niche · 0.0 capabilitymarket resourcedomain

Text Analysis

Score 17.1 / 100 28 providers +3 via APIs 18 APIs Search apis.io →

Providers using this tag (28)

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

Strong 1 Solid coverage with minor gaps
Amazon ComprehendMachine LearningNatural Language ProcessingNLP1 API57.3
Developing 6 Usable, with meaningful gaps to close
VettlyContent ModerationTrust and SafetySecurity1 API53.3GPTZeroCompanyArtificial IntelligenceAI DetectionContent Moderation1 API49.2IBM Language TranslatorTranslationNatural Language ProcessingMachine TranslationIBM Watson1 API44.8DetectLanguageLanguage DetectionNatural Language ProcessingMachine Learning1 API43.7Google Cloud Natural LanguageEntity RecognitionGoogle CloudMachine LearningNatural Language Processing1 API42.9Marz Greta-Lock NetworkCompanyAI AgentsAgent EvaluationBenchmarking2 APIs42.4
Thin 6 Limited public surface area
AYLIENNews IntelligenceNLPSentiment Analysis2 APIs38.5languagelayerLanguage DetectionNatural Language ProcessingMachine Learning1 API37.2ClarifaiArtificial IntelligenceComputer VisionNLPImage Recognition1 API35.4TextGearsGrammarSpellingReadability1 API33.7LanguageToolGrammarLanguageProofreadingSpell Check1 API29.8Apache LuceneFull-Text SearchIndexingJavaSearch1 API27.6
Emerging 1 Early or largely undocumented
MonkeyLearnMachine LearningSentiment AnalysisNatural Language Processing1 API22.7
Minimal 14 Almost no public developer surface
AudexumPublic APIs1 API6.0Google Cloud NaturalPublic APIs1 API6.0Hirak OCRPublic APIs1 API6.0ELIPublic APIs1 API5.6apilayer languagelayerPublic APIs1 API5.1Cloudmersive Natural Language ProcessingPublic APIs1 API5.1Code Detection APIPublic APIs1 API5.1GeoScorePublic APIs1 API5.1TisanePublic APIs1 API5.1Aylien Text AnalysisPublic APIs1 API5.0Sentiment AnalysisPublic APIs1 API4.2Hirak TranslationPublic APIs1 API4.1SemantriaPublic APIs1 API4.1Watson Natural Language UnderstandingPublic APIs1 API4.1

APIs with this tag (18)

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
OCI AI Language APIServerless cloud AI service for sophisticated text analysis at scale, including sentiment analysis, named e...66.0
Thin 2 Limited public surface area
Cohere Classify APIThe Cohere Classify API performs text classification by assigning labels to input text based on provided ex...32.9Apache LuceneLucene provides a comprehensive Java API for full-text indexing, searching, faceting, hit highlighting, spa...27.6
Emerging 1 Early or largely undocumented
IBM Watson Natural Language UnderstandingAnalyze text to extract metadata from content such as concepts, entities, keywords, categories, sentiment, ...19.3
Minimal 14 Almost no public developer surface
AudexumText-to-speech REST API with 43 voices and 33 languages6.0Google Cloud NaturalNatural language understanding technology, including sentiment, entity and syntax analysis6.0Hirak OCRImage to text -text recognition- from image more than 100 language, accurate, unlimited requests6.0ELINatural Language Processing Tools for Thai Language5.6apilayer languagelayerLanguage Detection JSON API supporting 173 languages5.1Cloudmersive Natural Language ProcessingNatural language processing and text analysis5.1Code Detection APIDetect, label, format and enrich the code in your app or in your data pipeline5.1GeoScoreScore content for AI search citation readiness. Returns a 0-100 GEO score, 8 structural metrics, and improv...5.1TisaneText Analytics with focus on detection of abusive content and law enforcement applications5.1Aylien Text AnalysisA collection of information retrieval and natural language APIs5.0Sentiment AnalysisMultilingual sentiment analysis of texts from different sources4.2Hirak TranslationTranslate between 21 of most used languages, accurate, unlimited requests4.1SemantriaText Analytics with sentiment analysis, categorization & named entity extraction4.1Watson Natural Language UnderstandingNatural language processing for advanced text analysis4.1

Companies reaching this through an API (3)

These companies publish an API, specification or operation carrying “Text Analysis” 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.

Cohere IBM Watson Oracle

Score breakdown

Frequency
45.0
log-scaled weighted occurrences
Breadth
0.7
spread across providers
Quality lift
27.3
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 14 co-occurrences Machine Learning 10 co-occurrences Artificial Intelligence 8 co-occurrences

Where this tag comes from

Provider tag28
Api tag18

Cohort brief

Auto-generated

The 27 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
27
all scored
Mean Kin Score
23.1
+0.2 vs catalog 22.9
Mean Agent Readiness
12.9
+1.0 vs catalog 11.9
Spread
4.1–57.3
median 22.7 · σ 18.7
How the 27 split by band
Exemplar 0Strong 1Developing 6Thin 6Emerging 1Minimal 13
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 23.7 17.6 +6.1 27
Operational Transparency 15.3 13.7 +1.6 27
Access Clarity 25.5 26.5 -1 27
Discoverability 56.9 58.1 -1.2 27
Contract Governance 5.1 6.3 -1.2 27
Developer Ergonomics 20.8 23.2 -2.4 27

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) 7% 14% -7
MCP server (first-party) 7% 12% -5
Agent Skills 0% 0% 0
OAuth scopes 0% 11% -11
Security 100% 98% +2
Arazzo workflows 0% 2% -2
Governance rules 33% 14% +19

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 Amazon Comprehend 57.3
  2. 2 Vettly 53.3
  3. 3 GPTZero 49.2
  4. 4 IBM Language Translator 44.8
  5. 5 DetectLanguage 43.7
  6. 6 Google Cloud Natural Language 42.9
  7. 7 Marz Greta-Lock Network 42.4
  8. 8 AYLIEN 38.5
  9. 9 languagelayer 37.2
  10. 10 Clarifai 35.4
Top by Agent Readiness
  1. 1 Vettly 43.2
  2. 2 Marz Greta-Lock Network 38
  3. 3 DetectLanguage 30.6
  4. 4 AYLIEN 30.6
  5. 5 languagelayer 30.6
  6. 6 Amazon Comprehend 28.1
  7. 7 Clarifai 24
  8. 8 IBM Language Translator 22.3
  9. 9 TextGears 22.3
  10. 10 GPTZero 20.7
All 28 members of this roster resolve to a scored provider in the catalog.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.

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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.
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