Agent report card
Can an agent use Datadog API through Monitor operations?
Grade C+: Machine credentials exist but require manual copying, broad authority, or weak lifecycle support.
Datadog / active
Five-stage assessment
Where agent autonomy holds and where it breaks
- EvaluateReady
- Sign upLimited
- PayLimited
- ProvisionLimited
- OperateLimited
The exact service and stable evaluation or access entrypoints are publicly discoverable.
Applicable terms are stable, readable, retrievable, and materially complete.
Eligibility conditions and required inputs are explicit and decidable.
Price or no-charge status, variables, currency, and material conditions are explicit.
Evidence and actions6 signals
Can an agent decide every material eligibility condition before commitment?
supported: freshEligibility conditions and required inputs are explicit and decidable.
Datadog explicitly sets eligibility conditions in its Master Subscription Agreement: individuals using the services for their own purposes represent that they are legally permitted and competent to enter into the agreement, and users on behalf of an entity or organization represent that they have the right, power, and authority to enter into the agreement.
Can an agent estimate cost or confirm no-charge status before commitment?
supported: freshPrice or no-charge status, variables, currency, and material conditions are explicit.
Datadog explicitly discloses pricing rates, currency (USD), billing variables (e.g., per ingested or scanned GB per month, per million log events per month), and material commitment conditions such as annual vs. on-demand billing options on its pricing page.
Can an agent find the exact service and its stable entrypoints?
supported: freshThe exact service and stable evaluation or access entrypoints are publicly discoverable.
Datadog provides stable public API documentation entrypoints, including a direct markdown version endpoint at https://docs.datadoghq.com/api/latest.md and an LLM documentation index at /llms.txt.
Are verified structured discovery artifacts available?
missing: unknownCurrent admissible evidence does not resolve this finding.
Can an agent retrieve and understand the applicable commitment terms?
supported: freshApplicable terms are stable, readable, retrievable, and materially complete.
The Master Subscription Agreement contains terms governing the purchase and use of Datadog's services, taking effect upon entering into an Order, and includes sections covering Access and Use, Customer Restrictions, and applicable compliance and responsibilities.
Does the vendor deliberately describe access for web agents?
missing: unknownCurrent admissible evidence does not resolve this finding.
Machine credentials exist but require manual copying, broad authority, or weak lifecycle support.
A stable canonical route begins the required access bootstrap.
Evidence and actions5 signals
Can an agent operate the access controls and safe handoffs deterministically?
supported: freshCurrent admissible evidence does not resolve this finding.
The captured endpoint for signup returns an application error stating Datadog requires an up-to-date browser. The evidence does not resolve whether access controls and handoffs can be operated deterministically.
Is there a stable route to begin obtaining service access?
supported: freshA stable canonical route begins the required access bootstrap.
Datadog explicitly provides a sign-up link for account registration within its documentation guides.
Can an agent obtain access without an unsupported CAPTCHA boundary?
supported: freshCurrent admissible evidence does not resolve this finding.
The retained evidence across all targets consists of browser update warnings or user management documentation that does not discuss CAPTCHA challenges or alternatives.
Can an agent obtain scoped, revocable authority for this service?
supported: freshMachine credentials exist but require manual copying, broad authority, or weak lifecycle support.
Application keys provide programmatic API access associated with user accounts and support authorization scopes, but key management like revoking and creating new keys involves manual steps.
Can required phone verification be completed through a supported boundary?
supported: freshCurrent admissible evidence does not resolve this finding.
The retained evidence does not mention or establish phone verification requirements.
What would improve this stage
- Provide scoped delegated authorization with consent, revocation, and deterministic resumption.
The public commitment omits a material component until later in the flow.
Self-service is tier- or condition-limited, or a bounded vendor review exposes status.
Evidence and actions4 signals
Can an agent construct checkout, hand off approval safely, and resume?
supported: freshCurrent admissible evidence does not resolve this finding.
The retained documentation states that Datadog accepts credit card payments through the Plan page and details payment collection schedules and retry attempts. However, it does not disclose or establish a flow for an agent to construct checkout, hand off approval safely, and resume.
Is the exact commercial commitment disclosed before authorization?
supported: freshThe public commitment omits a material component until later in the flow.
Datadog's pricing page discloses starting prices in US dollars (such as App and API Protection starting at $31 per host, per month) and recurring options, but notes that overages and customized plans may apply depending on volume or commitment.
Can payment be authorized within scoped agent or explicit human authority?
supported: freshCurrent admissible evidence does not resolve this finding.
The retained documentation notes that administrators can manage credit card payment methods on the Plan page and that bills are auto-charged. It does not document scoped delegation or explicit human-confirmed payment authorization rails with receipts.
Is a direct self-service path to paid access documented?
supported: freshSelf-service is tier- or condition-limited, or a bounded vendor review exposes status.
Datadog provides a documented self-service path for credit card billing where administrators navigate to Plan & Usage -> Plan. However, switching to an annual plan or handling specific billing adjustments requires contacting a Customer Success Manager.
What would improve this stage
- Disclose the complete commitment before payment authorization.
- Document a direct purchase path or bounded vendor review with machine-readable status.
Delivery needs additional human transfer or has weak scope or lifecycle semantics.
Provisioning is machine-triggerable or follows deterministically from an allowed handoff.
A synchronous success response returns a usable created resource or access material; otherwise asynchronous work exposes progress, terminal state, reconciliation, and a documented bound.
Evidence and actions3 signals
Can usable access material be delivered securely to an authorized agent?
supported: freshDelivery needs additional human transfer or has weak scope or lifecycle semantics.
When One-Time Read (OTR) mode is enabled, application key secrets are displayed only once during creation and cannot be retrieved later.
Can an agent determine successful provisioning completion and reconcile asynchronous failure?
supported: freshA synchronous success response returns a usable created resource or access material; otherwise asynchronous work exposes progress, terminal state, reconciliation, and a documented bound.
The create monitor API endpoint synchronously returns the created monitor object containing its created timestamp, id, and status.
Can provisioning be initiated within supported agent authority?
supported: freshProvisioning is machine-triggerable or follows deterministically from an allowed handoff.
Provisioning a monitor can be initiated programmatically by making an HTTP request to the create monitor API endpoint.
What would improve this stage
- Deliver scoped access material through a secure documented machine-usable flow.
Safe failure handling is documented only partially.
Only part of the credential lifecycle is agent-operable.
Every essential target has a stable documented agent-usable interface alternative.
Request-time authentication is documented and usable under scoped agent authority.
Essential operations have stable readable request, response, and effect semantics.
Evidence and actions6 signals
Is an agent-native protocol interface verified against the essential targets?
missing: unknownCurrent admissible evidence does not resolve this finding.
Can an agent manage credential expiry, rotation, revocation, compromise, and recovery?
supported: freshOnly part of the credential lifecycle is agent-operable.
Datadog documentation explicitly details key revocation and token deletion, as well as managed rotation for API keys via AWS Secrets Manager. However, full agent-operable credential recovery and lifecycle automation across all credential types are not completely established.
Can an agent handle applicable failure modes safely?
supported: freshSafe failure handling is documented only partially.
Datadog documents rate limits and error responses (429 HTTP status code) along with backing off until a reset period (X-RateLimit-Period) expires. It does not fully establish idempotency, cancellation, or reconciliation semantics.
Can an agent authenticate service operations with scoped authority?
supported: freshRequest-time authentication is documented and usable under scoped agent authority.
Datadog API operations require authentication via API keys (using DD-API-KEY header) and application keys (using DD-APPLICATION-KEY header). Application keys can be assigned granular authorization scopes for fine-grained access control with minimal required permissions.
Are essential operation inputs, outputs, and effects stable and decidable?
supported: freshEssential operations have stable readable request, response, and effect semantics.
Datadog API is a REST API using standard HTTP methods, status codes, resource-oriented URLs, and JSON responses. Monitor creation and rate limits define exact input parameters, queries, and rate limit response headers.
- monitor-api
Can an agent perform every essential assessment target through a usable interface?
supported: freshEvery essential target has a stable documented agent-usable interface alternative.
Datadog provides an accessible HTTP REST API interface across multiple regional endpoints to programmatically execute monitor operations and core platform capabilities.
- monitor-api
What would improve this stage
- Document applicable structured errors, retry, cancellation, and reconciliation semantics.
- Provide scoped expiry, rotation, revocation, compromise, and recovery operations.
What works
- Evaluate: The exact service and stable evaluation or access entrypoints are publicly discoverable.
What blocks agents
- Sign up: Machine credentials exist but require manual copying, broad authority, or weak lifecycle support.
- Pay: The public commitment omits a material component until later in the flow.
- Provision: Delivery needs additional human transfer or has weak scope or lifecycle semantics.
- Operate: Safe failure handling is documented only partially.
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Improve the report
Correct it, rerun it, or improve the funnel.
- Profile
- arp_01kzf0m4x7n0qb42yj8v6ce9ds
- Projection
- sha256:2f9b5f41ec4f853595cc4aa235d4296f2adb9f475dd3dbecdc0811bd4143c123
- Policy
- service-use-2026-08-20-public-evidence-r9 · sha256:57bf95fd6d0fe6fe9173a68b60e8d8dc2179b357c88ff4349675a72d0e1d4139
Every request carries these exact identifiers.How report cards are assessed →View the exact declaration