emerging · 0.0 marketcapability domainaction

Natural Language Processing

Score 20.7 / 100 79 providers +8 via APIs 21 APIs Search apis.io →
Workflows using this tag
Hugging Face Summarize Then Translate · Hugging Face Hugging Face Dataset Filter Rows · Hugging Face Hugging Face Create Repository and Configure · Hugging Face Hugging Face Chat Completion with Model Discovery · Hugging Face Hugging Face Search and Inspect a Model · Hugging Face Hugging Face Embeddings Pair · Hugging Face Hugging Face Dataset Validate and Preview · Hugging Face Hugging Face TGI Inspect and Generate · Hugging Face
Business capabilities this tag reaches
Information & Data Management 1

Providers using this tag (79)

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

Exemplar 2 Complete, well-documented, and agent-ready
Amazon LexArtificial IntelligenceConversational AIChatbots4 APIs78.1Google DialogflowAgentsArtificial IntelligenceChatbotsConversational AI2 APIs67.4
Strong 5 Solid coverage with minor gaps
Hugging Face TransformersArtificial IntelligenceComputer VisionDeep LearningMachine Learning1 API60.0ActionpowerSpeech RecognitionSpeech-to-TextText-to-Speech3 APIs57.3Amazon ComprehendMachine LearningNLPText Analysis1 API57.3DreamThreadsdream analysisDream interpretationstructured parsing2 APIs57.3fatsecretArtificial IntelligenceBarcode ScanningCaloriesDiets1 API55.2
Developing 18 Usable, with meaningful gaps to close
ClaudeArtificial IntelligenceChatbotsConversational AIGenerative AI1 API53.6Microsoft 365 CopilotArtificial IntelligenceCopilotEnterpriseLLM1 API51.8Allo-MediaCompanyAi DataSpeech RecognitionSpeech-to-Text4 APIs50.9GPTZeroCompanyArtificial IntelligenceAI DetectionContent Moderation1 API49.2Salesforce EinsteinArtificial IntelligenceComputer VisionCRMMachine Learning6 APIs48.6Lang.aiCompanyArtificial IntelligenceMachine Learning2 APIs48.4University of GothenburgUniversityHigher EducationEducationSweden7 APIs48.4Google Cloud Translation APIGoogle CloudInternationalizationLanguage DetectionLocalization1 API45.4IBM Language TranslatorTranslationMachine TranslationIBM Watson1 API44.8KenshoCompanyArtificial IntelligenceMachine LearningFinancial Data4 APIs44.4DetectLanguageLanguage DetectionText AnalysisMachine Learning1 API43.7Google Cloud Natural LanguageEntity RecognitionGoogle CloudMachine Learning1 API42.9Yandex Translate APIMachine TranslationLanguage DetectionTranslation Dictionary1 API42.3GumGumAdvertisingAdTechContextual AdvertisingBrand Safety6 APIs42.1Hamad Bin Khalifa UniversityUniversityHigher EducationEducationResearch1 API42.0PapagoTranslationMachine TranslationNeural Machine Translation1 API41.7GrammarlyCompanyArtificial IntelligenceWriting AssistanceProductivity5 APIs41.1Wolfram|AlphaArtificial IntelligenceComputational KnowledgeMachine Learning2 APIs40.1
Thin 13 Limited public surface area
Charles UniversityUniversityHigher EducationEducationResearch5 APIs39.0AYLIENNews IntelligenceText AnalysisNLPSentiment Analysis2 APIs38.5CodaMetrixCompanyHealthcareHealth SystemsMedical Coding1 API37.8languagelayerLanguage DetectionText AnalysisMachine Learning1 API37.2vLexArtificial IntelligenceClassificationLegal ResearchLegal Tech2 APIs37.0Defined.ai (DefinedCrowd)CompanyAI Training DataData MarketplaceMachine Learning1 API36.8TextGearsGrammarSpellingText AnalysisReadability1 API33.7CohereArtificial IntelligenceEmbeddingsVector Search9 APIs32.9LibreTranslateTranslationMachine TranslationOpen Source1 API31.8ThingsthinkingCompanySemantic AIDocument Analysis1 API29.9KimolaCompanyMarket ResearchCustomer FeedbackText Analytics2 APIs29.8Rev AISpeech RecognitionSpeech-to-TextTranscriptionAudio7 APIs29.2Sense StreetCompanyCapital MarketsTradingArtificial Intelligence2 APIs28.3
Emerging 14 Early or largely undocumented
InsightEraCompanyMarketing TechnologySocial ListeningData Analytics2 APIs26.0Wit.AICompanyNLPSpeech Recognition1 API23.7SoundHoundVoice AIConversational AIMusic RecognitionAudio Intelligence2 APIs23.6Apache OpenNLPMachine LearningNLPText Processing10 APIs22.9MonkeyLearnText AnalysisMachine LearningSentiment Analysis1 API22.7MeaningCloudText AnalyticsSentiment AnalysisTopic Extraction9 APIs22.1IBM WatsonArtificial IntelligenceIBMMachine Learning4 APIs19.3IomedCompanyHealthcareClinical DataReal-World Data18.0KeatextCompanyText AnalyticsCustomer ExperienceCustomer Feedback15.5LisanCompanyArabicArtificial Intelligence15.0LlamaArtificial IntelligenceLLMMachine LearningMeta4 APIs14.5PiensoCompanyArtificial IntelligenceMachine LearningDeep Learning14.2Sentisis AnalyticsCompanyAnalyticsSentiment AnalysisSocial Media Analytics12.1SynyiCompanyHealthcareArtificial IntelligenceMachine Learning11.0
Minimal 26 Almost no public developer surface
MindMeld *CompanyArtificial IntelligenceConversational AIChatbots10.742MaruCompanyArtificial IntelligenceMachine Learning9.6IntellaCompanyArtificial IntelligenceVoice AIConversational AI9.4AkordaCompanyContract ManagementContract Lifecycle ManagementLegal Tech9.2AdargaCompanyArtificial IntelligenceDefenseNational Security7.7NoeticaCompanyLegal TechFinanceDeal Intelligence6.9451 DegreesCompanyArtificial IntelligenceAdTechBrand Safety5.7BloomsburyCompanyArtificial IntelligenceMachine Learning5.1Agamon HealthCompanyHealthcareRadiologyMedical Imaging5.0ClincCompanyConversational AIVirtual Assistant4.9Market IQCompanyAnalyticsPredictive AnalyticsFinancial Services4.7Mendel AIClinical AIHealthcare AIOncologyClinical Trials4.5Elemental CognitionCompanyArtificial IntelligenceMachine Learning4.4KiwilogicCompanyConversational AIChatbots4.1BrainTrippingCompanyLanguageGames3.7Deep 6 AICompanyClinical TrialsHealthcareArtificial Intelligence3.6EigenCompanyDocument AIIntelligent Document ProcessingData Extraction3.4ApplicaCompanyArtificial IntelligenceDocument Understanding2.8Simplifai LabsCompanyArtificial IntelligenceMachine LearningMarketing Technology2.8CrowdampCompanyCreator EconomyMessagingSocial Media2.5Element AICompanyArtificial IntelligenceMachine Learning2.5LateralCompanyArtificial IntelligenceMachine LearningRecommendations0.0Legit PatentsCompanyLife SciencesExpert Network0.0NewsleCompanyNewsNews AlertsMedia Monitoring0.0ReinferCompanyCommunications IntelligenceConversational Data0.0WaviiCompanyDefunctAcquiredNews Summarization0.0
Unrated 1 Not yet scored
Semantic HealthCompanyHealthcareMedical CodingArtificial Intelligence

APIs with this tag (21)

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 3 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...91.0Google Cloud Natural Language APIThe Cloud Natural Language API provides natural language understanding technologies including sentiment ana...70.1Hugging Face Natural Language Processing APINLP tasks including text generation, classification, and translation68.0
Strong 2 Solid coverage with minor gaps
OCI AI Language APIServerless cloud AI service for sophisticated text analysis at scale, including sentiment analysis, named e...66.0fatsecret Natural Language Processing APITurn a free-text meal description into matched foods and nutrition55.2
Developing 2 Usable, with meaningful gaps to close
Workday Illuminate AI APIAI-powered APIs within Workday Illuminate that provide skills and sentiment analysis, document intelligence...48.1Papago Language Detection APIAutomatically detects the language of input text, supporting 15 languages including Korean, English, Japane...41.7
Thin 9 Limited public surface area
LINDAT Korektor APIPublic keyless REST API for Czech statistical spellchecking, diacritics generation and ranked correction su...39.0LINDAT MorphoDiTa APIPublic keyless REST API for morphological analysis, morphological generation, part-of-speech tagging and to...39.0LINDAT NameTag APIPublic keyless REST API for named-entity recognition and tokenization (NameTag 3) operated by UFAL at Charl...39.0LINDAT UDPipe APIPublic keyless REST API for tokenization, part-of-speech tagging, lemmatization and dependency parsing of C...39.0Bixby Developer APIThe Bixby developer platform allows developers to integrate Samsung's voice assistant into their applicatio...33.5Cohere Classify APIThe Cohere Classify API performs text classification by assigning labels to input text based on provided ex...32.9Cohere Detokenize APIThe Cohere Detokenize API converts a sequence of token IDs back into their corresponding text string using ...32.9Cohere Embed APIThe Cohere Embed API generates vector embeddings from text and images, enabling semantic search, clustering...32.9Cohere Tokenize APIThe Cohere Tokenize API splits input text into tokens using the tokenizer associated with a specified model...32.9
Emerging 5 Early or largely undocumented
Shoonya annotation platform API (AI4Bharat, IIT Madras)A Django REST Framework API operated by AI4Bharat, IIT Madras's language-AI centre, behind the Shoonya data...25.7Wit.ai HTTP APIThe Wit.ai HTTP API extracts structured meaning (intents, entities, traits) from text and audio, transcribe...23.7Houndify Voice AI APIThe Houndify platform provides HTTP and WebSocket APIs that accept text or audio queries and return actiona...23.6UBIX ChatUBIX APIConversational AI API enabling natural language interaction with enterprise data and AI models. Supports it...22.1IBM Watson Natural Language UnderstandingAnalyze text to extract metadata from content such as concepts, entities, keywords, categories, sentiment, ...19.3

Companies reaching this through an API (8)

These companies publish an API, specification or operation carrying “Natural Language Processing” 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.

Google Hugging Face Indian Institute of Technology Madras Oracle Salesforce Samsung UBIX Labs Workday Extend

Score breakdown

Frequency
54.7
log-scaled weighted occurrences
Breadth
2.1
spread across providers
Quality lift
32.5
mean composite of providers using it
Cohesion
0.0
strength of nearest seed neighbor

Where this tag sits

Artificial Intelligence broader

Related tags

Text Analysis 12 co-occurrences NLP 10 co-occurrences Language Detection 8 co-occurrences Sentiment Analysis 9 co-occurrences Speech Recognition 10 co-occurrences Machine Translation 6 co-occurrences Language 9 co-occurrences Chatbots 11 co-occurrences

Where this tag comes from

Provider tag79
Api tag21
Openapi tag1
Openapi op tag1

Cohort brief

Auto-generated

The 68 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
68
all scored
Mean Kin Score
30
+7.1 vs catalog 22.9
Mean Agent Readiness
15.5
+3.6 vs catalog 11.9
Spread
0–78.1
median 30.9 · σ 19
How the 68 split by band
Exemplar 2Strong 5Developing 18Thin 13Emerging 14Minimal 16
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 25.9 17.6 +8.3 68
Developer Ergonomics 31 23.2 +7.8 68
Access Clarity 34.1 26.5 +7.6 68
Operational Transparency 20.9 13.7 +7.2 68
Discoverability 61.9 58.1 +3.8 68
Contract Governance 10.1 6.3 +3.8 68

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) 6% 12% -6
Agent Skills 0% 0% 0
OAuth scopes 13% 11% +2
Security 96% 98% -2
Arazzo workflows 4% 2% +2
Governance rules 32% 14% +18

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 Lex 78.1
  2. 2 Google Dialogflow 67.4
  3. 3 Hugging Face Transformers 60
  4. 4 Actionpower 57.3
  5. 5 Amazon Comprehend 57.3
  6. 6 DreamThreads 57.3
  7. 7 fatsecret 55.2
  8. 8 Claude 53.6
  9. 9 Microsoft 365 Copilot 51.8
  10. 10 Allo-Media 50.9
Top by Agent Readiness
  1. 1 Kensho 51.1
  2. 2 Hugging Face Transformers 49.2
  3. 3 Allo-Media 37.8
  4. 4 Google Dialogflow 35.7
  5. 5 Amazon Lex 34.1
  6. 6 Actionpower 33.6
  7. 7 DreamThreads 32.4
  8. 8 Lang.ai 31.8
  9. 9 DetectLanguage 30.6
  10. 10 Yandex Translate API 30.6
All 79 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.

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

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This tag 
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As a scored cohort 
curl "https://apis.io/api/v1/cohorts/tag/natural-language-processing"
The distribution (Pro) 
curl "https://apis.io/api/v1/cohorts/tag/natural-language-processing/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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