emerging · 1.7

Natural Language Processing

Score 21.1 / 100 84 providers 23 APIs Search apis.io →
Variants seen in the corpus: Natural Language Processingnatural language processingnatural-language-processing

Providers using this tag (84)

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

Exemplar 1 Complete, well-documented, and agent-ready
SalesforceFortune 500Artificial IntelligenceAnalyticsCloud294 APIs83.3
Strong 7 Solid coverage with minor gaps
fatsecretArtificial IntelligenceBarcode ScanningCaloriesDiets10 APIs62.9BazaarvoiceCompanyReviewsRatingsUser Generated Content17 APIs62.4Lang.aiCompanyArtificial IntelligenceMachine-Learning2 APIs60.0ChatGPTAgentsArtificial IntelligenceChatGPTEmbeddings2 APIs59.8GPTZeroCompanyArtificial IntelligenceAI DetectionContent Moderation3 APIs55.8ComposioAI AgentsAuthenticationIntegrationMCP38 APIs54.9ClaudeArtificial IntelligenceChatbotsConversational AIGenerative AI9 APIs54.4
Developing 21 Usable, with meaningful gaps to close
Hugging Face21 APIs53.9GumGumAdvertisingAdTechContextual AdvertisingBrand Safety2 APIs53.5DreamThreadsdream analysisdream interpretationstructured parsing1 API53.0OracleCloudDatabaseEnterpriseInfrastructure378 APIs53.0Amazon ComprehendMachine-LearningNLPText Analysis84 APIs48.2Allo-MediaCompanyAi DataSpeech RecognitionSpeech-to-Text4 APIs47.2Google Cloud Translation APIGoogle CloudInternationalizationLanguage DetectionLocalization3 APIs46.4IBM Language TranslatorTranslationMachine TranslationIBM Watson4 APIs46.3PapagoTranslationMachine TranslationNeural Machine Translation5 APIs45.5Hugging Face TransformersArtificial IntelligenceComputer-VisionDeep LearningMachine-Learning27 APIs45.3DetectLanguageLanguage DetectionText AnalysisMachine-Learning3 APIs45.2GoogleAdvertisingCloudDevelopersGoogle125 APIs45.2Workday ExtendAutomationCustom ApplicationsEnterpriseExtensions16 APIs45.1Google Cloud Natural LanguageEntity RecognitionGoogle CloudMachine-Learning5 APIs44.6KenshoCompanyArtificial IntelligenceMachine-LearningFinancial Data4 APIs44.6AYLIENNews IntelligenceText AnalysisNLPSentiment Analysis17 APIs42.9Salesforce EinsteinArtificial IntelligenceComputer-VisionCRMMachine-Learning17 APIs41.7Yandex Translate APIMachine TranslationLanguage DetectionTranslation Dictionary4 APIs41.7CodaMetrixCompanyHealthcareHealth SystemsMedical Coding5 APIs40.8languagelayerLanguage DetectionText AnalysisMachine-Learning2 APIs40.3vLexArtificial IntelligenceClassificationLegal ResearchLegal Tech6 APIs39.3
Thin 16 Limited public surface area
GrammarlyCompanyArtificial IntelligenceWriting AssistanceProductivity5 APIs39.1TextGearsGrammarSpellingText AnalysisReadability7 APIs38.3Wolfram|AlphaArtificial IntelligenceComputational KnowledgeMachine-Learning2 APIs38.3Microsoft 365 CopilotArtificial IntelligenceCopilotEnterpriseLLM7 APIs38.0Google DialogflowArtificial IntelligenceChatbotsConversational AIMachine-Learning1 API37.9Defined.ai (DefinedCrowd)CompanyAI Training DataData MarketplaceMachine-Learning8 APIs37.8SamsungConsumer ElectronicsDeveloper PlatformIoTMobile12 APIs36.2Charles UniversityEducationHigher EducationUniversityResearch6 APIs34.4cohere9 APIs33.5LibreTranslateTranslationMachine TranslationOpen-Source2 APIs33.3LanguageToolGrammarSpell CheckStylesProofreading3 APIs32.2Sense StreetCompanyCapital MarketsTradingArtificial Intelligence2 APIs31.3Rev AISpeech RecognitionSpeech-to-TextTranscriptionAudio7 APIs30.5ThingsthinkingCompanySemantic AIDocument Analysis1 API29.3InsightEraCompanyMarketing TechnologySocial ListeningData Analytics1 API28.4KimolaCompanyMarket ResearchCustomer FeedbackText Analytics2 APIs28.0
Emerging 16 Early or largely undocumented
MonkeyLearnText AnalysisMachine-LearningSentiment Analysis1 API25.7MeaningCloudText AnalyticsSentiment AnalysisTopic Extraction9 APIs25.0Apache OpenNLPMachine-LearningNLPText Processing10 APIs23.9Wit.AICompanyNLPSpeech Recognition1 API23.6IBM WatsonArtificial IntelligenceIBMMachine-Learning4 APIs20.2SoundHoundVoice AIConversational AIMusic RecognitionAudio Intelligence2 APIs19.3IomedCompanyHealthcareClinical DataReal-World Data18.9LlamaArtificial IntelligenceLarge Language ModelsMachine-LearningMeta4 APIs16.2KeatextCompanyText AnalyticsCustomer ExperienceCustomer Feedback15.8LisanCompanyArabicArtificial Intelligence15.6UBIX LabsArtificial IntelligenceAnalyticsMachine-LearningData Integration4 APIs15.6LateralCompanyArtificial IntelligenceMachine-LearningRecommendations15.3PiensoCompanyArtificial IntelligenceMachine-LearningDeep Learning13.4Sentisis AnalyticsCompanyAnalyticsSentiment AnalysisSocial Media Analytics12.6MindMeld *CompanyArtificial IntelligenceConversational AIChatbots12.442MaruCompanyArtificial IntelligenceMachine-Learning11.3
Minimal 23 Almost no public developer surface
AkordaCompanyContract ManagementContract Lifecycle ManagementLegal Technology10.6IntellaCompanyArtificial IntelligenceVoice AIConversational AI9.8BloomsburyCompanyArtificial IntelligenceMachine-Learning6.8451 DegreesCompanyArtificial IntelligenceAdTechBrand Safety6.0NoeticaCompanyLegal TechFinancialDeal Intelligence5.9KiwilogicCompanyConversational AIChatbots5.7ApplicaCompanyArtificial IntelligenceDocument Understanding5.3BrainTrippingCompanyLanguageGames5.3Elemental CognitionCompanyArtificial IntelligenceMachine-Learning5.3Simplifai LabsCompanyArtificial IntelligenceMachine-LearningMarketing Technology5.3CrowdampCompanyCreator EconomyMessagingSocial-Media5.0Element AICompanyArtificial IntelligenceMachine-Learning5.0NewsleCompanyNewsNews AlertsMedia Monitoring5.0ReinferCompanyCommunications IntelligenceConversational Data5.0WaviiCompanyDefunctAcquiredNews Summarization5.0Agamon HealthCompanyHealthcareRadiologyMedical Imaging4.7Mendel AIClinical AIHealthcare AIOncologyClinical Trials4.2Market IQCompanyAnalyticsPredictive AnalyticsFinancial-Services3.8ClincCompanyConversational AIVirtual Assistant3.6Deep 6 AICompanyClinical TrialsHealthcareArtificial Intelligence3.3EigenCompanyDocument AIIntelligent Document ProcessingData Extraction2.6Legit PatentsCompanyLife SciencesExpert Network2.2Semantic HealthCompanyHealthcareMedical CodingArtificial Intelligence2.2

APIs with this tag (23)

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 1 Complete, well-documented, and agent-ready
Salesforce Einstein Platform Services APIThe Salesforce Einstein Platform Services API provides REST-based access to Salesforce AI capabilities incl...83.3
Strong 4 Solid coverage with minor gaps
fatsecret Natural Language Processing APITurn a free-text meal description into matched foods and nutrition62.9Bazaarvoice Product Sentiment APIThe Product Sentiment API returns NLP-derived consumer insight from review text: summarised product feature...62.4ChatGPT APIAPI for accessing OpenAI's ChatGPT language models for chat completions and conversations.59.8Composio Natural Language Processing APIThe Natural Language Processing API from Composio — 1 operation(s) for natural language processing.54.9
Developing 7 Usable, with meaningful gaps to close
Hugging Face Natural Language Processing APINLP tasks including text generation, classification, and translation53.9GumGum Contextual APIServer-to-server REST API returning content-level contextual classification, brand safety and suitability, ...53.5DreamGraph APIREST API for dream text parsing and interpretation. Includes a keyless public parser and liveness endpoint,...53.0OCI AI Language APIServerless cloud AI service for sophisticated text analysis at scale, including sentiment analysis, named e...53.0Papago Language Detection APIAutomatically detects the language of input text, supporting 15 languages including Korean, English, Japane...45.5Google Cloud Natural Language APIThe Cloud Natural Language API provides natural language understanding technologies including sentiment ana...45.2Workday Illuminate AI APIAI-powered APIs within Workday Illuminate that provide skills and sentiment analysis, document intelligence...45.1
Thin 7 Limited public surface area
Bixby Developer APIThe Bixby developer platform allows developers to integrate Samsung's voice assistant into their applicatio...36.2LINDAT NameTag APIPublic REST API for named-entity recognition and tokenization (NameTag) operated by the Institute of Formal...34.4Cohere Classify APIThe Cohere Classify API performs text classification by assigning labels to input text based on provided ex...33.5Cohere Detokenize APIThe Cohere Detokenize API converts a sequence of token IDs back into their corresponding text string using ...33.5Cohere Embed APIThe Cohere Embed API generates vector embeddings from text and images, enabling semantic search, clustering...33.5Cohere Tokenize APIThe Cohere Tokenize API splits input text into tokens using the tokenizer associated with a specified model...33.5InsightEra NLP Platform APIRESTful Thai natural-language-processing service, branded "ELI" in InsightEra's own showcase, published wit...28.4
Emerging 4 Early or largely undocumented
Wit.ai HTTP APIThe Wit.ai HTTP API extracts structured meaning (intents, entities, traits) from text and audio, transcribe...23.6IBM Watson Natural Language UnderstandingAnalyze text to extract metadata from content such as concepts, entities, keywords, categories, sentiment, ...20.2Houndify Voice AI APIThe Houndify platform provides HTTP and WebSocket APIs that accept text or audio queries and return actiona...19.3UBIX ChatUBIX APIConversational AI API enabling natural language interaction with enterprise data and AI models. Supports it...15.6

Score breakdown

Frequency
54.6
log-scaled weighted occurrences
Breadth
2.3
spread across providers
Quality lift
34.5
mean composite of providers using it
Cohesion
0.0
strength of nearest seed neighbor

Related tags

Text Analysis 12 co-occurrences Sentiment Analysis 10 co-occurrences Language Detection 8 co-occurrences NLP 9 co-occurrences Language 11 co-occurrences Named Entity Recognition 6 co-occurrences Chatbots 11 co-occurrences Text Analytics 5 co-occurrences

Where this tag comes from

Provider tag73
Api tag23
Openapi tag2
Openapi op tag2

Cohort brief

Auto-generated

The 84 providers in the APIs.io catalog tagged Natural Language Processing, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
84
all scored
Mean Kin Score
28.6
+7.9 vs catalog 20.7
Mean Agent Readiness
15.1
+5.4 vs catalog 9.7
Spread
2.2–83.3
median 29.9 · σ 19.4
How the 84 split by band
Exemplar 1Strong 7Developing 21Thin 16Emerging 16Minimal 23
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 27.6 17.5 +10.1 84
Access Clarity 31.4 22.3 +9.1 84
Developer Ergonomics 26.8 17.9 +8.9 84
Operational Transparency 18.1 11.3 +6.8 84
Discoverability 65.1 60.4 +4.7 84
Contract Governance 11 6.4 +4.6 84

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) 23% 16% +7
MCP server (first-party) 7% 7% 0
Agent Skills 0% 0% 0
OAuth scopes 13% 9% +4
Security 85% 88% -3
Arazzo workflows 11% 2% +9
Governance rules 32% 13% +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 Salesforce 83.3
  2. 2 fatsecret 62.9
  3. 3 Bazaarvoice 62.4
  4. 4 Lang.ai 60
  5. 5 ChatGPT 59.8
  6. 6 GPTZero 55.8
  7. 7 Composio 54.9
  8. 8 Claude 54.4
  9. 9 Hugging Face 53.9
  10. 10 GumGum 53.5
Top by Agent Readiness
  1. 1 Hugging Face Transformers 53.9
  2. 2 Kensho 53.2
  3. 3 Salesforce 52.2
  4. 4 Oracle 41.9
  5. 5 Allo-Media 39.9
  6. 6 Google 39.2
  7. 7 Hugging Face 37.6
  8. 8 Composio 37.1
  9. 9 ChatGPT 34.7
  10. 10 Lang.ai 31.8
All 84 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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