {'type': ['number', 'null'], 'description': 'Visible light transmittance %.'}, 'rout': {'type': ['number', 'null'], 'description': 'Exterior reflectance %.'}, 'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Confidence tags on this item: V, V-mfr, UNVERIFIED, inference, Expert.'}, 'maker': {'type': 'string'}, 'u_air': {'type': ['number', 'null']}, 'makeup': {'type': 'string'}, 'status': {'type': 'string', 'description': 'Catalog status (current, discontinued, ...).'}, 'lsg_air': {'type': ['number', 'null']}, 'product': {'type': 'string'}, 'u_argon': {'type': ['number', 'null']}, 'shgc_air': {'type': ['number', 'null']}, 'lsg_argon': {'type': ['number', 'null']}, 'substrate': {'type': 'string'}, 'shgc_argon': {'type': ['number', 'null']}}, 'additionalProperties': False}, 'description': 'Center-of-glass data for 1 in. IGU makeups (not NFRC whole-product).'}, 'disclaimer': {'type': 'string', 'description': 'Reference-only disclaimer that applies to every answer.'}, 'result_count': {'type': 'integer', 'maximum': 9007199254740991, 'minimum': -9007199254740991, 'description': 'Number of results/records returned.'}, 'total_matches': {'type': 'integer', 'maximum': 9007199254740991, 'minimum': -9007199254740991, 'description': 'Matches before the limit was applied.'}}, 'additionalProperties': False}
search_glazing_knowledge
Search the glazing knowledge base
Keyword 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.
Solo lectura Idempotente
Esquema de entrada 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['query'], 'properties': {'limit': {'type': 'integer', 'maximum': 10, 'minimum': 1, 'description': 'Number of sections to return (default 5).'}, 'query': {'type': 'string', 'maxLength': 300, 'minLength': 2, 'description': "Keywords or a question, e.g. 'IECC 2021 zone 2 SHGC' or 'heat soak EN 14179 temperature'."}, 'topics': {'type': 'array', 'items': {'type': 'integer', 'maximum': 32, 'minimum': 1}, 'description': 'Restrict to these topic numbers.'}, 'only_tag': {'enum': ['V', 'V-mfr', 'UNVERIFIED', 'inference', 'Expert'], 'type': 'string', 'description': "Only return sections containing this verification tag (e.g. 'Expert' for field experience, 'V' for verified)."}}}
Esquema de salida 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['tool', 'result_count', 'notes', 'query', 'results', 'disclaimer'], 'properties': {'tool': {'type': 'string', 'const': 'search_glazing_knowledge', 'description': 'Tool that produced this result.'}, 'notes': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Notices: renamed/discontinued products, hints, flags. May be empty.'}, 'query': {'type': 'string'}, 'results': {'type': 'array', 'items': {'type': 'object', 'required': ['rank', 'topic', 'section_id', 'heading', 'citation', 'score', 'tags', 'snippet'], 'properties': {'rank': {'type': 'integer', 'maximum': 9007199254740991, 'minimum': -9007199254740991}, 'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Confidence tags on this item: V, V-mfr, UNVERIFIED, inference, Expert.'}, 'score': {'type': 'number', 'description': 'BM25 relevance score.'}, 'topic': {'type': 'integer', 'maximum': 9007199254740991, 'minimum': -9007199254740991}, 'heading': {'type': 'string'}, 'snippet': {'type': 'string', 'description': 'Matching excerpt (markdown).'}, 'citation': {'type': 'string', 'description': 'Human-readable citation (topic and section).'}, 'section_id': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Ranked matching sections.'}, 'disclaimer': {'type': 'string', 'description': 'Reference-only disclaimer that applies to every answer.'}, 'result_count': {'type': 'integer', 'maximum': 9007199254740991, 'minimum': -9007199254740991, 'description': 'Number of results/records returned.'}}, 'additionalProperties': False}
Historial

Cambios recientes en herramientas

Añadido
budget_price_range
3 de October de 2026 a las 02:40
Añadido
cross_reference_aluminum_system
3 de October de 2026 a las 02:40
Añadido
cross_reference_glass
3 de October de 2026 a las 02:40
Añadido
lookup_glass_performance
3 de October de 2026 a las 02:40
Añadido
search_glazing_knowledge
3 de October de 2026 a las 02:40
Añadido
get_topic
3 de October de 2026 a las 02:40
Añadido
list_topics
3 de October de 2026 a las 02:40
Descubrir

Servidores MCP similares

brainkb

org.brainkb/brainkb

Manages and queries neuroscience knowledge graphs, including RDF ingestion, named graphs, jobs, spaces, memberships, roles, and a…

Opentargets

io.github.pipeworx-io/opentargets

Provides Open Targets disease, drug, target, therapeutic-area, and disease-association knowledge graph lookups.

Inspire Hep

io.github.pipeworx-io/inspire-hep

Searches and retrieves high-energy physics literature, authors, institutions, and conference records from INSPIRE-HEP.

Bioportal

io.github.pipeworx-io/bioportal

Searches biomedical ontologies and retrieves concept definitions, synonyms, hierarchy relationships, and mappings across clinical…

Eol

io.github.pipeworx-io/eol

Provides access to Encyclopedia of Life taxonomy pages, scientific names, synonyms, common names, and biological hierarchies.

Nci Evs

io.github.pipeworx-io/nci-evs

Searches NCI Enterprise Vocabulary Services and retrieves cancer-research terminology concepts, definitions, relationships, hiera…

Hal Fr

io.github.pipeworx-io/hal-fr

Searches and retrieves scholarly documents and author records from the HAL French national open research archive.

Civic

io.github.pipeworx-io/civic

Provides curated clinical interpretations and evidence for cancer gene variants, including associated diseases, therapies, action…