niche · -0.7 market domain

AI Observability

Score 18.3 / 100 14 providers 3 APIs Search apis.io →

Providers using this tag (14)

Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.

Exemplar 1 Complete, well-documented, and agent-ready
HoneycombObservabilityTracingDistributed TracingTelemetry13 APIs82.3
Strong 1 Solid coverage with minor gaps
Fiddler LabsCompanyML MonitoringLLM Observability1 API54.4
Developing 7 Usable, with meaningful gaps to close
fiddler.aiCompanyMachine-LearningLLM1 API47.2ArthurAICompanyAi MlAI Governance2 APIs46.7APIToolkit (Monoscope)API AnalyticsAPI CatalogAPI Management1 API46.3Arthur AICompanyArtificial IntelligenceAI Governance1 API45.9Galileo TechnologiesCompanyLLM EvaluationGenerative AI1 API42.7GalileoAI EvaluationGenAIGuardrails1 API41.6Monte CarloData ObservabilityData QualityData MonitoringData Lineage1 API41.3
Thin 3 Limited public surface area
AI GatewayAI GatewayLLM RouterLLM ProxyModel Routing1 API38.8Monte CarloData ObservabilityData QualityData ReliabilityData Lake1 API34.0BuoyantKubernetesLinkerdmTLS2 APIs30.0
Emerging 2 Early or largely undocumented
PreludeCompanyCybersecurityAI Security1 API25.3WhyLabsML MonitoringLLM MonitoringOpen-Source3 APIs25.2

APIs with this tag (3)

Ranked by the provider's API Evangelist rating — the Kin Score is scored per provider, not per API, so every API of a provider shares its band. How the rating works →

Developing 2 Usable, with meaningful gaps to close
Fiddler REST APIREST API (v3) for the Fiddler AI Observability platform — projects, models, applications, events, traces/se...47.2Monoscope MCP ServerHosted Model Context Protocol endpoint exposing approximately 50 auto-derived REST tools plus workflow tool...46.3
Thin 1 Limited public surface area
GentraceGentrace was an AI evaluation and observability product; the company has shut down and its codebase is now ...38.8

Score breakdown

Frequency
34.3
log-scaled weighted occurrences
Breadth
0.4
spread across providers
Quality lift
47.0
mean composite of providers using it
Cohesion
1.4
strength of nearest seed neighbor

Related tags

Guardrails 7 co-occurrences AI Governance 5 co-occurrences Observability 5 co-occurrences Company 6 co-occurrences

Where this tag comes from

Provider tag14
Api tag3

Work with this as data

Every tag here is available over the APIs.io API and to AI agents over MCP.

MCP server

One button, every client — Claude, Cursor, VS Code and the rest.

https://apis.io/mcp

Tools for tags

7 MCP tools reach this
  • find_tagsBrowse and filter every tag in the catalog.
  • get_cohortThis tag as a scored cohort — every provider carrying it, with scores.
  • cohort_statsPRO — the distribution across this tag: mean, median, band split, adoption rates.
  • cohort_rankingsPRO — the leaderboard, on composite AND agent-readiness axes.
  • apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
  • resolveTurn a domain, URL or GitHub org into the provider it belongs to.
  • find_cohortsEvery scored population of providers in the catalog.
All 92 tools →

Call it yourself

curl for this page
This tag 
curl "https://apis.io/api/v1/tags/ai-observability"
All tags 
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort 
curl "https://apis.io/api/v1/cohorts/tag/ai-observability"
The distribution (Pro) 
curl "https://apis.io/api/v1/cohorts/tag/ai-observability/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

Discovery needs no key. Ratings and market analysis are Pro.

Get an API key

Free tier, no email required.

GitHub Google LinkedIn

A second provider on the same verified email joins the account you already have.