CoreWeave (CoreWeave Sandboxes)

HostedGPU cloud

Run agent tools, evaluations, and training workloads in isolated environments on CoreWeave.

Homepage Docs Pricing Repository

Scanned 14 Oct 2026 · Schema v5 · features v21

From: —
Cloud compute instances priced per instance-hour, with model-specific GPU count; inference column per single-GPU-hour. Object/file storage per GB-month. No standalone sandbox unit price established on the inspected pricing and sandbox docs.
Free tier: Not documented
W&B Free/Academic/Trial accounts have a disclosed serverless concurrency allowance when sandbox access and enforcement are enabled; a quota is not evidence of free CoreWeave compute. Standalone sandbox free-tier price not established.
Isolation: Virtual machine
hypervisor, or nothing at all
Regions: 2
North America · Europe
Capabilities: 18 / 61
11 partial · 32 fail · 0 not assessed
Agent readiness: 9/11 · 8/11
read · drive, pre-login surface

Advertised for

Agent tool execution and coding workspaces · RL rollouts and evaluations · Computer use Linux desktops · GPU sandboxes (private preview) · Serverless or CKS placement

Built for

Developers, then technical

· Python/TypeScript SDK creation and REST authentication: https://docs.coreweave.com/products/sandboxes/get-started.md
· Runtime policies, runner IDs and explicit egress: https://docs.coreweave.com/products/sandboxes/profiles/configure.md
· Named CLI coding-agent integrations: https://docs.coreweave.com/products/sandboxes/agents.md

01 Pricing Cloud compute instances priced per instance-hour, with model-specific GPU count; inference column per single-GPU-hour. Object/file storage per GB-month. No standalone sandbox unit price established on the inspected pricing and sandbox docs.

Tier	EntryCloud GPU on-demand instance	Sandbox placement
Price	GB200 NVL72 (4 GPUs) $42.00/hour; HGX H100 (8 GPUs) $49.24/hour; GB300 NVL72 contact sales	standalone rate not established
Includes	Model-specific GPU count, vCPU, RAM and local storage; North America table	Serverless managed capacity or customer CKS capacity; GPU private-preview allowlist required

Free tier: W&B Free/Academic/Trial accounts have a disclosed serverless concurrency allowance when sandbox access and enforcement are enabled; a quota is not evidence of free CoreWeave compute. Standalone sandbox free-tier price not established.

per instance-hour for GPU/CPU machines; per GPU-hour inference; per GB-month storage; standalone sandbox unit undisclosed·Card required: unconfirmed·coreweave.com

Overages: Object storage Hot $0.06, Warm $0.03, Cold $0.015, Archive limited availability $0.0125 per GB-month; distributed file storage $0.070/GB-month. Egress free, Dedicated VAST storage contact sales. Cloud rates are not a decomposable standalone sandbox bill.

02 Website design Desktop public website · assessed 14 Oct 2026

Complete assessment.

Enterprise AI-cloud branding pairs oversized black/blue type, generous white space and a faceted cyan-blue hero with dense technical pricing tables. Docs switch to a compact three-column shell with blue accents and pale gradient cards.

Corporate

Landing page: captured
Pricing: captured
Docs: captured

03 Runtime Each fact carries its source; dots show confidence. Open a row for the evidence.

Isolation & lifecycle

Isolation primitive

Virtual machinehypervisor, or nothing at all

Persistence

Registered PVC-backed Volumes persist independently of sandboxes, share live data and pin CKS runner placement. Scratch volumes disappear with sandbox; immutable filesystem snapshots restore/fork files across new runs, not memory/processes.

Snapshots / forks

Filesystem snapshots can restore or fork into new sandboxes. Running processes and memory are not captured.

Resources & limits

Storage

CoreWeave AI Object Storage (S3-compatible; Hot $0.06 / Warm $0.03 / Cold $0.015 / Archive $0.0125 per GB-mo), Distributed File Storage ($0.070/GB-mo), VAST Dedicated Storage; egress free.

Limits & quotas

Lifetime fallback 600s, maximum 2,592,000s (30 days), cannot extend after creation. Serverless concurrency defaults (when enforced): W&B Free/Academic/Trial 20, Pro 2,000, Enterprise 5,000, other 10. Confirm enforcement and quota with account team. CKS usage excluded; asynchronous accounting, creation throttles and GPU allowlisting apply.

GPU

GPU sandboxes in private preview; organization allowlisting required. Serverless uses virtualized whole GPUs; customer CKS uses nonvirtualized runc containers. GPU requests require Python client; TypeScript does not expose GPU resources yet.

Access

Deploy interface

Python cwsandbox and TypeScript @coreweave/cwsandbox; authenticated REST control plane; cwic for runner/policy administration; cws-agent for documented coding-agent workspace integration.

SDK languages

PythonTypeScript

Network & secrets

Egress controls

Policy allowedEgress/defaultEgress plus explicit deny_egress; destination CIDR, tenant, selector, HTTPS hostname or any, optionally narrowed by ports. CKS runner administrator controls policy; serverless policy managed by CoreWeave.

Secrets

SDK supports Secret and environment configuration; runner policy can attach image-pull secrets and platform volumes. Harness guides pass provider keys into the sandbox: do not assume external credential injection protection.

Bring your own cloud

CKS placement selects your CoreWeave cluster, not a customer AWS/GCP/Azure cloud account.

Placement & use

Jurisdiction

Cloud pricing discloses North America and Europe availability tables. Exact Sandbox regions were not re-established; serverless placement managed by platform.

Advertised workloads

Agent tool execution and coding workspacesRL rollouts and evaluationsComputer use Linux desktopsGPU sandboxes (private preview)Serverless or CKS placement

04 Capabilities 18 pass · 11 partial · 32 fail · 61 of 61 assessed

Supported — Documented on the public surface and verified.
Partially supported — Exists with caveats: gated, thin, or enterprise-only.
Not supported — Checked and not offered.
Not assessed — Scanned before this capability was tracked. Not a lack.

Compute & storage 5/11

Persistent diskStorage that survives restart/stop (not ephemeral-only).

Supported

Object storageManaged S3-compatible / blob object store the platform PROVIDES to a user's workloads (buckets, presigned URLs). DISTINCT from persistent-disk (block/volume attached to an instance) and from a self-host dependency (source.self_host.deps[]=["object-storage"] is an infra dep to RUN an OSS tool — the opposite direction). SCOPE varies and matters: native first-class (Railway Buckets, Cloudflare R2) vs a sibling SKU / extension (Fly Tigris, Bunny Storage, DigitalOcean Spaces) — record which in the evidence quote / note. Admitted v15.

Supported

Snapshots / forkingSnapshot or copy-on-write fork of a running instance (filesystem-only counts). Whether the snapshot also restores memory + running processes is recorded separately by memory-snapshot (v19).

Supported

Live-state (memory) snapshotsA snapshot / checkpoint / pause captures a running instance's MEMORY and PROCESS state and restores it, so running processes continue where they left off instead of a freshly booted instance with the same files. Counts whether user-triggered (snapshot, checkpoint, pause-to-storage) or used to restore pre-initialised state (memory snapshots for fast cold starts). Distinct from snapshots-forks (any snapshot or fork, including filesystem-only; a product passing that key may still fail this one) and from scale-to-zero (an idle-cost property; suspension may or may not keep memory). Actor multiplexing (see scale-to-zero) records its live-state half here — only when the suspended actor's MEMORY/process state is what comes back, not a freshly booted worker with the actor's files.

Not supported

Scale to zeroIdle instances suspend at no / negligible cost. ACTOR MULTIPLEXING (many suspended stateful actors sharing a small pool of pre-warmed workers, woken on request — Agent Substrate, AX, kagent; Rivet's hibernating actors) has NO key of its own (proposal REJECTED v20) — score the idle-cost half HERE and the live-state half under memory-snapshot; the oversubscription ratio / density is a performance characteristic the registry does not key.

Partially supported

GPU computeGPU-backed instances available.

Partially supported

Multi-regionCompute placeable in more than one geographic region.

Partially supported

Sandbox templates / custom imagesBuild reusable sandbox/VM images from an OCI image or Dockerfile (a base you fork instances from).

Supported

Cloud-init / ignition configCustomise a VM / microVM / instance at boot via cloud-init (or ignition) user-data — the same boot-metadata interface as AWS/Azure/GCP. Inject packages, users, SSH keys, files, and run-commands declaratively at launch. Distinct from sandbox-templates (a PREBUILT image you fork instances from) — this is PER-LAUNCH declarative customisation, not a baked image.

Not supported

Desktop / computer-use sandboxA virtual desktop (GUI) for LLM computer-use — browser + desktop automation, often via noVNC/VNC.

Supported

Selectable isolation runtimeThe user chooses the isolation runtime per workload / environment / sandbox from more than one option (e.g. microVM vs gVisor vs plain container, native namespaces vs gVisor, gVisor vs VM). Records the CHOICE; the isolation_primitive facet still records the best-evidenced primary. A platform that switches runtime automatically without a user choice (e.g. gVisor forced for GPU) does not pass on that alone.

Partially supported

Networking & delivery 5/9

Automatic HTTPSTLS endpoints provisioned automatically per workload.

Supported

Built-in reverse proxyPlatform routes external traffic to workload services.

Supported

Custom domainsBring-your-own domain via CNAME/DNS.

Not supported

Public preview URLsShareable per-deploy / per-branch URLs.

Supported

Direct public IPv6Per-instance stable public IPv6 for raw TCP/UDP (beyond a managed HTTPS proxy) — e.g. mosh / raw sockets.

Not supported

Egress controlsConfigurable OUTBOUND network policy — egress firewall / allowlist / egress proxy on traffic LEAVING a workload. Scoped to OUTBOUND only (v15): private-network REACHABILITY between a user's own services is private-networking, not this. Static-egress-IP belongs here (an outbound concept).

Supported

Private networkingA platform-internal private network between a user's OWN services — service-to-service connectivity, VPC, service mesh, and/or service discovery, not exposed to the public internet. DISTINCT from egress-controls (OUTBOUND firewall/allowlist), reverse-proxy (PUBLIC inbound ingress), and direct-ipv6 (per-instance PUBLIC addressing). Admitted v15.

Supported

Email send / receiveSend and/or receive email from the workload.

Not supported

Edge KV storeA globally-replicated key-value store read from WITHIN an edge runtime at the PoP (low-latency, eventually-consistent) — Cloudflare Workers KV, Deno KV, Fastly KV Store, Akamai EdgeKV, Vercel Edge Config. Distinct from first-party-db (a managed DATABASE service you provision and connect to) and from http-query-api (HTTP access to an external store) — edge-kv is colocated with the edge compute and read at the edge.

Not supported

Developer access 4/10

Public APIDocumented programmatic API.

Supported

OpenAPI specMachine-readable OpenAPI / Swagger spec published.

Partially supported

CLIOfficial command-line tool.

Supported

SDKOfficial client library/libraries.

Supported

SSH accessDirect SSH into workloads.

Partially supported

Filesystem APIRemote file operations over the API (list/read/write/watch/copy/upload) without SSH.

Supported

Git deployDeploy from a Git repo / push-to-deploy.

Not supported

Private container registryHosted private image registry.

Not supported

E2B-compatible APIDrop-in compatibility with the E2B sandbox API/SDKs — existing E2B client code runs against this product by changing the endpoint/domain + key, with no business-code changes. E2B itself passes as the reference implementation. Distinct from public-api / sdk (the product has its own API — this key says it also speaks another vendor's) and from self-host-oss (a self-hosted E2B-compatible server is scored on both).

Not supported

HTTP data APIQuery / read / write the stored DATA over plain HTTP/REST (or GraphQL) WITHOUT the native protocol driver (Postgres wire / Redis RESP) — agent- and edge-friendly data access via fetch(). The DATA plane; distinct from public-api (a control-plane / management API). Auto-generated-from-schema REST/GraphQL (PostgREST, pg_graphql) is a flavour of this.

Not supported

AI & agents 1/12

Built-in coding agentShips a first-party AI coding agent in the product.

Not supported

Agent skillsInstallable / declarable agent skills or tools.

Partially supported

AI app builderPrompt-to-app / vibe-coding generation surface.

Not supported

MCP serverExposes a Model Context Protocol server for agents.

Supported

MCP clientActs as an MCP client / consumes MCP tools.

Not supported

MCP-server hostingRun/host MCP servers as a workload on the platform (distinct from exposing a first-party MCP control server — that is mcp-server).

Not supported

LLM gatewayRoutes LLM API calls through the platform (multi-provider).

Not supported

BYOK for LLMsBring-your-own LLM provider keys.

Not supported

Model inference API (first-party)A FIRST-PARTY hosted LLM/model inference API — the provider serves its OWN catalogue of (usually open-weight) models behind a (typically OpenAI-compatible) endpoint, billed per token. Distinct from llm-gateway (a multi-PROVIDER proxy/router for YOUR calls to external providers like OpenAI/Anthropic) and from byok-llm (bring your own provider keys) — here the platform IS the inference provider, serving its own models.

Not supported

Autonomous QA agentA first-party AUTONOMOUS AI agent that QA-TESTS a running app / implementation — exercising it like a real user (clicking through flows, checking behaviour) and reporting bugs/defects (often back to a coding agent, or before a human review). Distinct from built-in-agent (a code-AUTHORING agent — this one VERIFIES the result, it does not write the feature; a product can ship both), from ai-guided-code-review (organises a diff for a HUMAN to review — not an autonomous tester), and from observability (runtime metrics/logs, not active testing).

Not supported

Credential-injection proxyThe platform holds real secrets OUTSIDE the workload and injects them on the wire (an egress / broker proxy swaps a placeholder or phantom token for the real credential on matching outbound requests), so code running in the sandbox — e.g. an untrusted agent — never sees or can exfiltrate the real key. Distinct from secrets-management (storage + injection INTO the workload as env vars/files — the workload holds the secret) and from egress-controls (outbound allow/deny POLICY; a product can have an allowlist without injecting credentials, and vice versa).

Not supported

Preinstalled coding agentThe platform installs and launches a THIRD-PARTY coding agent (a harnesses.yml entry — Claude Code, Codex, OpenCode, Pi ...) inside a workspace/sandbox it provisions, with the agent's auth wired in (your own account or API key), so you start an agent session rather than an empty box. Distinct from built-in-agent (a FIRST-PARTY agent the vendor ships) and from harnesses[] (which records that a harness CAN target the product, not that the product runs it for you).

Not supported

Data 0/4

First-party databasePlatform-provided managed database.

Not supported

Database branchingCopy-on-write branch of a DATABASE (schema + data) as a dev-lifecycle primitive — branch your data like code, usually instant via a metadata operation. Distinct from snapshots-forks (forks a running compute INSTANCE / VM state) and from preview-environments (a full per-PR environment that may USE a DB branch). For a data product a CoW branch maps HERE, not to snapshots-forks.

Not supported

Vector searchFirst-class storage, indexing, and similarity search of vector embeddings — a native vector type/index or a managed vector DB. The data-layer primitive for RAG / semantic retrieval.

Not supported

Ephemeral instant DB (no-signup)Provision a working, usable instance via a single command / HTTP call with NO account, signup, or card — typically time-boxed (expires unless claimed). A zero-onboarding path an agent can hit directly.

Not supported

Platform & operations 0/6

Scheduled tasksCron / scheduled job primitive.

Not supported

Durable workflowsDurable execution / long-running workflow primitive.

Not supported

Preview environmentsA full EPHEMERAL environment spun up per PR / branch — compute + addons + (often) a DB branch — torn down on merge. More than preview-urls (which is just a shareable URL for one deploy).

Not supported

Built-in observabilityFirst-party metrics / logs / tracing / APM / profiling included in the platform (no third-party stack required to see what a workload is doing).

Partially supported

Managed CI/CD runnersPlatform-hosted, drop-in CI/CD runner VMs (GitHub Actions / GitLab), typically faster and cheaper than the CI vendor's own hosted runners, billed per runner-minute; isolated + ephemeral per job. Distinct from git-deploy (push-to-deploy of an APP) and scheduled-tasks (cron) — this is managed CI COMPUTE you point your existing pipelines at.

Not supported

Project template marketplaceA marketplace / gallery of prebuilt PROJECT STARTER templates (apps or websites) a user clones or launches a new project from and then customises — the "start from a template" surface of a builder / PaaS. Distinct from sandbox-templates (a COMPUTE base IMAGE you fork runtime INSTANCES from — Dockerfile / OCI), from app-builder (the prompt-to-app GENERATION surface — a product can have both), and from one-click OSS-app catalogues / helm-addon-marketplace (deploy a FINISHED app as-is, not a starter you build on).

Not supported

Organisation & security 3/9

Built-in authPlatform-provided authentication / IAM for workloads.

Partially supported

SSO / SAMLEnterprise single sign-on.

Supported

Secrets managementFirst-class secrets storage / injection.

Partially supported

TeamsMulti-user team accounts.

Supported

SharingShare a running workload/resource via link (optionally gated).

Supported

BYOCRuns inside the customer's own cloud account.

Not supported

Deploy into customers' VPCsA SaaS vendor uses the platform to deploy and operate ITS software inside ITS CUSTOMERS' cloud accounts / VPCs (nested or "customer BYOC"), managed from the vendor's control plane. Distinct from byoc (your own workloads in your own cloud account).

Not supported

Workload identityThe platform gives each workload its own verifiable identity (OIDC token, SPIFFE SVID, cloud IAM federation) that it exchanges for short-lived credentials, so no long-lived static secret is stored or injected. Distinct from secrets-management (stores / injects static secrets) and credential-injection-proxy (swaps real secrets in on the wire).

Partially supported

Self-host / OSS coreOpen-source core that can be self-hosted.

Not supported

05 Agent readiness Pre-login surface · counts, not a grade

Can an agent read it?

parse-ability · docs, metadata, machine-readable surfaces

9/11

7 full · 4 partial · 82% of applicable checks

llms.txt
Supported
“https://docs.coreweave.com/llms.txt: HTTP 200, 60311 bytes, substantive linked docs; size alone is not a rubric penalty.”
llms-full.txt
Supported
“https://docs.coreweave.com/llms-full.txt HTTP 200; 32,347,049 bytes comprehensive documentation; capped POINTER retained.”
robots.txt AI policy
Partially supported
“User-agent: *; Disallow: /blog-categories/; Disallow: /event/; Sitemap: https://wf.coreweave.com/sitemap.xml. No explicit AI-UA directives; default-allow earns half.”
JSON-LD
Partially supported
“Homepage application/ld+json contains Corporation schema graph; not a priced SoftwareApplication/Product offer.”
Sitemap
Supported
“robots-linked https://wf.coreweave.com/sitemap.xml HTTP 200; 158184 bytes with substantive loc entries.”
Meta tags
Supported
“Title: The Essential Cloud for AI | CoreWeave; descriptive meta description and OpenGraph metadata present in retained homepage HTML.”
Markdown negotiation
Supported
“https://docs.coreweave.com/products/sandboxes Accept: text/markdown response Content-Type: text/markdown; charset=utf-8; .md variant serves full sandbox docs.”
Content efficiency
Partially supported
“Readable HTMLParser text / homepage HTML bytes = 2.3912%; rubric 1-5% earns half.”
Docs discoverable
Partially supported
“Official docs reachable and linked on public site; observed docs link location not established as a first-class header link in bounded desktop header.”
Machine-readable pricing
Supported
“Official pricing HTML contains structured GPU/CPU/storage tables with model, GPU Count, vCPU, RAM, local storage and hourly prices; standalone sandbox price not established.”
No anti-bot wall
Supported
“Marketing, docs, pricing and source pages accessible; investor HTTP 403 recovered by foxcrawl. Spec fetch login redirect is auth gating, not a public-content bot challenge.”

Can an agent drive it?

act-ability · APIs, SDKs, MCP, credentials, webhooks

8/11

6 full · 4 partial · 73% of applicable checks

Public API
Supported
“https://docs.coreweave.com/products/sandboxes/reference/control-plane-api.md: REST API for managing runners and policies with base URL, auth, versioning and pagination.”
OpenAPI spec
Partially supported
“https://docs.coreweave.com/llms.txt links /openapi/sandboxes/openapi.yaml; fresh anonymous fetch returned HTML and foxcrawl redirected to login, so referenced but not anonymously fetchable.”
MCP server
Supported
“https://docs.coreweave.com/observability/mission-control-mcp/reference/tools.md documents hosted Model Context Protocol server and permission-gated write actions.”
SDK packages
Supported
“https://docs.coreweave.com/products/sandboxes/get-started.md: Python cwsandbox and TypeScript @coreweave/cwsandbox; GPU resources Python-only.”
Auth documented
Supported
“https://docs.coreweave.com/products/sandboxes/get-started.md and placement.md document scoped API access tokens, SANDBOX_USER IAM permission and W&B/CoreWeave credential strategies.”
Self-serve credentials
Partially supported
“Get-started docs: administrator grants Sandbox User policy; user creates API access token on console Tokens page. Human/dashboard prerequisite; no programmatic key issuance established.”
Webhooks
Not supported
“No documented sandbox webhook/signing surface established in fresh docs index and control-plane introduction.”
CLI tool
Supported
“Official CoreWeave Intelligent CLI cwic GitHub repository freshly fetched; runner policy commands documented.”
Error model
Supported
“https://docs.coreweave.com/products/sandboxes/reference/control-plane-api.md: Errors return an appropriate HTTP status and a google.rpc.Status body.”
Rate limits documented
Partially supported
“https://docs.coreweave.com/products/sandboxes/reference/limits-and-quotas.md: HTTP 429 reasons CWSANDBOX_OCCUPANCY_QUOTA_EXCEEDED and CWSANDBOX_SERVERLESS_CREATE_THROTTLED, RetryInfo 5-second hint; universal numeric create rate/response headers not disclosed.”
Agent config files
Partially supported
“https://docs.coreweave.com/products/sandboxes/agents.md documents cws-agent configuration imports and skills/MCP; no fresh well-known agent-discovery file established.”

06 Coding harnesses Which agents and IDEs are documented to run here

Advertised integrations 9

Claude Code Anthropic
Supported
“Claude Code”
Source docs.coreweave.com
Cursor Anysphere
Supported
“Cursor”
Source docs.coreweave.com
OpenCode opencode
Supported
“OpenCode CLI”
Source docs.coreweave.com
Pi earendil-works
Supported
“Pi”
Source docs.coreweave.com
Codex CLI OpenAI
Supported
“Codex”
Source docs.coreweave.com
Devin Cognition
Supported
“Devin Outposts”
Source docs.coreweave.com
Muse code
Supported
“Muse Code”
Source docs.coreweave.com
Claude managed agents
Supported
“Claude Managed Agents”
Source docs.coreweave.com
Openai agents api
Supported
“OpenAI Agents API”
Source docs.coreweave.com

Plausible compatibility 0

Derived, not stored: the product passes SSH access, so any CLI coding agent is installable inside it. This is plausible compatibility, not a supported integration.

No general shell access documented, so nothing is derived. Absence is not unsupported.

07 Compliance & regions Standards held, with ordinal rigor; never a score

Certifications held 5

ISO/IEC 27001
certifiedhosted
“ISO 27001”
Source trust.coreweave.comConfidence: high
SOC 2 Type II
certifiedhosted
“SOC 2 Type II”
Source trust.coreweave.comConfidence: high
ISO/IEC 27017
certifiedhosted
“ISO 27017”
Source trust.coreweave.comConfidence: high
ISO/IEC 27018
certifiedhosted
“ISO 27018”
Source trust.coreweave.comConfidence: high
GDPR
self-attestedhosted
“Published Data Processing Agreement + EU Data Act Addendum + sub-processors list.”
Source docs.coreweave.comConfidence: high

Regions 2

North AmericaNorth America
EuropeEurope

Broad market labels from fresh cloud pricing tables, not exact sandbox region IDs. Serverless placement is managed; CKS eligible-cluster selection documented. Prior seven named-region inventory was not freshly re-established and is not carried forward.

Legal

Privacy notice Terms of service

08 Company & presence Facts only, not scored

Company

Headquarters: Livingston, NJ, USA (290 W Mt Pleasant Ave, Suite 4100)
Founded: 2017 (IPO 2025, NASDAQ: CRWV)
Team size: Large public company; exact headcount not extracted this run.
Hiring: Hiring (careers board live).

Activity

Last release: Sandbox landing docs: Last modified on October 9, 2026. This is a documentation update, not proof of a platform release date. docs.coreweave.com
Last blog post: Fresh newsroom index retrieved; exact latest article date not established from bounded extraction. coreweave.com

Presence 8

Links found on the public surface scanned; not an exhaustive search.

09 Sources & method How this entry was produced

Public surface only

Everything here was read from coreweave.com's unauthenticated pages, docs, pricing and repository on 14 Oct 2026. Nothing behind a login was used.

Statuses, not scores

Capabilities are pass, partial or fail against a written rubric (features v21). “Not assessed” means the scan predates the key.

Confidence is separate

Each fact carries its own confidence. Low-confidence facts are shown, never hidden, so you can weigh them.

Schema: scan v5
Features registry: v21
Keys tracked today: 61
Assessed on this entry: 61

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