emerging · 0.2

Guardrails

Score 21.4 / 100 35 providers 20 APIs Search apis.io →
Business capabilities this tag reaches
Information & Data Management 2
Variants seen in the corpus: Guardrailsguardrails

Providers using this tag (35)

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

Strong 2 Solid coverage with minor gaps
Developing 21 Usable, with meaningful gaps to close
Thin 7 Limited public surface area
Emerging 3 Early or largely undocumented
Minimal 2 Almost no public developer surface

APIs with this tag (20)

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 →

Strong 1 Solid coverage with minor gaps
Developing 10 Usable, with meaningful gaps to close
Thin 6 Limited public surface area
Emerging 3 Early or largely undocumented

Score breakdown

Frequency
47.7
log-scaled weighted occurrences
Breadth
1.0
spread across providers
Quality lift
46.2
mean composite of providers using it
Cohesion
0.0
strength of nearest seed neighbor

Related tags

Red Teaming 8 co-occurrences AI Observability 7 co-occurrences LLM Security 7 co-occurrences Prompt Injection 6 co-occurrences LLM Evaluation 6 co-occurrences Model Monitoring 5 co-occurrences Prompts 7 co-occurrences AI Security 9 co-occurrences

Where this tag comes from

Provider tag24
Api tag20
Openapi tag8
Openapi op tag25

Cohort brief

Auto-generated

The 35 providers in the APIs.io catalog tagged Guardrails, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
35
all scored
Mean Kin Score
37.9
+17.2 vs catalog 20.7
Mean Agent Readiness
20.7
+11.0 vs catalog 9.7
Spread
8.7–54.7
median 40.1 · σ 12.3
How the 35 split by band
Exemplar 0Strong 2Developing 17Thin 10Emerging 4Minimal 2
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 40.8 17.9 +22.9 35
Contract Quality 37.6 17.5 +20.1 35
Operational Transparency 30.6 11.3 +19.3 35
Access Clarity 39.1 22.3 +16.8 35
Discoverability 72.4 60.4 +12 35
Contract Governance 10.3 6.4 +3.9 35

A facet is averaged over the members that carry it, not over the whole cohort — the “Scored” column is that count. Averaging an absent facet as zero would score our own coverage gaps as the providers’ posture.

What this cohort publishes
ArtifactThis cohortCatalogDifference
MCP server (any) 40% 16% +24
MCP server (first-party) 26% 7% +19
Agent Skills 0% 0% 0
OAuth scopes 11% 9% +2
Security 100% 88% +12
Arazzo workflows 0% 2% -2
Governance rules 17% 13% +4

mcp_pct counts any mcp/ artifact including ones API Evangelist derived from the provider OpenAPI; mcp_first_party_pct counts only servers the provider publishes. Prefer the latter.

Top by Kin Score
  1. 1 Civic 54.7
  2. 2 Fiddler Labs 54.4
  3. 3 H2O.ai 51.9
  4. 4 ActiveFence 51.6
  5. 5 Portkey 51.3
  6. 6 Comet 49
  7. 7 ArthurAI 48.4
  8. 8 Opik 48.2
  9. 9 Aleph Alpha 47.9
  10. 10 Vijil 47.6
Top by Agent Readiness
  1. 1 H2O.ai 46.9
  2. 2 ArthurAI 41.5
  3. 3 Galileo Technologies 37.9
  4. 4 Portkey 36
  5. 5 Comet 32.5
  6. 6 Arthur AI 31.5
  7. 7 ActiveFence 30.4
  8. 8 Aleph Alpha 29.9
  9. 9 Gray Swan 29.3
  10. 10 Vijil 29.1
All 35 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 25 August 2026, across 26891 providers, using the same computation served by the APIs.io cohort API. Briefs are published for rosters of 5 or more scored providers; below that a distribution is not meaningful.

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  • 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.
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The distribution (Pro)
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