Telecommunications & Connectivity in Japan & Korea
14 telecommunications & connectivity providers across Japan & Korea, publishing 58 APIs.
Telecommunications & Connectivity across Japan & Korea — 14 providers on the APIs.io network sit in both cohorts, and between them they publish 58 indexed APIs.
10 of the 14 publish at least one machine-readable API; 4 publish nothing indexed at all. That split is the first thing worth reading here — a vertical can be well represented in a market and still have almost no programmable surface.
By Kin Score band: 4 minimal, 3 developing, 3 thin, 3 emerging, and 1 exemplar.
Leading by rating: LINE, Soracom, Actionpower, SK Telecom, Rakuten, Kakao, and 8 more.
Region membership is derived from three explicit signals — a provider tag, a provider-name pattern, or a stated headquarters in the provider’s own description. This is a map of stated headquarters, not of markets served.
Providers (14)
| Provider | Description | APIs | Rating |
|---|---|---|---|
| LINE | LINE is a Japan-based messaging platform operated by LY Corporation, with over 200 million monthly active users across Japan, Taiwan, Thailand and Indonesia, offering messaging,... | 9 | exemplar |
| Soracom | Soracom is a global IoT cellular connectivity and platform provider headquartered in Tokyo, founded in 2014, with regional operations in the US (Soracom Global) and EU. The plat... | 10 | developing |
| Actionpower | ActionPower Corp. (주식회사 액션파워) is a Seoul-based deep-tech AI company founded in 2016 that builds its own end-to-end speech recognition, speaker diarization, speech synthesis and ... | 2 | developing |
| SK Telecom | SK Telecom Co., Ltd. is South Korea's largest mobile network operator, headquartered at SK T-Tower in Jung-gu, Seoul, and the telecom arm of SK Group. It runs the country's larg... | 6 | developing |
| Rakuten | Rakuten Group is a Japan-headquartered internet conglomerate spanning e-commerce (Rakuten Ichiba), fintech (Rakuten Bank, Rakuten Card, Rakuten Securities), digital content (Rak... | 1 | thin |
| Kakao | Kakao Corp. is the South Korean technology group behind KakaoTalk — the dominant mobile messenger in Korea — along with KakaoPay (payments), Kakao Bank (digital bank), KakaoMobi... | 1 | thin |
| NTT Docomo | NTT DOCOMO, Inc. is Japan's largest mobile network operator and a wholly owned subsidiary of Nippon Telegraph and Telephone (NTT), serving roughly 90 million mobile subscription... | 2 | thin |
| Naver | Naver Corp. is South Korea's largest internet company, operating the Naver search portal, Naver Webtoon, Naver Pay, Naver Maps, Naver Shopping, WORKS Mobile, and the LINE messen... | 18 | emerging |
| NTT | NTT (Nippon Telegraph and Telephone Corporation) is a Tokyo-headquartered global technology and telecommunications group with roughly 340,000 employees and a 150-year history of... | 6 | emerging |
| VCNC | VCNC is a South Korean mobile technology company behind Between, a private messaging and photo-sharing app for couples, and TADA, a ride-hailing and mobility service operating i... | 0 | emerging |
| Rakuten Mobile | Rakuten Mobile is the Japanese mobile network operator (MNO) of Rakuten Group, headquartered in Setagaya, Tokyo, and Japan's fourth nationwide carrier alongside NTT Docomo, KDDI... | 3 | minimal |
| Excite Japan Co., Ltd. (JASDAQ:3754) | Excite Japan Co., Ltd. (エキサイト株式会社), listed on JASDAQ as ticker 3754, is a Tokyo-based internet media and services company founded in August 1997 and headquartered in the Azabuda... | 0 | minimal |
| BAYCON | BAYCON Inc. is a Seoul, South Korea-based mobile connectivity company, founded in 2018 and backed by 500 Global and Shorooq Partners (seed round, 2024). BAYCON operates a global... | 0 | minimal |
| KDDI | KDDI Corporation is a Japanese multinational telecommunications operator headquartered in Tokyo, providing mobile, fixed-line, broadband, and enterprise ICT services. KDDI marke... | 0 | minimal |
Indexed API documents (174)
Two numbers, both real: these providers publish 58 APIs as their own documents, which the catalog indexes split one-per-resource into 174 documents.
LINE Login v2.1
LINE Channel Access Token API
LINE Dummy API
LINE Insight API
LINE Liff API
LINE Line Module API
LINE Line Module Attach API
LINE Manage Audience API
LINE Manage Audience Blob API
LINE Messaging API
LINE Messaging API Blob API
LINE Shop API
Soracom SIM Management API
Soracom Group Configuration API
Soracom Billing API
Soracom Stats and Diagnostics API
Soracom Auth and Access Management API
Soracom Lagoon API
Soracom Cloud Camera Services API
Soracom Batch API
Soracom Analysis API
Soracom API Sandbox: Coupon API
Soracom API Sandbox: Operator API
Soracom API Sandbox: Order API
Soracom API Sandbox: Stats API
Soracom API Sandbox: Subscriber API
Soracom AuditLog API
Soracom CellLocation API
Soracom Credential API
Soracom DataEntry API
Soracom Device API
Soracom DeviceObjectModel API
Soracom Diagnostic API
Soracom Email API
Soracom EventHandler API
Soracom FileEntry API
Soracom Files API
Soracom Gadget API
- [SoraCam dedicated cellular pack](/en/guides/soracom-cloud-camera-services/setting-cellular-pack/)
Soracom Log API
SoracomError logsSoracom LoraDevice API
Soracom[Soracom Air for LoRaWAN](/en/docs/air-for-lorawan/) devicesSoracom LoraGateway API
Soracom[Soracom Air for LoRaWAN](/en/docs/air-for-lorawan/) gatewaysSoracom LoraNetworkSet API
Soracom[Soracom Air for LoRaWAN](/en/docs/air-for-lorawan/) network setsSoracom Operator API
Soracom- Operator management - Update registration information - Password changes - [Multi-factor authentication](/en/docs/mfa/)Soracom Order API
Soracom- [Coupon codes](/en/guides/accounting/payment/register-coupon/) - [Long term discounts](/en/docs/air/volume-discount/) - Order managemen...Soracom Payment API
Soracom- [Coupon codes](/en/guides/accounting/payment/register-coupon/) - [Usage charges (billing details)](/en/guides/accounting/check-usage/) ...Soracom PortMapping API
Soracom[Soracom Napter](/en/docs/napter/)Soracom Query API
SoracomSearch SIMs, Soracom Inventory devices, and Sigfox devicesSoracom ResourceSummary API
SoracomThe ResourceSummary API from Soracom — 1 operation(s) for resourcesummary.Soracom Role API
Soracom[Access management (Soracom Access Management)](/en/docs/sam/)Soracom ShippingAddress API
SoracomShipping address operations for direct salesSoracom SigfoxDevice API
Soracom[Soracom Air for Sigfox](/en/docs/air-for-sigfox/) devicesSoracom SimProfileOrder API
Soracom[eSIM profiles](/en/docs/air/provision-esim/)Soracom Soralet API
Soracom[Soracom Orbit](/en/docs/orbit/) SoraletSoracom Subscriber API
Soracom[Soracom Air for Cellular](/en/docs/air/) SIM information, operations, and cancellationSoracom SystemNotification API
Soracom[Email addresses](/en/docs/email/)Soracom User API
Soracom- [Access management (Soracom Access Management)](/en/docs/sam/) - Password changes - [Multi-factor authentication](/en/docs/mfa/) - [Swi...Soracom VirtualPrivateGateway API
Soracom- [Virtual Private Gateway (VPG)](/en/docs/vpg/) (Canal / Direct / Door / Gate) - [Soracom Junction](/en/docs/junction/) - [Soracom Peek]...daglo Cloud API
ActionpowerREST API for ActionPower's speech and language stack, served at https://apis.daglo.ai and authenticated with a bearer API token issued fr...daglo Realtime Streaming STT (gRPC)
ActionpowerBidirectional gRPC streaming speech recognition served from apis.daglo.ai. The provider publishes the proto3 service definition (package ...SK Telecom Geovision Floating Population API
SK TelecomGeovision is SK Telecom's flagship big-data API service, estimating floating population (footfall) from mobile network signalling. Docume...SK Telecom Puzzle Subway Congestion API
SK TelecomCongestion data for every station and train on Seoul metropolitan subway lines 1 through 9 and the Shinbundang Line, including a station ...SK Telecom Puzzle Domestic Travel API
SK TelecomDomestic travel analytics — traveller volume by destination, in-region dwell time, and traveller characteristics (gender, age band, compa...SK Telecom Puzzle Restaurant API
SK TelecomRestaurant rankings and analysis derived from call-volume statistics on SK Telecom's network. Documented on the SK open API portal; no do...SK Telecom Puzzle Academy API
SK TelecomPrivate academy (hagwon) rankings and analysis derived from call-volume statistics on SK Telecom's network. Documented on the SK open API...Passkey by SK Telecom API
SK TelecomSK Telecom's passwordless passkey authentication system for third-party services. The product page links an integration guide at api.pass...SK Telecom T ID Login API
SK TelecomT ID is SK Telecom's federated identity service, the single sign-on used across SK Telecom and SK affiliate services with roughly 15 mill...NUGU Developers
SK TelecomDeveloper centre for NUGU, SK Telecom's Korean-language voice assistant platform, where third parties build and publish NUGU "plays". The...SK Telecom QRNG
SK TelecomQuantum random number generation security chip and solution from SK Telecom, listed in the Authentication/Security category of the SK ope...SK Telecom Apartment API
SK TelecomThe Apartment API from SK Telecom — 1 operation(s) for apartment.SK Telecom Area Info API
SK TelecomThe Area Info API from SK Telecom — 1 operation(s) for area info.SK Telecom Company API
SK TelecomThe Company API from SK Telecom — 4 operation(s) for company.SK Telecom Congestion API
SK TelecomThe Congestion API from SK Telecom — 6 operation(s) for congestion.SK Telecom Detect API
SK TelecomThe Detect API from SK Telecom — 1 operation(s) for detect.SK Telecom Device API
SK TelecomThe Device API from SK Telecom — 2 operation(s) for device.SK Telecom Face API
SK TelecomThe Face API from SK Telecom — 2 operation(s) for face.SK Telecom Golf Swing Analyzer API
SK TelecomThe Golf Swing Analyzer API from SK Telecom — 3 operation(s) for golf swing analyzer.SK Telecom Group API
SK TelecomThe Group API from SK Telecom — 2 operation(s) for group.SK Telecom Landmark API
SK TelecomThe Landmark API from SK Telecom — 1 operation(s) for landmark.SK Telecom License Plate Recognizer API
SK TelecomThe License Plate Recognizer API from SK Telecom — 1 operation(s) for license plate recognizer.SK Telecom Life style API
SK TelecomThe Life style API from SK Telecom — 1 operation(s) for life style.SK Telecom Message API
SK TelecomThe Message API from SK Telecom — 1 operation(s) for message.SK Telecom Place API
SK TelecomThe Place API from SK Telecom — 2 operation(s) for place.SK Telecom Pose Estimation API
SK TelecomThe Pose Estimation API from SK Telecom — 3 operation(s) for pose estimation.SK Telecom Recognize API
SK TelecomThe Recognize API from SK Telecom — 1 operation(s) for recognize.SK Telecom Resident API
SK TelecomThe Resident API from SK Telecom — 3 operation(s) for resident.SK Telecom Segmentation API
SK TelecomThe Segmentation API from SK Telecom — 1 operation(s) for segmentation.SK Telecom Statistics API
SK TelecomThe Statistics API from SK Telecom — 3 operation(s) for statistics.SK Telecom Subject API
SK TelecomThe Subject API from SK Telecom — 2 operation(s) for subject.SK Telecom Tts API
SK TelecomThe Tts API from SK Telecom — 1 operation(s) for tts.SK Telecom Visit API
SK TelecomThe Visit API from SK Telecom — 7 operation(s) for visit.SK Telecom Voice API
SK TelecomThe Voice API from SK Telecom — 1 operation(s) for voice.Rakuten Ichiba Item Search API
RakutenKeyword and parameter search across all Rakuten Ichiba marketplace items, returning item titles, prices, images, shop information, and ra...Rakuten Ichiba Genre Search API
RakutenReturns the hierarchical genre tree used to categorize items across Rakuten Ichiba, enabling category navigation and browse-based product...Rakuten Ichiba Tag Search API
RakutenReturns tags associated with a genre, supporting faceted navigation and refinement of Ichiba item browse.Rakuten Ichiba Ranking API
RakutenReturns top-ranked items across Rakuten Ichiba by genre, age, and gender, used for trend and bestseller displays.Rakuten Item Price Navi API
RakutenPrice Navi (Product Search) returns aggregated product records with multi-shop price comparisons, ratings, and review metadata for Ichiba.Rakuten Books Total Search API
RakutenUnified search across all Rakuten Books catalogs (books, CDs, DVDs, games, software, magazines), returning normalized product records and...Rakuten Books Book Search API
RakutenSearch Rakuten Books for Japanese-language and translated books by title, author, ISBN, publisher, and other metadata.Rakuten Books CD Search API
RakutenSearch Rakuten Books CD catalog by title, artist, label, and release date.Rakuten Books DVD / Blu-ray Search API
RakutenSearch Rakuten Books DVD and Blu-ray catalog including movies, TV, anime, and live performances.Rakuten Books Foreign Book Search API
RakutenSearch Rakuten Books foreign-language books catalog (mostly English-language).Rakuten Books Magazine Search API
RakutenSearch Rakuten Books magazine catalog by title, publisher, and issue date.Rakuten Books Game Search API
RakutenSearch Rakuten Books video game catalog across major consoles and platforms.Rakuten Books Software Search API
RakutenSearch Rakuten Books PC software catalog.Rakuten Books Genre Search API
RakutenReturns the genre tree for Rakuten Books, used for browse and navigation across the unified Books catalog.Rakuten Kobo eBook Search API
RakutenSearch Rakuten Kobo's eBook catalog for digital reading content across Japanese and international titles.Rakuten Kobo Genre Search API
RakutenReturns the Kobo eBook genre hierarchy for browse and filter.Rakuten Travel Simple Hotel Search API
RakutenLightweight keyword and area search over Rakuten Travel's Japanese hotel inventory, returning hotel name, location, and basic descriptors.Rakuten Travel Hotel Detail Search API
RakutenReturns full hotel detail records including amenities, addresses, images, and access information for one or more Rakuten Travel hotels by...Rakuten Travel Vacant Hotel Search API
RakutenSearches for hotels with vacancy for given check-in and check-out dates, party composition, and budget filters.Rakuten Travel Area Class API
RakutenReturns Rakuten Travel's hierarchical Japanese area classification (prefecture / region / detail), used to scope hotel searches and build...Rakuten Travel Keyword Hotel Search API
RakutenFull-text keyword search across Rakuten Travel hotel inventory, with filters for area, price, and rating.Rakuten Travel Hotel Chain List API
RakutenReturns the list of hotel chains available on Rakuten Travel, used to scope searches to a specific brand.Rakuten Travel Hotel Ranking API
RakutenReturns top-ranked Rakuten Travel hotels by area and category for trend, bestseller, and recommendation displays.Rakuten Recipe Category List API
RakutenReturns the Rakuten Recipe category hierarchy (large, medium, small) used for browse navigation of user-submitted Japanese recipes.Rakuten Recipe Category Ranking API
RakutenReturns top-ranked recipes within a Rakuten Recipe category, with images, ingredients, and recipe URLs.Rakuten GORA Golf Course Search API
RakutenSearch Rakuten GORA Japanese golf courses by name, area, and facility attributes.Rakuten GORA Golf Course Detail API
RakutenReturns full golf course detail records on Rakuten GORA including holes, yardage, fees, access, and amenities.Rakuten GORA Golf Plan Search API
RakutenSearch Rakuten GORA tee-time plans by course, date, party size, and budget — used to surface bookable golf rounds.Rakuten Pay Merchant API
RakutenRakuten Pay is Rakuten's e-money / QR payment service for Japan, integrated by merchants directly or via PSPs. The merchant API handles o...Rakuten RMS (Merchant Server) API
RakutenRMS (Rakuten Merchant Server) is the operational API for Rakuten Ichiba sellers, covering item management, order management, shipping, in...Rakuten Ichibagt API
RakutenThe Ichibagt API from Rakuten — 1 operation(s) for ichibagt.Rakuten Ichibams API
RakutenThe Ichibams API from Rakuten — 1 operation(s) for ichibams.Rakuten Ichibaranking API
RakutenThe Ichibaranking API from Rakuten — 1 operation(s) for ichibaranking.Kakao Login (OAuth 2.0) API
KakaoKakao Login is Korea's most widely used social-identity provider, built on OAuth 2.0 / OpenID Connect. The API issues access and refresh ...Kakao Sync API
KakaoKakao Sync extends Kakao Login with a one-click signup experience that simultaneously creates an in-app account and (optionally) adds a K...KakaoTalk Sharing API
KakaoKakaoTalk Sharing lets external apps and websites share rich "Feed", "List", "Location", "Calendar", "Commerce", and custom-template mess...KakaoTalk Message API
KakaoKakaoTalk Message sends template-based messages from a Kakao-Linked app to the authenticated user themselves or to consenting KakaoTalk f...KakaoTalk Channel API
KakaoKakaoTalk Channel APIs manage a brand's Channel relationship with users — including add-friend status, Alimtalk-style notification messag...KakaoTalk Friends API
KakaoReturns the list of KakaoTalk friends who have also signed into a Kakao-Linked app, for friend-picker, invite, and social-feature experie...KakaoStory API
KakaoKakaoStory APIs let apps publish posts and read user content on Kakao's social timeline product (legacy but still supported in Korea).Kakao Local API
KakaoKakao Local API offers address-to-coordinate (and reverse) geocoding, keyword and category place search, and administrative-region lookup...KakaoMap Web / JavaScript SDK
KakaoKakaoMap exposes Korean tile maps, markers, overlays, static maps, and roadview / panorama services for web and mobile applications.KakaoNavi (Driving Directions) API
KakaoKakaoNavi exposes driving directions, multi-waypoint route planning, ETA, and Future Driving directions (predictive ETA), and a native "S...Daum Search API
KakaoDaum Search API returns search results from Daum's web, vClip video, image, blog, book, café, and Q&A indexes, complementing Kakao Local ...KakaoPay Online (Easy-Pay) API
KakaoKakaoPay Online (also known as KakaoPay Easy-Pay) lets online merchants accept KakaoPay wallet payments for one-time and subscription pur...KakaoPay Subscription Payments API
KakaoSubscription Payments API enables recurring KakaoPay billing for SaaS, content, and membership models — using a one-time SID (subscriptio...KakaoPay PG (Payment Gateway) API
KakaoKakaoPay PG is the full Korean payment-gateway product offering card, bank-transfer, point, and KakaoPay wallet acceptance for enterprise...KoGPT API
KakaoKoGPT is Kakao Brain's Korean-language large language model. The KoGPT API provides text generation, summarization, paraphrasing, and cla...Karlo (Text-to-Image) API
KakaoKarlo is Kakao Brain's diffusion-based text-to-image generation API, supporting Korean and English prompts and multiple aspect ratios.KakaoMobility Business API
KakaoKakaoMobility's Business API powers KakaoT corporate mobility — letting enterprise platforms book Kakao T taxi rides, manage corporate ac...Kakao OAuth API
KakaoKakao Login OAuth 2.0 authorization, token, and logout flows.Kakao OIDC API
KakaoOpenID Connect discovery, JWKS, and user info.Kakao Service Terms API
KakaoManage Kakao Sync service-terms consent.Kakao User API
KakaoLogged-in user information, scopes, and account linking.d ACCOUNT Connect
NTT Docomod ACCOUNT Connect (dアカウント・コネクト) is DOCOMO's carrier identity service for businesses, offering OpenID Connect based social login backed by...docomo Mail IMAP Interface
NTT DocomoThe docomo Mail IMAP interface is the one machine-interface specification NTT DOCOMO publishes openly, without registration, to third-par...Naver Search Open API
NaverNaver Search API returns search results across Naver's catalogs: blog, news, book, encyclopedia, café article, knowledge-in (Kin), web do...Naver Papago Translation (N2MT) API
NaverPapago is Naver's neural machine translation service. The Papago N2MT API performs text translation across Korean, English, Japanese, Chi...Naver Papago Language Detection API
NaverPapago Language Detection identifies the source language of a text snippet, used to drive automatic translation routing.Naver Login (OAuth 2.0) API
NaverNaver Login is an OAuth 2.0 identity provider used by Korean web and mobile apps to authenticate users with their Naver account and acces...Naver Datalab API
NaverDatalab API exposes search-volume trend data for keywords across Naver Search and Naver Shopping over user-defined time windows, demograp...Naver Shortener (me2.do) API
NaverThe me2.do URL shortener API converts long URLs into Naver short links for sharing across messaging and social channels.Naver CAPTCHA API
NaverThe CAPTCHA API issues image-based human-verification challenges and validates user responses, used by Korean sites to prevent bot abuse.Naver SmartEditor 2 API
NaverSmartEditor 2 is Naver's embeddable rich-text editor for blog and CMS-style applications. The integration API exposes attachment uploads,...Naver Maps (Web) API
NaverThe Naver Maps Web API embeds Korean street-level mapping, markers, polylines, and geocoding in third-party web applications. (Naver Clou...Naver Cloud Platform Maps API
NaverNaver Cloud Platform Maps exposes geocoding, reverse geocoding, directions (driving / walking / public transit), static map images, and t...Naver Cloud Platform Papago APIs
NaverThe Papago service group on Naver Cloud Platform packages production-grade NMT translation, language detection, Korean name romanization,...Naver Cloud CLOVA OCR API
NaverCLOVA OCR detects and extracts text from images and documents — supporting general OCR, document-template OCR for IDs / receipts / busine...Naver Cloud CLOVA Speech API
NaverCLOVA Speech provides Korean-first speech-to-text (STT) and Korean speech synthesis (TTS / Premium Voice) APIs for contact-center, captio...Naver Cloud HyperCLOVA X API
NaverHyperCLOVA X is Naver's Korean-language large language model. The HyperCLOVA X API exposes chat completion, embeddings, summarization, an...Naver Cloud SENS Messaging API
NaverSENS (Simple & Easy Notification Service) sends SMS, LMS, MMS, Alimtalk (KakaoTalk channel), Friend Talk, and push notifications to Korea...Naver Cloud Object Storage API
NaverObject Storage is Naver Cloud Platform's S3-compatible object store for unstructured data, with public read / versioning / lifecycle / CD...Naver Cloud Server (Compute) API
NaverServer is Naver Cloud Platform's IaaS compute service, with VPC and Classic deployments, GPU and bare-metal options, and standard create ...Naver Cloud CDN+ / Global Edge API
NaverCDN+ and Global Edge are Naver Cloud Platform's Korean and global content delivery services, with cache configuration, purge, and traffic...NTT DOCOMO BUSINESS Developer Portal
NTTUnified API gateway for NTT Communications / NTT DOCOMO BUSINESS enterprise services. Catalogs APIs across Network, Cloud, Voice, App, Ma...Smart Data Platform — Enterprise Cloud 2.0
NTTNTT Communications' Enterprise Cloud 2.0 control APIs for provisioning compute, storage, networking, and managed services. Programmatic a...Smart Data Platform — Flexible InterConnect
NTTNetwork control APIs for NTT Communications' Flexible InterConnect service, enabling programmatic management of inter-cloud and inter-DC ...NTT Communications Things Cloud
NTTIoT device-management platform exposing a documented OpenAPI specification for device, measurement, alarm, event, and tenant management. ...Arcstar Universal One APIs
NTTFamily of APIs for NTT Communications' Arcstar Universal One managed VPN/network service — including traffic and contract info, circuit a...docomo Developer Support
NTTNTT DOCOMO's developer portal for smartphone-application APIs, launched November 2013. Provides API keys, console, and developer account ...Rakuten CPaaS SMS / Messaging API
Rakuten MobileCarrier-grade SMS API for sending and receiving A2P and P2A SMS at scale on the Rakuten Mobile network, with delivery receipts pushed to ...Rakuten CPaaS Confirm (OTP) API
Rakuten MobileOne-time PIN delivery and verification API for two-factor authentication and transaction confirmation, with SMS and Voice channel support...Rakuten CPaaS Short URL API
Rakuten MobileLink shortening and analytics API for CPaaS campaigns. Supports create / retrieve / update / list / delete operations on short URLs, with...
Other industries in Japan & Korea
Telecommunications & Connectivity elsewhere
This page is the intersection of two independently computed cohorts:
Japan & Korea and
Telecommunications & Connectivity. A provider appears here only when it is
already a member of both. Japan & Korea membership is matched on tag, name pattern, stated HQ,
so this is a floor rather than a census — coverage gaps show up here as small numbers, not as absent pages.
Work with this as data
Every region here is available over the APIs.io API and to AI agents over MCP.