niche · 0.8

Text Analysis

Score 17.0 / 100 30 providers 19 APIs Search apis.io →

Providers using this tag (30)

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

Strong 1 Solid coverage with minor gaps
Developing 7 Usable, with meaningful gaps to close
Thin 4 Limited public surface area
Emerging 3 Early or largely undocumented
Minimal 15 Almost no public developer surface

APIs with this tag (19)

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 1 Usable, with meaningful gaps to close
Thin 1 Limited public surface area
Emerging 2 Early or largely undocumented
Minimal 15 Almost no public developer surface

Score breakdown

Frequency
45.2
log-scaled weighted occurrences
Breadth
0.8
spread across providers
Quality lift
26.6
mean composite of providers using it
Cohesion
1.4
strength of nearest seed neighbor

Related tags

Natural Language Processing 12 co-occurrences Language 5 co-occurrences Public APIs 15 co-occurrences Machine-Learning 10 co-occurrences Artificial Intelligence 8 co-occurrences

Where this tag comes from

Provider tag27
Api tag19

Cohort brief

Auto-generated

The 30 providers in the APIs.io catalog tagged Text Analysis, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
30
all scored
Mean Kin Score
22.1
+1.4 vs catalog 20.7
Mean Agent Readiness
11
+1.3 vs catalog 9.7
Spread
5.7–55.8
median 12 · σ 18.1
How the 30 split by band
Exemplar 0Strong 1Developing 7Thin 4Emerging 3Minimal 15
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 24.6 17.5 +7.1 30
Discoverability 62.2 60.4 +1.8 30
Operational Transparency 12.8 11.3 +1.5 30
Access Clarity 22.1 22.3 -0.2 30
Contract Governance 6.1 6.4 -0.3 30
Developer Ergonomics 14.3 17.9 -3.6 30

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) 10% 16% -6
MCP server (first-party) 0% 7% -7
Agent Skills 0% 0% 0
OAuth scopes 0% 9% -9
Security 97% 88% +9
Arazzo workflows 3% 2% +1
Governance rules 37% 13% +24

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 GPTZero 55.8
  2. 2 Oracle 53
  3. 3 Amazon Comprehend 48.2
  4. 4 IBM Language Translator 46.3
  5. 5 DetectLanguage 45.2
  6. 6 Google Cloud Natural Language 44.6
  7. 7 AYLIEN 42.9
  8. 8 languagelayer 40.3
  9. 9 TextGears 38.3
  10. 10 cohere 33.5
Top by Agent Readiness
  1. 1 Oracle 41.9
  2. 2 AYLIEN 30.6
  3. 3 DetectLanguage 30.6
  4. 4 languagelayer 30.6
  5. 5 cohere 28.3
  6. 6 Amazon Comprehend 24.5
  7. 7 IBM Language Translator 22.3
  8. 8 TextGears 22.3
  9. 9 GPTZero 20.7
  10. 10 Google Cloud Natural Language 19.8
All 30 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.

Work with this as data

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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

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

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