Edge Impulse
Edge Impulse is the end-to-end edge AI MLOps platform for building datasets, training and optimizing machine learning models, and deploying them directly on device — from the smallest microcontrollers to gateways with the latest neural accelerators. The platform covers the whole workflow: sensor data collection and labeling, DSP feature engineering, model training with the EON Tuner and EON Compiler, hardware-aware profiling for latency, RAM and flash, and deployment as a C++ library, Arduino library, WebAssembly package, Docker container or prebuilt firmware. It is driven programmatically through three APIs — a 559-operation Studio API, an Ingestion API and a device Remote Management WebSocket — plus CLIs, Python/Node/Rust/Go SDKs and a first-party MCP server. Founded in 2019 by Zach Shelby and Jan Jongboom; acquired by Qualcomm Technologies in March 2025 and still operating under its own brand.
Reference-quality API operations across every facet — a rich contract, published governance, transparent operations, and machine-readable commercial terms.
API Evangelist profiles Edge Impulse the way a machine reads it — 82 machine-readable artifacts across 2 APIs, pulled from the provider's own public surface and indexed so a developer, an analyst, or an AI agent can evaluate it against every other provider on the network.
Every provider in the network is reduced to the same set of machine-readable artifacts — OpenAPI contracts, event specifications, GraphQL schemas, runnable collections, pricing and rate-limit signals, security posture, OAuth scopes, and the agent surfaces (MCP servers and skills) that let software drive the API on its own. We profile them because the interface is the part of a company you can actually inspect: it is a truer signal of what a provider does than any marketing page. From those artifacts we compute the Kin Score — Edge Impulse scores 68.0/100 (exemplar), with a separate agent-readiness read of 37/100 (agent ready). The full breakdown is below, followed by every artifact we hold — each card links through to its machine-readable definition on apis.io.
Kin Score
This is the API Evangelist rating — a single, repeatable read computed from the artifacts on this page. Green fill is points earned; the red track is points possible, so every bar shows earned-versus-possible at a glance. Every facet and dimension name is a link: it opens that measurement's page on APIs.io, where the rating runs across the whole catalog — the exact checks that feed it, how every profiled provider distributes on it, and who is at the top of it.
Kin Score
How this is scored →scored 2026-09-08 · rubric v0.20.0
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How we profile Edge Impulse
Each block below is one kind of artifact we hold for Edge Impulse. For each we say what it is and why it earns a place in the profile, then list every one we've indexed — capped at two rows, scroll within the panel for the rest.
APIs 36
Each API is captured as its own OpenAPI definition — every operation, parameter, and response. This is the single most useful machine-readable description of what an API does, and it's what lets us score, lint, mock, and generate against it without asking the provider for anything.
Individual APIs this provider publishes, each with its own machine-readable definition.
Edge Impulse Admin API
The Admin API from Edge Impulse — 49 operation(s) for admin.
Edge Impulse Auth API
The Auth API from Edge Impulse — 2 operation(s) for auth.
Edge Impulse Canary API
The Canary API from Edge Impulse — 1 operation(s) for canary.
Edge Impulse CDN API
The CDN API from Edge Impulse — 1 operation(s) for cdn.
Edge Impulse Classify API
The Classify API from Edge Impulse — 10 operation(s) for classify.
Edge Impulse Deployment API
The Deployment API from Edge Impulse — 10 operation(s) for deployment.
Edge Impulse Devices API
The Devices API from Edge Impulse — 11 operation(s) for devices.
Edge Impulse DSP API
The DSP API from Edge Impulse — 18 operation(s) for dsp.
Edge Impulse EmailVerification API
The EmailVerification API from Edge Impulse — 4 operation(s) for emailverification.
Edge Impulse Export API
The Export API from Edge Impulse — 1 operation(s) for export.
Edge Impulse FeatureFlags API
The FeatureFlags API from Edge Impulse — 1 operation(s) for featureflags.
Edge Impulse Health API
The Health API from Edge Impulse — 2 operation(s) for health.
Edge Impulse Impulse API
The Impulse API from Edge Impulse — 13 operation(s) for impulse.
Edge Impulse Jobs API
The Jobs API from Edge Impulse — 42 operation(s) for jobs.
Edge Impulse Learn API
The Learn API from Edge Impulse — 21 operation(s) for learn.
Edge Impulse Login API
The Login API from Edge Impulse — 1 operation(s) for login.
Edge Impulse Metrics API
The Metrics API from Edge Impulse — 3 operation(s) for metrics.
Edge Impulse Optimization API
The Optimization API from Edge Impulse — 15 operation(s) for optimization.
Edge Impulse OrganizationBlocks API
The OrganizationBlocks API from Edge Impulse — 17 operation(s) for organizationblocks.
Edge Impulse OrganizationCreateProject API
The OrganizationCreateProject API from Edge Impulse — 10 operation(s) for organizationcreateproject.
Edge Impulse OrganizationData API
The OrganizationData API from Edge Impulse — 32 operation(s) for organizationdata.
Edge Impulse OrganizationDataCampaigns API
The OrganizationDataCampaigns API from Edge Impulse — 7 operation(s) for organizationdatacampaigns.
Edge Impulse OrganizationJobs API
The OrganizationJobs API from Edge Impulse — 8 operation(s) for organizationjobs.
Edge Impulse OrganizationPipelines API
The OrganizationPipelines API from Edge Impulse — 5 operation(s) for organizationpipelines.
Edge Impulse OrganizationPortals API
The OrganizationPortals API from Edge Impulse — 7 operation(s) for organizationportals.
Edge Impulse Organizations API
The Organizations API from Edge Impulse — 60 operation(s) for organizations.
Edge Impulse PerformanceCalibration API
The PerformanceCalibration API from Edge Impulse — 9 operation(s) for performancecalibration.
Edge Impulse Projects API
The Projects API from Edge Impulse — 46 operation(s) for projects.
Edge Impulse Raw data API
The Raw data API from Edge Impulse — 54 operation(s) for raw data.
Edge Impulse Themes API
The Themes API from Edge Impulse — 5 operation(s) for themes.
Edge Impulse ThirdPartyAuth API
The ThirdPartyAuth API from Edge Impulse — 4 operation(s) for thirdpartyauth.
Edge Impulse UploadPortal API
The UploadPortal API from Edge Impulse — 7 operation(s) for uploadportal.
Edge Impulse User API
The User API from Edge Impulse — 43 operation(s) for user.
Edge Impulse Whitelabels API
The Whitelabels API from Edge Impulse — 5 operation(s) for whitelabels.
Edge Impulse Ingestion API
The Ingestion API sends new device data into an Edge Impulse project. It accepts sensor (JSON/CBOR/CSV/Parquet), audio (WAV), image (JPG/PNG) and video (MP4/AVI) samples on the ...
Edge Impulse Remote Management API
A two-way WebSocket protocol between edge devices and Edge Impulse Studio, used to drive a connected device — request a sample, follow acquisition progress and stream snapshot f...
Scroll within the panel for all 36 ·
Open Collections 35
Open, tool-agnostic collections carry the same runnable value as Postman without locking you to one client — the portable, forkable form of the same exercise.
Open, tool-agnostic API collections (OpenAPI-derived and Bruno).
API Collection
OPEN COLLECTIONEdge Impulse Admin API
OPEN COLLECTIONEdge Impulse Auth API
OPEN COLLECTIONEdge Impulse Canary API
OPEN COLLECTIONEdge Impulse CDN API
OPEN COLLECTIONEdge Impulse Classify API
OPEN COLLECTIONEdge Impulse Deployment API
OPEN COLLECTIONEdge Impulse Devices API
OPEN COLLECTIONEdge Impulse DSP API
OPEN COLLECTIONEdge Impulse EmailVerification API
OPEN COLLECTIONEdge Impulse Export API
OPEN COLLECTIONEdge Impulse FeatureFlags API
OPEN COLLECTIONEdge Impulse Health API
OPEN COLLECTIONEdge Impulse API
OPEN COLLECTIONEdge Impulse Jobs API
OPEN COLLECTIONEdge Impulse Learn API
OPEN COLLECTIONEdge Impulse Login API
OPEN COLLECTIONEdge Impulse Metrics API
OPEN COLLECTIONEdge Impulse Optimization API
OPEN COLLECTIONEdge Impulse OrganizationBlocks API
OPEN COLLECTIONEdge Impulse OrganizationCreateProject API
OPEN COLLECTIONEdge Impulse OrganizationData API
OPEN COLLECTIONEdge Impulse OrganizationDataCampaigns API
OPEN COLLECTIONEdge Impulse OrganizationJobs API
OPEN COLLECTIONEdge Impulse OrganizationPipelines API
OPEN COLLECTIONEdge Impulse OrganizationPortals API
OPEN COLLECTIONEdge Impulse Organizations API
OPEN COLLECTIONEdge Impulse PerformanceCalibration API
OPEN COLLECTIONEdge Impulse Projects API
OPEN COLLECTIONEdge Impulse Raw data API
OPEN COLLECTIONEdge Impulse Themes API
OPEN COLLECTIONEdge Impulse ThirdPartyAuth API
OPEN COLLECTIONEdge Impulse UploadPortal API
OPEN COLLECTIONEdge Impulse User API
OPEN COLLECTIONEdge Impulse Whitelabels API
OPEN COLLECTIONScroll within the panel for all 35 ·
MCP Servers 1
Model Context Protocol servers expose these APIs directly to AI agents. We profile them because agent-native access is the fastest-growing way this provider's capabilities actually get used.
Model Context Protocol servers that expose these APIs to AI agents.
Edge Impulse MCP Servers
Edge Impulse ships MCP two ways, and they are different products. A REMOTE, anonymous documentation MCP endpoint answers tools/list today at https://docs.edgeimpulse.com/mcp (3 ...
MCP SERVERPricing Plans 1
Pricing is part of the interface. Machine-readable plans tell you what a tier costs and includes before you commit — one of the things the Kin Score reads for access clarity — renamed from commercial clarity in rubric 0.12, because a free statutory interface has access terms and no commercial ones.
Published pricing tiers and plan structures.
Rate Limits 1
Rate limits are the difference between a demo that works and a production integration that doesn't fall over. Publishing them is an operational-transparency signal — and a hard requirement for any agent that plans its own throughput.
Documented rate limits and quota policies.
Edge Impulse Rate Limits
RATE LIMITSFinOps 1
Cost, billing, and metering signals let a buyer model the financial operations of an API before it's live. We profile them for the same reason we profile pricing: the money is part of the contract.
Cost, billing, and metering signals for API financial operations.
Edge Impulse Finops
FINOPSEvent Specifications 2
Not every API is request/response. AsyncAPI describes the event-driven and streaming side — the webhooks and channels — so the asynchronous half of the interface is documented the same way the synchronous half is.
AsyncAPI definitions for this provider's event-driven and streaming APIs.
Edge Impulse Remote Management API
DERIVED, NOT PUBLISHED. Edge Impulse does not ship an AsyncAPI document. This one is derived by API Evangelist from the provider's own written WebSocket protocol reference at ht...
ASYNCAPIEdge Impulse Webhooks
ASYNCAPISecurity Posture 4
Authentication, domain security, vulnerability disclosure, and trust-center signals — the evidence that a provider takes security seriously enough to document it. We profile it because you can't govern what you can't see.
Authentication, domain security, vulnerability disclosure, and trust-center signals.
Scopes 1
OAuth scopes are the vocabulary of least-privilege access. Profiling them shows exactly what an integration — or an agent acting on a user's behalf — is allowed to do.
OAuth scopes governing access to this provider's APIs.
Resources
Every other property we hold for Edge Impulse — documentation, portals, status pages, policies, and corporate surface — grouped by the job it does, following the integrator's arc from getting started to running in production.
Get Started 6
Portal, sign-up, and the first successful call
Documentation 3
Reference material describing how the API behaves
Agent Surfaces 4
MCP servers, agent skills, and machine-readable catalogs
Design & Contract 6
Pagination, idempotency, versioning, errors, and events
Build 6
SDKs, sample code, and the tooling you integrate with
Access & Security 6
Authentication, authorization, and security posture
Operate 4
Status, limits, changes, and where to get help
Commercial 4
Pricing, plans, and the legal terms of use
Company 4
The organization behind the API
Other 5
Properties that don't map to a standard resource type
← All providers · Data indexed from github.com/api-evangelist/edge-impulse · machine-readable index on apis.io
This is an independent, third-party profile of Edge Impulse, published by API Evangelist. We do not operate, host, resell, or support these APIs, and we are not affiliated with or endorsed by the company unless stated above. Everything here is built from publicly available information — the company's own site, developer portal, documentation, public repositories, and the specifications it publishes for public use. Nothing is obtained by breaching a system, defeating an access control, or using credentials.
The Kin Score and Agent Readiness rating are independently calculated assessments of a company's public API artifacts, scored against a published rubric. They are not certifications, endorsements, security assessments, or audits.
Corrections, re-scores, and removal are free — no partnership or purchase required, and you do not need to justify the request. A removed company is recorded as unrated, never scored zero for having asked. Acknowledgement within one business day; removal within two.
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