niche · 0.0 capabilitymarket resourcedomain

Text Analysis

Score 16.9 / 100 28 providers +3 via APIs 20 APIs Search apis.io →
Variants seen in the corpus: Text Analysistext-analysis

Providers using this tag (28)

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

Developing 8 Usable, with meaningful gaps to close
GPTZeroCompanyArtificial IntelligenceAI DetectionContent Moderation1 API53.8VettlyContent ModerationTrust and SafetySecurity1 API52.5Amazon ComprehendMachine-LearningNatural Language ProcessingNLP1 API47.9IBM Language TranslatorTranslationNatural Language ProcessingMachine TranslationIBM Watson1 API46.2DetectLanguageLanguage DetectionNatural Language ProcessingMachine-Learning1 API44.9Google Cloud Natural LanguageEntity RecognitionGoogle CloudMachine-LearningNatural Language Processing1 API42.6AYLIENNews IntelligenceNLPSentiment Analysis2 APIs40.8languagelayerLanguage DetectionNatural Language ProcessingMachine-Learning1 API39.6
Thin 4 Limited public surface area
ClarifaiArtificial IntelligenceComputer-VisionNLPImage Recognition1 API36.1TextGearsGrammarSpellingReadability1 API35.9LanguageToolGrammarLanguageProofreadingSpell Check1 API31.7Apache LuceneFull-Text SearchIndexingJavaSearch1 API27.8
Emerging 1 Early or largely undocumented
MonkeyLearnMachine-LearningSentiment AnalysisNatural Language Processing1 API25.7
Minimal 15 Almost no public developer surface
ELIPublic APIs1 API8.1apilayer languagelayerPublic APIs1 API7.6AudexumPublic APIs1 API7.6Cloudmersive Natural Language ProcessingPublic APIs1 API7.6Code Detection APIPublic APIs1 API7.6GeoScorePublic APIs1 API7.6Google Cloud NaturalPublic APIs1 API7.6Hirak OCRPublic APIs1 API7.6Lecto TranslationPublic APIs1 API7.6TisanePublic APIs1 API7.6Aylien Text AnalysisPublic APIs1 API6.7SemantriaPublic APIs1 API6.7Sentiment AnalysisPublic APIs1 API6.7Hirak TranslationPublic APIs1 API5.7Watson Natural Language UnderstandingPublic APIs1 API5.7

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
OCI AI Language APIServerless cloud AI service for sophisticated text analysis at scale, including sentiment analysis, named e...60.2
Developing 1 Usable, with meaningful gaps to close
Vettly REST APIContent moderation REST API for evaluating text, images, and video against policies, with batch checks, web...52.5
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...34.5Apache LuceneLucene provides a comprehensive Java API for full-text indexing, searching, faceting, hit highlighting, spa...27.8
Emerging 1 Early or largely undocumented
IBM Watson Natural Language UnderstandingAnalyze text to extract metadata from content such as concepts, entities, keywords, categories, sentiment, ...20.2
Minimal 15 Almost no public developer surface
ELINatural Language Processing Tools for Thai Language8.1apilayer languagelayerLanguage Detection JSON API supporting 173 languages7.6AudexumText-to-speech REST API with 43 voices and 33 languages7.6Cloudmersive Natural Language ProcessingNatural language processing and text analysis7.6Code Detection APIDetect, label, format and enrich the code in your app or in your data pipeline7.6GeoScoreScore content for AI search citation readiness. Returns a 0-100 GEO score, 8 structural metrics, and improv...7.6Google Cloud NaturalNatural language understanding technology, including sentiment, entity and syntax analysis7.6Hirak OCRImage to text -text recognition- from image more than 100 language, accurate, unlimited requests7.6Lecto TranslationTranslation API with free tier and reasonable prices7.6TisaneText Analytics with focus on detection of abusive content and law enforcement applications7.6Aylien Text AnalysisA collection of information retrieval and natural language APIs6.7SemantriaText Analytics with sentiment analysis, categorization & named entity extraction6.7Sentiment AnalysisMultilingual sentiment analysis of texts from different sources6.7Hirak TranslationTranslate between 21 of most used languages, accurate, unlimited requests5.7Watson Natural Language UnderstandingNatural language processing for advanced text analysis5.7

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
45.4
log-scaled weighted occurrences
Breadth
0.8
spread across providers
Quality lift
25.7
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 tag28
Api tag20

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
23.2
-0.7 vs catalog 23.9
Mean Agent Readiness
11.4
-0.6 vs catalog 12
Spread
5.7–53.8
median 8.1 · σ 17.6
How the 27 split by band
Exemplar 0Strong 0Developing 8Thin 4Emerging 1Minimal 14
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 24.5 19.8 +4.7 27
Discoverability 62 61.2 +0.8 27
Operational Transparency 13.8 14 -0.2 27
Contract Governance 4.5 6.4 -1.9 27
Access Clarity 23.6 26.5 -2.9 27
Developer Ergonomics 19 23.4 -4.4 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) 4% 10% -6
MCP server (first-party) 4% 13% -9
Agent Skills 0% 0% 0
OAuth scopes 0% 11% -11
Security 100% 97% +3
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 GPTZero 53.8
  2. 2 Vettly 52.5
  3. 3 Amazon Comprehend 47.9
  4. 4 IBM Language Translator 46.2
  5. 5 DetectLanguage 44.9
  6. 6 Google Cloud Natural Language 42.6
  7. 7 AYLIEN 40.8
  8. 8 languagelayer 39.6
  9. 9 Clarifai 36.1
  10. 10 TextGears 35.9
Top by Agent Readiness
  1. 1 Vettly 43.2
  2. 2 DetectLanguage 30.6
  3. 3 AYLIEN 30.6
  4. 4 languagelayer 30.6
  5. 5 Amazon Comprehend 25.2
  6. 6 Clarifai 24
  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 28 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 15 September 2026, across 27661 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/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"

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

Get an API key

Free tier, no form to fill in. Signing in shares your email address with us — we store it to create your key and to recognise you if you sign in with another provider. See our Privacy Policy and Terms.

GitHub Google LinkedIn

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