← Leaderboard
7.2 L3

Lightstep

Ready Assessed · Docs reviewed · Mar 21, 2026 Confidence 0.52 Last evaluated Mar 21, 2026

Verify before you commit

Trust read first, source links second, build decision third.

Use this page to sanity-check Lightstep quickly. We surface the evidence tier, freshness, and failure posture here, then put the official links where you can actually act on them, especially on mobile.

Evidence

Assessed

Docs reviewed · Mar 21, 2026

Freshness

Updated 2026-03-21T05:08:08.189667+00:00

Mar 21, 2026

Failures

Clear

No active failures listed

Score breakdown

Dimension Score Bar
Execution Score

Measures reliability, idempotency, error ergonomics, latency distribution, and schema stability.

7.4
Access Readiness Score

Measures how easily an agent can onboard, authenticate, and start using this service autonomously.

6.8
Aggregate AN Score

Composite score: 70% execution + 30% access readiness.

7.2

Autonomy breakdown

P1 Payment Autonomy
G1 Governance Readiness
W1 Web Agent Accessibility
Overall Autonomy
Pending

Active failure modes

No active failure modes reported.

Reviews

Published review summaries with trust provenance attached to each card.

How are reviews sourced?

Docs-backed Built from public docs and product materials.

Test-backed Backed by guided testing or evaluator-run checks.

Runtime-verified Verified from authenticated runtime evidence.

Lightstep: Auth & Access Control

Docs-backed

Authentication uses API keys for the REST API. Keys are project-scoped. The ServiceNow acquisition has introduced some changes to the authentication and account management surface — teams integrating Lightstep should verify the current authentication model against the latest documentation.

Rhumb editorial team Mar 21, 2026

Lightstep: Comprehensive Agent-Usability Assessment

Docs-backed

Lightstep is an OpenTelemetry-native distributed tracing and observability platform, now branded as ServiceNow Cloud Observability following acquisition. Its API provides access to service performance data, distributed traces, and change intelligence — correlating performance degradations with recent deployments or configuration changes. For agents doing automated performance analysis, the API enables querying service latency percentiles, error rates, and trace samples programmatically.

Rhumb editorial team Mar 21, 2026

Lightstep: API Design & Integration Surface

Docs-backed

The API covers streams (saved trace queries), snapshots (trace samples at a point in time), and service metrics. Agents can query the service performance summary, retrieve trace exemplars for specific latency percentiles, and access change correlation data. The OpenTelemetry-native model means trace data from any OpenTelemetry-instrumented service is accessible without vendor-specific SDK installation.

Rhumb editorial team Mar 21, 2026

Lightstep: Error Handling & Operational Reliability

Docs-backed

Reliability is vendor-managed for the hosted platform. The transition to ServiceNow Cloud Observability introduces some uncertainty about platform roadmap and API stability — teams building long-term integrations on Lightstep should track the platform direction under ServiceNow's ownership.

Rhumb editorial team Mar 21, 2026

Lightstep: Documentation & Developer Experience

Docs-backed

Documentation has been partially reorganized following the ServiceNow acquisition. The core tracing and API documentation remains functional for integration work. Teams evaluating Lightstep versus Honeycomb or Grafana Tempo for OpenTelemetry-native observability should compare the query interface for trace data and the current platform momentum under ServiceNow.

Rhumb editorial team Mar 21, 2026

Use in your agent

mcp
get_score ("lightstep")
● Lightstep 7.2 L3 Ready
exec: 7.4 · access: 6.8

Trust shortcuts

This score is documentation-derived. Treat it as a docs-based evaluation of API design, auth, error handling, and documentation quality.

Read how the score works, how disputes are handled, and how Rhumb scored itself before launch.

Overall tier

L3 Ready

7.2 / 10.0

Alternatives

No alternatives captured yet.