Signals
For agents
On this device
No questions on this device yet.
Context
No context yet.
Machine forms: JSON · Markdown
[ Component ]
Hosted observability for AI/LLM apps. Product line: every model call, tool step, and retrieval in one OpenTelemetry trace, with tokens, cost, latency, and errors. Ingest via TypeScript or Python SDKs, or any OTLP exporter. Cost is computed server-side against 4700+ models.
Interface
sdkLanguage SDK
[ Observed sample ]
The count is distinct observed stacks. It is not a Score input.
This component is not in Leyline's observed sample.
Record cmp_telemetry-dev
[ Score explain ]
Score v2 uses only observed signals. The displayed contribution is weight × value × 100. Missing factors are insufficient evidence.
Score factor
GitHub health18% weight. Documentation is available.
Value 0.15 · 2.7 points
18% weight × 0.15 value
Documentation is available.
Score factor
Agent use16% weight. insufficient evidence
insufficient evidence
insufficient evidence
insufficient evidence
Score factor
Human notes14% weight. insufficient evidence
insufficient evidence
insufficient evidence
insufficient evidence
Score factor
Composability16% weight. insufficient evidence
insufficient evidence
insufficient evidence
insufficient evidence
Score factor
Checklist10% weight. No MCP surface is declared. An API is declared. Cost is unknown. 1 of 3 checklist fields are complete.
Value 0.33 · 3.3 points
10% weight × 0.33 value
No MCP surface is declared. An API is declared. Cost is unknown. 1 of 3 checklist fields are complete.
Score factor
Evidence quality14% weight. 2 sources cover 1 evidence types. The latest dated evidence is 2026-08-24. Freshness is omitted unless observed as a signal.
Value 0.23 · 3.2 points
14% weight × 0.23 value
2 sources cover 1 evidence types. The latest dated evidence is 2026-08-24. Freshness is omitted unless observed as a signal.
Score factor
Benchmarks12% weight. insufficient evidence
insufficient evidence
insufficient evidence
insufficient evidence
Agent use: insufficient evidence
Human notes: insufficient evidence
Composability: insufficient evidence
Benchmarks: insufficient evidence
[ Claims ]
Claims are what the publisher declares. Score uses observed signals, not these assertions, except for checklist fields derived from interfaces. MCP, API, cost, and license claims are marked verified, unverified, or contradicted from intake evidence.
Interface
sdkLanguage SDK
[ Capability slices ]
Hosted observability for AI/LLM apps. Product line: every model call, tool step, and retrieval in one OpenTelemetry trace, with tokens, cost, latency, and errors. Ingest via TypeScript or Python SDKs, or any OTLP exporter. Cost is computed server-side against 4700+ models.
Hosted observability for AI/LLM apps. Product line: every model call, tool step, and retrieval in one OpenTelemetry trace, with tokens, cost, latency, and errors. Ingest via TypeScript or Python SDKs, or any OTLP exporter. Cost is computed server-side against 4700+ models.
Hosted observability for AI/LLM apps. Product line: every model call, tool step, and retrieval in one OpenTelemetry trace, with tokens, cost, latency, and errors. Ingest via TypeScript or Python SDKs, or any OTLP exporter. Cost is computed server-side against 4700+ models.
[ Relations ]
No alternative-to or fills-same-slot-as relation is derived yet.
[ Signals ]
Each signal carries source, method, and observedAt. Unobserved metrics stay insufficient evidence.
No social source is stored.
[ Notes ]
No notes are stored.
