established · 0.3 capabilitymarket actiondomain

Personalization

Score 25.6 / 100 118 providers +20 via APIs 46 APIs Search apis.io →

Providers using this tag (118)

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

Exemplar 12 Complete, well-documented, and agent-ready
Strong 18 Solid coverage with minor gaps
Developing 22 Usable, with meaningful gaps to close
Thin 17 Limited public surface area
Emerging 20 Early or largely undocumented
Minimal 28 Almost no public developer surface
Unrated 1 Not yet scored

APIs with this tag (46)

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 →

Exemplar 12 Complete, well-documented, and agent-ready
Strong 7 Solid coverage with minor gaps
Developing 10 Usable, with meaningful gaps to close
Thin 8 Limited public surface area
Emerging 6 Early or largely undocumented
Minimal 3 Almost no public developer surface

Companies reaching this through an API (20)

These companies publish an API, specification or operation carrying “Personalization” but do not classify their business under it. Listed unranked and kept out of the count above, because one tagged operation is not a statement about what a company does.

AfterShip Amperity Appcharge Carnival Cast Corporation Chord cPanel Docupilot dotCMS Equinox Holdings Kitchen Stories Mastercard Ntropy Olo Riiid Storylane Superpower Sync API Vidyard Walnut

Score breakdown

Frequency
61.7
log-scaled weighted occurrences
Breadth
3.1
spread across providers
Quality lift
42.0
mean composite of providers using it
Cohesion
7.1
strength of nearest seed neighbor

Where this tag sits

Marketing broader

Related tags

Recommendations 26 co-occurrences A/B Testing 16 co-occurrences Customer Data Platform 16 co-occurrences Experimentation 13 co-occurrences Segmentation 12 co-occurrences Marketing Automation 16 co-occurrences CDP 9 co-occurrences Marketing 36 co-occurrences

Where this tag comes from

Provider tag118
Api tag46
Openapi tag9
Openapi op tag48

Cohort brief

Auto-generated

The 110 providers in the APIs.io catalog tagged Personalization, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
110
of 118 in the catalog
Mean Kin Score
36.2
+13.3 vs catalog 22.9
Mean Agent Readiness
23.3
+11.4 vs catalog 11.9
Spread
0–82.8
median 35.3 · σ 22.7
How the 110 split by band
Exemplar 11Strong 18Developing 22Thin 18Emerging 19Minimal 22
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Access Clarity 42.3 26.5 +15.8 110
Developer Ergonomics 38.4 23.2 +15.2 110
Contract Quality 29.8 17.6 +12.2 110
Operational Transparency 25.9 13.7 +12.2 110
Discoverability 65.2 58.1 +7.1 110
Contract Governance 9.9 6.3 +3.6 110

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) 36% 14% +22
MCP server (first-party) 32% 12% +20
Agent Skills 0% 0% 0
OAuth scopes 23% 11% +12
Security 98% 98% 0
Arazzo workflows 3% 2% +1
Governance rules 15% 14% +1

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 Algolia 82.8
  2. 2 Adobe Suite 78.3
  3. 3 Salesforce Marketing Cloud 77.3
  4. 4 Contentstack 75.1
  5. 5 Talon.One 74.3
  6. 6 Bloomreach 72.3
  7. 7 Mapp Marketing Cloud 70.4
  8. 8 MoEngage 69
  9. 9 Adobe Experience Cloud 68.2
  10. 10 Tealium 67.6
Top by Agent Readiness
  1. 1 MoEngage 67.8
  2. 2 Algolia 66.5
  3. 3 Builder.io 64.2
  4. 4 Bloomreach 63.7
  5. 5 Cordial 62.9
  6. 6 Adobe Suite 62.3
  7. 7 Demandbase 60.6
  8. 8 Salesforce Marketing Cloud 57.9
  9. 9 Sendspark 56.8
  10. 10 Intelligems 55.2
All 118 members of this roster resolve to a provider in the catalog; 110 carry a score (93%). The figures above describe the scored members only.
Coverage caveat. 86 of 110 scored members had under half their catalog-attributable points satisfied at all (catalog_earned / catalog_max < 0.5). They are INCLUDED in the mean above. A large share here means the cohort mean is partly a measurement of how far our enrichment reached, not only of how these providers publish.Generated from the catalog build of 5 October 2026, across 29093 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.

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

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