emerging · 0.0 marketcapability domainaction

Natural Language Processing

Score 20.7 / 100 99 providers +18 via APIs 49 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
Variants seen in the corpus: NLPNatural Language Processing

Providers using this tag (99)

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

Exemplar 1 Complete, well-documented, and agent-ready
Strong 7 Solid coverage with minor gaps
Developing 18 Usable, with meaningful gaps to close
Thin 21 Limited public surface area
Emerging 23 Early or largely undocumented
SYSTRANMachine TranslationTranslationNeural Machine Translation1 API24.9CablesMCP ServerAgent-Nativex402pay-per-call1 API24.2Wit.AICompanySpeech RecognitionSpeech-to-Text1 API23.8ConverseonCompanyArtificial IntelligenceAnalytics1 API23.0Apache OpenNLPMachine LearningText ProcessingApache10 APIs22.7SuperAnnotateArtificial IntelligenceAnnotationData LabelingComputer Vision1 API22.2LettriaCompanyArtificial IntelligenceText Analysis20.5IBM WatsonArtificial IntelligenceIBMMachine Learning4 APIs19.2AkordaCompanyContract ManagementContract Lifecycle ManagementLegal Tech17.7MeaningCloudText AnalyticsSentiment AnalysisTopic Extraction9 APIs13.9InsightEraCompanyMarketing TechnologySocial ListeningData Analytics1 API25.7Chinese Narrative Chapter LockLocalizationTranslationterminology-management1 API24.5KeatextCompanyText AnalyticsCustomer ExperienceCustomer Feedback21.9LisanCompanyArabicArtificial Intelligence21.9Rev AISpeech RecognitionSpeech-to-TextTranscriptionAudio7 APIs21.0SoundHoundVoice AIConversational AIMusic RecognitionAudio Intelligence2 APIs18.9IomedCompanyHealthcareClinical DataReal-World Data18.5MonkeyLearnText AnalysisMachine LearningSentiment Analysis1 API17.0ContextGemArtificial IntelligenceData ExtractionLLM1 API15.2PiensoCompanyArtificial IntelligenceMachine LearningDeep Learning14.3LlamaArtificial IntelligenceLLMMachine LearningMeta4 APIs13.1Sentisis AnalyticsCompanyAnalyticsSentiment AnalysisSocial Media Analytics12.2SynyiCompanyHealthcareArtificial IntelligenceMachine Learning11.0
Minimal 28 Almost no public developer surface
RagaAICompanyArtificial IntelligencePlatform1 API8.6ELYZACompanyArtificial IntelligenceEnterprise1 API7.6NoeticaCompanyLegal TechFinanceDeal Intelligence7.5ClincCompanyConversational AIVirtual Assistant5.0Deep 6 AICompanyClinical TrialsHealthcareArtificial Intelligence3.7EigenCompanyDocument AIIntelligent Document ProcessingData Extraction3.4ApplicaCompanyArtificial IntelligenceDocument Understanding2.9NewsleCompanyNewsNews AlertsMedia Monitoring0.0MindMeld *CompanyArtificial IntelligenceConversational AIChatbots10.442MaruCompanyArtificial IntelligenceMachine Learning9.3IntellaCompanyArtificial IntelligenceVoice AIConversational AI9.1AdargaCompanyArtificial IntelligenceDefenseNational Security7.8451 DegreesCompanyArtificial IntelligenceAdTechBrand Safety5.7Agamon HealthCompanyHealthcareRadiologyMedical Imaging5.1BloomsburyCompanyArtificial IntelligenceMachine Learning5.1Market IQCompanyAnalyticsPredictive AnalyticsFinancial Services4.7Mendel AIClinical AIHealthcare AIOncologyClinical Trials4.6Elemental CognitionCompanyArtificial IntelligenceMachine Learning4.4BrainTrippingCompanyLanguageGames3.8KiwilogicCompanyConversational AIChatbots3.7Cohere82b8CompanyArtificial IntelligenceLanguage-Model3.0Simplifai LabsCompanyArtificial IntelligenceMachine LearningMarketing Technology2.9CrowdampCompanyCreator EconomyMessagingSocial Media2.6Element AICompanyArtificial IntelligenceMachine Learning2.6LateralCompanyArtificial IntelligenceMachine LearningRecommendations0.0Legit PatentsCompanyLife SciencesExpert Network0.0ReinferCompanyCommunications IntelligenceConversational Data0.0WaviiCompanyDefunctAcquiredNews Summarization0.0
Unrated 1 Not yet scored

APIs with this tag (49)

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
Strong 4 Solid coverage with minor gaps
Developing 6 Usable, with meaningful gaps to close
Thin 13 Limited public surface area
AI Autocomplete APIFramework-agnostic HTTP API behind the AI Autocomplete SDKs. A single POST /api/suggest endpoint drives key...38.6Cohere Classify APIThe Cohere Classify API performs text classification by assigning labels to input text based on provided ex...38.0Cohere Detokenize APIThe Cohere Detokenize API converts a sequence of token IDs back into their corresponding text string using ...38.0Cohere Embed APIThe Cohere Embed API generates vector embeddings from text and images, enabling semantic search, clustering...38.0Cohere Tokenize APIThe Cohere Tokenize API splits input text into tokens using the tokenizer associated with a specified model...38.0Azure AI Language APINatural language processing including sentiment analysis, entity recognition, and summarization.37.0LINDAT Korektor APIPublic keyless REST API for Czech statistical spellchecking, diacritics generation and ranked correction su...34.3LINDAT MorphoDiTa APIPublic keyless REST API for morphological analysis, morphological generation, part-of-speech tagging and to...34.3LINDAT NameTag APIPublic keyless REST API for named-entity recognition and tokenization (NameTag 3) operated by UFAL at Charl...34.3LINDAT UDPipe APIPublic keyless REST API for tokenization, part-of-speech tagging, lemmatization and dependency parsing of C...34.3Papago Language Detection APIAutomatically detects the language of input text, supporting 15 languages including Korean, English, Japane...33.4Bixby Developer APIThe Bixby developer platform allows developers to integrate Samsung's voice assistant into their applicatio...32.0ConceptNet REST APIThe ConceptNet REST API exposes the full ConceptNet 5 knowledge graph via JSON-LD endpoints. Consumers can ...27.2
Emerging 22 Early or largely undocumented
PMC BioC APIThe BioC API provides full text retrieval of PubMed Central Open Access articles in BioC XML or JSON format...25.9InsightEra Nlp APIThe nlp API from InsightEra — 15 operation(s) for nlp.25.7SYSTRAN NLP APIThe NLP API from SYSTRAN — 4 operation(s) for nlp.24.9Wit.ai HTTP APIThe Wit.ai HTTP API extracts structured meaning (intents, entities, traits) from text and audio, transcribe...23.8Rev AI Language Identification APIDetects the spoken language of audio input, priced at $0.003 per minute.21.0Rev AI Sentiment Analysis APIProvides sentiment insights for transcripts, priced at $0.0008 per 10 words analyzed.21.0Rev AI Topic Extraction APIExtracts key topics and insights from transcripts generated by the Rev AI speech-to-text pipeline.21.0UBIX ChatUBIX APIConversational AI API enabling natural language interaction with enterprise data and AI models. Supports it...20.1Shoonya annotation platform API (AI4Bharat, IIT Madras)A Django REST Framework API operated by AI4Bharat, IIT Madras's language-AI centre, behind the Shoonya data...19.6IBM Watson Natural Language UnderstandingAnalyze text to extract metadata from content such as concepts, entities, keywords, categories, sentiment, ...19.2Houndify Voice AI APIThe Houndify platform provides HTTP and WebSocket APIs that accept text or audio queries and return actiona...18.9Corporate Reputation APISemantically tags content for corporate reputation analysis, identifying entities and assigning reputationa...13.9Deep Categorization APIPremium API that performs deep semantic text classification using advanced rule-based and machine learning ...13.9Document Structure APIExtracts structural sections from markup documents including title, headings, abstract, and email fields su...13.9Language Identification APIDetects the language in which a given text is written, returning ISO-639 codes and confidence scores for mu...13.9Sentiment Analysis APIPerforms detailed multilingual sentiment analysis of texts from different sources, returning polarity, agre...13.9Summarization APIAutomatically extracts a summary from a document by selecting the most relevant sentences, with configurabl...13.9Text Classification APIAssigns one or more classes to a text according to content using predefined or custom taxonomy models, supp...13.9Text Clustering APIGroups a set of texts by thematic similarity, returning clusters with titles, relevance scores, and documen...13.9Topics Extraction APIIdentifies and extracts named entities (people, places, organizations) and abstract concepts within text, p...13.9TorchText APINatural language processing library for PyTorch.13.5DBpedia SpotlightREST API for automatic annotation and entity linking of natural language text to DBpedia resources. Accepts...13.2
Minimal 1 Almost no public developer surface

Companies reaching this through an API (18)

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.

Amazon Connect DBpedia Google Hugging Face Indian Institute of Technology Madras Kayhan Space MagicX Microsoft Bing Oracle PubMed PyTorch Refinitiv Refinitiv Eikon S&P Global Salesforce Samsung UBIX Labs Workday Extend

Score breakdown

Frequency
58.4
log-scaled weighted occurrences
Breadth
2.2
spread across providers
Quality lift
27.7
mean composite of providers using it
Cohesion
0.0
strength of nearest seed neighbor

Where this tag sits

99 providers carry this tag directly, and 155 counting the 6 narrower tags below — 56 more to reach.

Artificial Intelligence broader Language Detection 8 providers Machine Translation 15 providers Natural Language Understanding 9 providers Sentiment Analysis 32 providers Text Analysis 29 providers Text Analytics 6 providers

Related tags

Text Analysis 13 co-occurrences Sentiment Analysis 11 co-occurrences Language Detection 9 co-occurrences Machine Translation 8 co-occurrences Speech Recognition 10 co-occurrences Text Analytics 7 co-occurrences Named Entity Recognition 7 co-occurrences Chatbots 12 co-occurrences

Where this tag comes from

Provider tag101
Api tag49
Openapi tag3
Openapi op tag8

Cohort brief

Auto-generated

The 87 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
87
of 99 in the catalog
Mean Kin Score
28.8
+6.6 vs catalog 22.2
Mean Agent Readiness
16.2
+4.2 vs catalog 12
Spread
0–76.2
median 28.2 · σ 17.3
How the 87 split by band
Exemplar 1Strong 6Developing 18Thin 21Emerging 23Minimal 18
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 25.9 17.2 +8.7 87
Developer Ergonomics 31.3 23.2 +8.1 87
Operational Transparency 19.5 13 +6.5 87
Access Clarity 28.9 23.9 +5 87
Discoverability 62.2 57.9 +4.3 87
Contract Governance 9.5 6.5 +3 87

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) 8% 13% -5
MCP server (first-party) 8% 12% -4
Agent Skills 0% 0% 0
OAuth scopes 14% 11% +3
Security 95% 98% -3
Arazzo workflows 2% 2% 0
Governance rules 32% 16% +16

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 76.2
  2. 2 Google Dialogflow 66.1
  3. 3 Amazon Comprehend 58.8
  4. 4 Hugging Face Transformers 57.8
  5. 5 DreamThreads 57.4
  6. 6 Amazon Translate 56.6
  7. 7 Claude 56.2
  8. 8 Datasaur 55.1
  9. 9 fatsecret 53.6
  10. 10 Allo-Media 50.6
Top by Agent Readiness
  1. 1 Deepset 56
  2. 2 Kensho 51.1
  3. 3 Hugging Face Transformers 46.1
  4. 4 Google Dialogflow 38.2
  5. 5 Allo-Media 37.8
  6. 6 Unwrap 36.9
  7. 7 Amazon Lex 34.5
  8. 8 DreamThreads 33.8
  9. 9 Lang.ai 32.1
  10. 10 fatsecret 31.9
All 99 members of this roster resolve to a provider in the catalog; 87 carry a score (88%). The figures above describe the scored members only.
Coverage caveat. 76 of 87 scored members had under half their catalog-attributable points satisfied at all (catalog_earned / catalog_max < 0.5). They are INCLUDED in the mean above. A large share here means the cohort mean is partly a measurement of how far our enrichment reached, not only of how these providers publish.Generated from the catalog build of 24 October 2026, across 31984 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/natural-language-processing"
All tags
curl "https://apis.io/api/v1/tags?limit=25"
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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