ifc-viewer-mcp
This server helps inspect, validate, view, and connect IFC/BIM models and related design/twin data, with most file checks running locally.
Validate an IFC file and return a Health Score, issue counts, costly rules, and fix-guide links.
List all available IFC validation rules, including category, severity, and default status.
Check an IFC model against buildingSMART IDS requirements and report pass/fail details.
Build links to open one or more public IFC models in the 3D viewer, optionally with map, isolation, camera view, point clouds, validation, or iframe embedding.
Build links to open IFC models beside a drawings pane with a floor plan and DXF/PDF comparison tools.
Read and summarize DXF drawings, including version, units, layers, entities, extents, and text.
Open the 3D sketch studio for drawing in 3D space and exporting sketches.
List ready-made city digital twin scenes and provide twin-builder links.
Read entities from FIWARE context brokers for live twin data.
Search the Port de Barcelona IFC object library for port/maritime BIM objects.
Uses OpenStreetMap data to render a real 3D basemap and surrounding city context, including buildings, roads, tunnels, metro, and water features.
Supports embedding the IFC viewer into WordPress sites alongside iframe and SDK embedding options.
IFC Viewer Online
Open an IFC file and get a Health Score (0 to 100) in 30 seconds. Then put it on a map, measure it, compare it and turn it into a live digital twin.
A free IFC viewer, validator and digital-twin toolkit that runs entirely in your browser. No account. No file size limit. Your models never leave your machine.
→ Try it live · Demos · SDK docs · Blog
Read this in your language
English · 简体中文 · Español · Français · Deutsch · 日本語 · Português · Català · Italiano · ไทย

Health Score and Fix this first → a live city twin → sun and climate → point clouds → Clip Studio. All in your browser. Try it live →
In one sentence: drag in one IFC or a whole federated project, see it in 3D (on a real map if you want), get a Health Score with the issues to fix first, fix the common ones in a click, measure and compare versions, and export a corrected file, BCF or report. Nothing is uploaded to a server.
Contents
Related MCP server: Revit Converter MCP
What it does
Check and fix models
Capability | What you get |
IFC Health Check | 44 validation rules streamed live from a Web Worker, summarized as one Health Score (0–100), with a Fix this first list right under the score and Show in 3D on every row. |
One-click fixes | A browser engine that fixes missing types, renames every duplicate or empty name in one go, and suggests the real class for |
Fix guides | Step-by-step remediation per rule for Revit, ArchiCAD, Tekla and Allplan. The guide opens on the tool the model was exported from. Also published as static |
buildingSMART IDS 1.0 | Load an |
EIR profiles and requirements | Build an Exchange Information Requirements profile (or import it from an Excel template) that compiles to IDS, and share a requirements link with suppliers. |
Version compare | Compare sets of IFCs between deliveries by GlobalId, check that IDS compliance did not regress, and sync the BCF issue list. See |
Non-destructive editor | Edit properties, fix GUIDs, rename elements. Every change is a diff with undo/redo; the corrected IFC is written in a worker. |
BCF 2.1 / 3.0 | Import, create and comment topics in a BCF panel; viewpoints, measurements and validation findings travel inside the issue. Works with Navisworks, BIMcollab, Solibri and any BCF-compatible CDE. |
Reports | Shareable, crawlable report links, a verifiable certificate, COBie export and validation export to JSON / CSV / BCF. |
View, measure and present
Capability | What you get |
Federation | Drop a whole project at once: many IFCs, folders, ZIP, RAR or 7z. A federation bar groups models by discipline, with colour, opacity, versions and saved views. Every load is a queued job you can follow, cancel or retry. |
Coordinates | Models with UTM coordinates in their vertices, or a local model next to a georeferenced one, are lined up through |
Measure | Distance, area, angle, clearance and shortest gap; CAD dimensions (aligned, chain, baseline, level, radius, arc, angular, ordinate, leaders) with polar tracking and snaps; quantity takeoff with pass/fail requirements; routes on foot, by bike or by car inside buildings and across the city ( |
Explore | Spatial tree and scene tree, section cuts, 2D floor plans, walk mode, arrow-key navigation, SSAO, edges and bloom. |
Present | Guided issue tours, a presentation director, screenshot / GIF / MP4 capture with a clip editor, a cover studio with 20 templates, and a client mode for showing a model to someone who does not use BIM tools. |
OPFS cache | Parsed geometry is cached in the browser's private file system, so reloads skip conversion. |
Mobile | Bottom sheets for every panel, a floating nav and touch controls down to 320 px, with a lighter scene on phones. |
10 languages | EN · ES · FR · DE · PT · JA · CA · ZH · IT · TH |
Supported IFC versions: IFC2x3 · IFC4 · IFC4x1 · IFC4x3
Maps, reality capture and digital twins
Capability | What you get |
3D map | Place a georeferenced model on a real basemap with 3D terrain and the surrounding city from OpenStreetMap and Overture: buildings with real roofs and facades, roads, tunnels and metro, water with tide and currents. See |
Add data | One door for everything that is not the IFC: point clouds (LAS/LAZ/COPC/PLY/PCD/XYZ/E57), meshes, GeoJSON/WFS layers, live feeds, 3D video, IDS, BCF and documents. See |
Analyses | Sun and shadow studies with real weather files, 2D flood simulation on the GPU, and rain-triggered slope hazard. See |
Digital twins | Devices that colour IFC elements over WebSocket, alerts and history, live open data, and shareable scene documents ( |
Some of these modules are behind build flags (VITE_FEATURE_GIS, VITE_FEATURE_POINTCLOUD, VITE_FEATURE_MESH, VITE_FEATURE_VIDEO, VITE_FEATURE_SOLAR, VITE_FEATURE_FLOOD, VITE_FEATURE_HAZARD). See docs/DEPLOYMENT.md.
See it in action
Every clip is the real app running in a browser, with no edited footage. The first three and the header's opening use the open Duplex Apartment reference IFC (7,131 elements); the rest use the Barcelona reference models in
public/models/. Re-record them withscripts/gif/capture.mjs,scripts/gif/features.mjsandscripts/gif/flood-frames.mjs, thenscripts/gif/encode.mjs/scripts/gif/montage.mjs(the header GIF).
Navigate the model and inspect IFC properties

Step through every issue in 3D
After validation, Show in 3D opens a bar that walks the issues one by one, with the elements highlighted on the model.

Export the results
A full JSON report, a CSV for Excel, a signed certificate, BCF, a one-page delivery report or a COBie workbook, all written in the browser.

Sun and climate analysis
One link loads the model, reads the site's real climate (ERA5) and paints the passive sun impact on every facade, hour by hour.

Rain and flooding on the map
The Hotel Vela on Barcelona's real relief, with the city around it: a 2-hour storm runs as a 2D flood simulation on the GPU, then the maximum depth it left.

Point clouds next to the IFC
A construction-progress scan aligned with the IFC it surveys, in the same scene.

A city digital twin from one scene file
?scene= opens eight IFC models in Plaça de Catalunya, Barcelona, on the city map with live open data.

Clip Studio
Generate a presentation from the model (storeys, systems, findings) and edit it into a clip for LinkedIn, Reels or TikTok.

Embed it: iframe, SDK, WordPress
Put the viewer in a blog, a CDE panel, a dashboard or an internal tool. The model is parsed in the visitor's browser, nothing is uploaded.
1. Iframe and URL params
<iframe src="https://www.ifcvieweronline.eu/?model=https://your-cde.com/model.ifc&embed=1"
width="100%" height="600" style="border:0" allow="fullscreen"></iframe>model (comma-separated for federated sets), scene, embed, ui (minimal · full · kiosk · client · article), validate, select, isolate, lang and more. Full reference: docs/EMBED_URL_PARAMS.md.
2. JS SDK (v1.18): mount the viewer and stream IFC bytes from your own app, with no public URL and no CORS.
<div id="viewer" style="height:520px"></div>
<script type="module">
import { IfcViewer } from "https://www.ifcvieweronline.eu/sdk/ifc-viewer.es.js";
const viewer = new IfcViewer("#viewer");
const bytes = await fetch("/models/project.ifc").then(r => r.arrayBuffer());
await viewer.add("project.ifc", bytes); // parsed client-side
viewer.on("element-selected", (e) => console.log(e.ifcType, e.expressId));
</script>A small, dependency-free ES module (iframe + postMessage). It can read stats, issues and validation results, take screenshots, run an IDS check (checkIds(idsXml)), drive scenes, layers and devices, and listen for ready, model-loaded, validation-completed and element-selected. Reference: docs/IFC_VIEWER_SDK.md · live docs at /sdk/.
3. WordPress: a plugin (block + [ifc_viewer] shortcode) to embed one or several models, point clouds, the map, sun studies, a plan cut or a digital twin scene in posts and pages, in integrations/wordpress/.
How it works
The whole pipeline lives in the browser. Every load is a job in one loading queue. IFC files are converted in a Web Worker with WebAssembly, rendered with Three.js, and validated in another worker. Nothing about your model is sent to a server of ours. Map tiles and open-data layers are fetched by the browser straight from each provider, and only after you agree to it.
flowchart TD
subgraph BROWSER["Your browser: the model never leaves this boundary"]
UI["React 18 UI<br/>Tailwind · Radix · Zustand"]
QUEUE["Loading queue<br/>jobs · phases · cancel · retry"]
VIEWER["Viewer (Three.js)<br/>federation, map, twins"]
CACHE[("OPFS cache<br/>reloads skip conversion")]
subgraph WORKERS["Web Workers (WebAssembly)"]
PARSE["ifc-parser<br/>IFC → fragments"]
VALID["validator<br/>44 rules + spatial tree"]
FIX["autofix · export<br/>apply fixes and diffs → IFC"]
IDS["ids<br/>IDS 1.0 check"]
MORE["bcf-parser · snapshot · point-cloud<br/>geo-extract · geo-terrain · geo-buildings<br/>basemap-paint · gif-export"]
end
end
FILE["📄 drop .ifc, folders, zip, data"] --> UI
UI --> QUEUE
QUEUE <-->|hit / miss| CACHE
QUEUE --> PARSE
PARSE -->|fragments| QUEUE
QUEUE -->|fragments| VIEWER
UI --> VALID
VALID -->|streamed issues + Health Score| UI
UI --> FIX
FIX -->|corrected .ifc| DL["⬇ download"]State: small Zustand stores in
src/stores/; geometry never enters a store, only stable IDs do.Worker boundaries: every worker message is checked at runtime with Zod schemas (
src/lib/worker-schemas.ts).Deep dives:
ARCHITECTURE.md(data flow),docs/MODEL_LOADING.md(queue, scheduler, cache),DECISIONS.md(why things are the way they are).
Tech stack
Layer | Technology |
IFC parsing | web-ifc (WebAssembly) |
3D rendering | Three.js + @thatopen/components / fragments |
Maps | 3d-tiles-renderer, OpenFreeMap vector tiles, OpenStreetMap / Overture data |
UI | React 18 + Tailwind CSS + Radix UI, Framer Motion + GSAP |
State | Zustand 5 |
i18n | i18next (10 languages) |
Analytics | PostHog EU, cookieless, no PII, opt-out respected |
Build / tests | Vite 6 + TypeScript (strict) · Vitest |
Deploy | Vercel (static) · Cloudflare Worker for share links and contact forms (never sees the model) |
Getting started
Requirements: Node.js 20+ and npm.
git clone https://github.com/j03rul4nd/ifc-viewer-online.git
cd ifc-viewer-online
npm install
npm run dev # → http://localhost:3000The dev server sends Cross-Origin-Opener-Policy: same-origin and Cross-Origin-Embedder-Policy: require-corp, which multithreaded WASM (SharedArrayBuffer) needs.
Command | What it does |
| Dev server on port 3000 ( |
| Vitest suite |
| Type check |
| SDK + embed pages + type check + production build into |
| Only the SDK and its docs ( |
| Pre-compute |
| Rebuild demo assets with Blender 4.5 ( |
The build bundles Three.js and
@thatopen/*into worker chunks and needs a lot of memory; thebuildscript already raises the Node heap to 6 GB. You can also self-host with theDockerfile/docker-compose.yml(nginx). Seedocs/DEPLOYMENT.md.
Project structure
src/
components/ # UI: Viewer, Toolbar, ValidationPanel, IdsPanel, BcfPanel, GeoPanel, ScenePanel, …
# + measure/ compare/ data/ geo/ pointcloud/ solar/ eir/ requirements/ mobile/ blog/ twin-builder/ …
workers/ # ifc-parser · validator · autofix · export · ids · bcf-parser · snapshot · point-cloud · geo-* · basemap-paint · gif-export
stores/ # Zustand stores (model, scene, validation, editor, loading, bcf, ids, geo, measure, …)
hooks/ # useModelSession, useValidationRunner, useIdsRun, useElementFocus, …
lib/ # viewer.ts · loader.ts · validator.ts · diffStore.ts · worker-schemas.ts
loading/ # load queue, scheduler, convert pool, cache, drop plans
ids/ eir/ autofix/ compare/ certify/ cobie/ # checking, fixing, comparing, reporting
measure/ route/ plans/ # measuring, dimensions, takeoff, routes
geo/ pointcloud/ mesh/ video/ solar/ # map, reality capture, analyses
twin/ scene/ scene-doc/ layers/ connections/ # digital twins and scene documents
capture/ director/ cover/ presentation/ tour/ # capture and presentations
sdk/ # IfcViewer embeddable SDK (built to public/sdk/)
i18n/ locales/ # i18next config + JSON per locale
types/ # Zod schemas + TypeScript types (ValidationRules, RULE_COUNT, …)
public/ # static landings, /fix/ and /blog/ pages, demo models, scenes, SDK build
scripts/ # SEO generators, blog i18n, covers, Blender asset builders, SDK docs
cf-worker/ # Cloudflare Worker: share-link SSR and contact forms (never sees the model)
integrations/ # WordPress plugin
test/ # fixturesDocumentation map
Start with these:
Doc | Read it for |
How the app is put together and how data flows | |
Architecture decisions (D-xx) and the rules they set, e.g. frontend-only | |
Glossary and product context | |
IFC concepts the code relies on | |
How to send a change | |
Index of every doc in |
The 44 validation rules
Rules run in src/workers/validator.worker.ts, gated by a RulesConfig. The count lives in one place, RULE_COUNT in src/types, and a test fails if any doc quotes a different number. (This is separate from the buildingSMART IDS check, which runs your own .ids file.)
RULE_EMPTY_NAME · RULE_EMPTY_LONGNAME · RULE_DUPLICATE_NAME · RULE_NAMING_CONVENTION · RULE_MISSING_TYPE · RULE_DUPLICATE_GUID · RULE_MISSING_PROPERTY_SET · RULE_ORPHAN_ELEMENT · RULE_WRONG_CONTAINER · RULE_BROKEN_AGGREGATE · RULE_INVALID_GUID_FORMAT · RULE_SPATIAL_HIERARCHY · RULE_CIRCULAR_REFERENCE · RULE_EMPTY_PROPERTY_VALUE · RULE_MISSING_MATERIAL · RULE_ELEMENT_IN_BUILDING · RULE_INVALID_IFC_VERSION · RULE_ELEMENT_CLASH (off by default)
RULE_MISSING_PROJECT · RULE_MISSING_BUILDING · RULE_MISSING_STOREY · RULE_EMPTY_STOREY · RULE_FILE_DESCRIPTION_MISSING · RULE_FILE_AUTHOR_MISSING · RULE_PROJECT_LONGNAME_MISSING · RULE_STOREY_ELEVATION_MISSING · RULE_ISO19650_PROJECT_INFO · RULE_ISO19650_AUTHOR_INFO · RULE_ISO19650_FILENAME
RULE_MISSING_CLASSIFICATION · RULE_LOD_PSET_MISSING · RULE_LOD_QUANTITY_MISSING · RULE_LOD_MATERIAL_LAYER_MISSING · RULE_MEP_SYSTEM_MISSING · RULE_CLASH_MEP_STRUCTURAL · RULE_PROXY_OVERUSE · RULE_COORDINATE_OFFSET · RULE_FILE_SIZE_ANOMALY
RULE_OPENING_WITHOUT_HOST · RULE_STOREY_ELEVATION_DUPLICATE · RULE_STOREY_ELEVATION_ORDER · RULE_UNIT_CONSISTENCY · RULE_SPACE_AREA_MISSING · RULE_CONNECTED_MEP
The Health Score is a logarithmic, diminishing-returns number derived from the weighted severity of all issues (errors such as duplicate GUIDs, warnings such as missing property sets, info such as proxy overuse).
Contributing
New validation rules, translations and bug fixes are especially welcome. Read CONTRIBUTING.md first.
Add a validation rule (src/workers/validator.worker.ts):
Add the rule ID to
ValidationRulesand its metadata insrc/types/index.tsImplement the
asyncrule: it receives theIfcAPIinstance,modelIdand aSpatialIndexhelper and returnsValidationIssue[]Wire it into the
runAllRulesdispatch and setDEFAULT_RULES[RULE_ID]Add i18n strings to
RULE_TRANSLATIONSRun
npm test:src/lib/rule-count.test.tslists every page and README that still quotes the old rule count
Add a translation: copy src/locales/en/ to a new locale folder, translate the values, and register it in src/i18n/config.ts.
Before opening a PR: npm test and npx tsc -b.
Open source, free and paid
The rules we follow
Everything that is free in the browser today stays free, forever. Nothing is taken away from anyone.
What costs a server is paid: storage, server processing, bandwidth, hosted APIs.
New professional productivity tools (for example batch work across many files) may launch in a paid plan, even when they run in the browser.
The free plan gets nothing that runs on our servers, so it never depends on an account or a quota.
Free, open source (MIT, this repo)
The viewer, the 44-rule validator and Health Score, one-click fixes and fix guides, buildingSMART IDS, EIR profiles, the editor and IFC export, BCF import/export, version compare, measuring and takeoff, sections and floor plans, capture and presentations, the 3D map, point clouds and data layers, solar / flood / slope analyses, digital twins and scene documents, the JS SDK, iframe embedding and the WordPress plugin. All of it runs in your browser, with no account.
Paid plans (planned, not live yet)
Plan | For | What it adds |
Pro | One person | Large files processed on the server, cloud projects with versions and "what changed", private links for clients (expiry, password), cloud BCF issues with free guests, verifiable certificates with your logo |
Team | Studios and engineering firms (from 3 editors; reviewers and guests free) | A shared BCF issue manager, automatic validation on every upload that turns failures into assigned issues, a company standard (EIR/IDS profiles, naming), a client portal with your logo, a publishing gate with audit log, monthly reports |
Reception | Contractors, developers, owners and FM teams who receive models | Publish your requirements as a link; suppliers check and fix for free in their browser and deliver through it; you get an inbox of what passed, what failed and who delivers well |
Developer | Platforms and CDEs | Hosted validation API, billed by use |
Enterprise | Large contractors and public bodies | Reception across a portfolio, SSO, DPA, SLA and isolated / on-premise deployment |
Not everything is in this repo. The paid plans are built on private, closed-source code: the cloud backend and API, accounts and billing, storage, server processing and the team workspace. That code lives in private repositories and is not covered by the MIT license. Some paid screens exist here only as hidden UI behind flags; they do nothing without the private backend. This repo is the full free product, not the whole company.
License
The code in this repository is MIT: fork it, self-host it, use it commercially.
Author
If this project saved you time, a ⭐ helps other BIM people find it.
Built with @thatopen/components, web-ifc and Three.js.
Available Tools
10 toolscheck_idsCheck an IFC file against IDS requirementsARead-only
Check an IFC model against an IDS file (buildingSMART Information Delivery Specification 1.0) and return, per specification, pass/fail, how many elements applied, passed and failed, and the first failures with the element and the reason. Runs locally; nothing is uploaded. Use it when the user has an .ids file, or exchange requirements to verify a delivery against.
Inputs: ids (required), ifc (required), maxFailures.
list_digital_twinsList live digital twin scenesARead-only
List the ready-made city digital twins (Barcelona, Helsinki, Tokyo): georeferenced IFC models on terrain and the OpenStreetMap city, painted with live open data (bikes, EV chargers, traffic, air quality, trains). Each has a link and an embed link. Also returns the link to the twin builder, where the user builds their own twin (AGV warehouse, import tracking) from a CSV or live feed. Use it when the user asks for a digital twin demo or wants to start one.
Inputs: no named parameters.
list_validation_rulesList the IFC validation rulesARead-only
List every rule validate_ifc can run: its id, category, severity and whether it is on by default. Use it to pick rules for validate_ifc or to explain what a rule checks.
Inputs: no named parameters.
open_3d_sketchOpen the 3D sketch studioARead-only
Link to the 3D sketch studio: draw strokes in 3D space with a pen, finger or mouse — over a blank canvas or around a model — on a phone, tablet, foldable or desktop, and export to SVG, PSD, ORA or Blender. Free, in the browser, no account. Use it when the user wants to sketch an idea, mark up a design in 3D or make a concept drawing.
Inputs: no named parameters.
open_drawingsOpen technical drawings next to a modelARead-only
Build a link that opens IFC models with the drawings pane beside the 3D view and a floor plan already cut from the model. In that pane the user can also drop DXF or PDF drawings, place them over the model, calibrate the scale, compare plan against model, add dimensions and text, and export to DXF, SVG or PDF. Use it when the user wants a 2D plan, to check a drawing against the model, or to mark up a sheet.
Inputs: models (required), lang.
open_in_3d_viewerOpen IFC models in the 3D viewerARead-only
Build a link that opens one or more public IFC files in the free IFC Viewer Online 3D viewer (runs in the browser: orbit, section, measure, properties, validation with Health Score badge). Optional: drop them on the city map, isolate a class, pick a camera view, open a floor plan in the drawings pane, add point clouds. Also returns an to embed the same view in a web page, wiki or dashboard. Use it whenever the user wants to see, show, share or embed a model in 3D. Give the link to the user to click; this tool does not open a window by itself.
Inputs: models (required), ui, map, lang, +4 more.
read_dxfSummarise a DXF drawingARead-only
Read a DXF drawing (ASCII, R12 to current) and summarise it: DXF version, units, layers with how many entities each, entity types, drawing extents and the text found on it (room names, labels, title block). Runs locally. Use it to tell what a drawing contains before placing it next to a model with open_drawings. DWG is detected but not read: ask the user to save it as DXF.
Inputs: source (required), maxTexts.
read_fiware_entitiesRead entities from a FIWARE context brokerARead-only
Read entities from a FIWARE context broker (Orion, Orion-LD, Scorpio, Stellio) over NGSI-LD or NGSIv2 and return them as flat records (id, type, each attribute value with its unit, lat/lon, observedAt) — the same shape the viewer's twin panel binds to IFC elements. The request goes from this machine straight to the broker. Use it to see what live data a broker offers before linking it to a model.
Inputs: broker (required), api, type, limit, +3 more.
search_port_librarySearch the Port de Barcelona IFC libraryARead-only
Search the Port de Barcelona BIM object library (cranes, bollards, fenders, signs, buildings… IFC, CC BY 4.0) by words and category. Each hit has its IFC download URL and a link that opens it in the 3D viewer. Use it when the user needs port or maritime infrastructure objects for a model or twin.
Inputs: limit, query, category.
validate_ifcValidate an IFC file and get its Health ScoreARead-only
Check an IFC (BIM) model against the IFC Viewer Online rule set — schema, spatial structure, names, GlobalIds, ISO 19650, classification, MEP and more — and return its Health Score (0–100, higher is better), issue counts, the rules that cost the most points and the first issues with links to fix guides. Runs locally on this machine; the file is not uploaded anywhere. Use it when the user asks whether a model is OK, what is wrong with it, or how good it is.
Inputs: source (required), rules, maxIssues.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
Loading tool schema changelog…
TDQS
Scored across 10 tools
Each tool targets a distinct resource or action: rule-set validation vs IDS checking, 3D viewer vs drawings pane vs 3D sketch studio, DXF reading vs FIWARE reading vs object-library search. The closest overlaps are validate_ifc vs check_ids (both 'validate a model') and the three open_* link builders, but the descriptions make the boundaries clear enough that an agent should pick correctly.
All names are snake_case verb_noun (validate_ifc, list_validation_rules, read_dxf, search_port_library), which is predictable. Minor deviations exist: open_in_3d_viewer inserts a preposition, and the verb set mixes validate/check/open/read/list/search in ways that are not strictly parallel.
Ten tools is a good size and each has a defensible role in the IFC workflow (validate, inspect rules, check IDS, view, draw, read DXF, twins, live data, objects). The surface is slightly broad for one server — the sketch studio, FIWARE reader and port library pull in adjacent domains — but nothing feels redundant.
Core validation, viewing, drawings and IDS delivery checking are covered, but there is no way to query or extract model content (elements, properties, quantities) or to get a link for a local file, and the digital-twin tool only lists demos rather than creating or managing twins. These gaps will force agents to fall back on external links for common follow-up questions.
Maintenance
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