niche · -1.1 capabilitymarket resourcedomainaction

Natural Language Processing

Score 19.8 / 100 108 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 (108)

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

Exemplar 6 Complete, well-documented, and agent-ready
Strong 8 Solid coverage with minor gaps
Developing 16 Usable, with meaningful gaps to close
Thin 22 Limited public surface area
Emerging 24 Early or largely undocumented
SYSTRANMachine TranslationTranslationNeural Machine Translation1 API25.5CablesMCP ServerAgent-Nativex402Pay-per-call1 API25.4SuperAnnotateArtificial IntelligenceAnnotationData LabelingComputer Vision1 API23.4Apache OpenNLPMachine LearningText ProcessingApache10 APIs22.5Wit.AICompanySpeech RecognitionSpeech-to-Text1 API22.5ConverseonCompanyArtificial IntelligenceAnalytics1 API20.5LettriaCompanyArtificial IntelligenceText Analysis18.8IBM WatsonArtificial IntelligenceIBMMachine Learning4 APIs18.5AkordaCompanyContract ManagementContract Lifecycle ManagementLegal Tech16.1MeaningCloudText AnalyticsSentiment AnalysisTopic Extraction9 APIs13.1LibreTranslateTranslationMachine TranslationOpen Source1 API24.3Chinese Narrative Chapter LockLocalizationTranslationterminology-management1 API24.0KeatextCompanyText AnalyticsCustomer ExperienceCustomer Feedback22.6IomedCompanyHealthcareClinical DataReal-World Data20.2SoundHoundVoice AIConversational AIMusic RecognitionAudio Intelligence2 APIs20.2Rev AISpeech RecognitionSpeech-to-TextTranscriptionAudio7 APIs19.9LisanCompanyArabicArtificial Intelligence18.1AgentPayAI APIsCryptocurrencyFinanceCompliance1 API16.9MonkeyLearnText AnalysisMachine LearningSentiment Analysis1 API15.4PiensoCompanyArtificial IntelligenceMachine LearningDeep Learning15.3Grotto AICompanyArtificial IntelligenceMultifamilyLeasing14.8ContextGemArtificial IntelligenceData ExtractionLLM1 API14.4LlamaArtificial IntelligenceLLMMachine LearningMeta4 APIs13.4Sentisis AnalyticsCompanyAnalyticsSentiment AnalysisSocial Media Analytics12.2
Minimal 31 Almost no public developer surface
NoeticaCompanyLegal TechFinanceDeal Intelligence10.4RagaAICompanyArtificial IntelligencePlatform1 API8.4ELYZACompanyArtificial IntelligenceEnterprise1 API6.8ClincCompanyConversational AIVirtual Assistant5.2ApplicaCompanyArtificial IntelligenceDocument Understanding3.2Deep 6 AICompanyClinical TrialsHealthcareArtificial Intelligence3.0EigenCompanyDocument AIIntelligent Document ProcessingData Extraction3.0NewsleCompanyNewsNews AlertsMedia Monitoring0.0MindMeld *CompanyArtificial IntelligenceConversational AIChatbots10.9SynyiCompanyHealthcareArtificial IntelligenceMachine Learning10.3IntellaCompanyArtificial IntelligenceVoice AIConversational AI9.542MaruCompanyArtificial IntelligenceMachine Learning8.7AdargaCompanyArtificial IntelligenceDefenseNational Security7.7Symbl.aiCompanyArtificial IntelligenceConversationsSpeech1 API6.1BloomsburyCompanyArtificial IntelligenceMachine Learning5.9451 DegreesCompanyArtificial IntelligenceAdTechBrand Safety4.9Market IQCompanyAnalyticsPredictive AnalyticsFinancial Services4.8ApertiumMachine TranslationOpen SourceLinguistics4.7Agamon HealthCompanyHealthcareRadiologyMedical Imaging4.4Elemental CognitionCompanyArtificial IntelligenceMachine Learning3.9Mendel AIClinical AIHealthcare AIOncologyClinical Trials3.9BrainTrippingCompanyLanguageGames3.2Simplifai LabsCompanyArtificial IntelligenceMachine LearningMarketing Technology3.2KiwilogicCompanyConversational AIChatbots2.9CrowdampCompanyCreator EconomyMessagingSocial Media2.6Element AICompanyArtificial IntelligenceMachine Learning2.6Kheng.infoCompanyLanguageKhmer2.6LateralCompanyArtificial 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 6 Complete, well-documented, and agent-ready
Strong 3 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...38.3LINDAT Korektor APIPublic keyless REST API for Czech statistical spellchecking, diacritics generation and ranked correction su...35.9LINDAT MorphoDiTa APIPublic keyless REST API for morphological analysis, morphological generation, part-of-speech tagging and to...35.9LINDAT NameTag APIPublic keyless REST API for named-entity recognition and tokenization (NameTag 3) operated by UFAL at Charl...35.9LINDAT UDPipe APIPublic keyless REST API for tokenization, part-of-speech tagging, lemmatization and dependency parsing of C...35.9Cohere Classify APIThe Cohere Classify API performs text classification by assigning labels to input text based on provided ex...35.2Cohere Detokenize APIThe Cohere Detokenize API converts a sequence of token IDs back into their corresponding text string using ...35.2Cohere Embed APIThe Cohere Embed API generates vector embeddings from text and images, enabling semantic search, clustering...35.2Cohere Tokenize APIThe Cohere Tokenize API splits input text into tokens using the tokenizer associated with a specified model...35.2Bixby Developer APIThe Bixby developer platform allows developers to integrate Samsung's voice assistant into their applicatio...33.2Papago Language Detection APIAutomatically detects the language of input text, supporting 15 languages including Korean, English, Japane...30.7InsightEra Nlp APIThe nlp API from InsightEra — 15 operation(s) for nlp.27.0ConceptNet REST APIThe ConceptNet REST API exposes the full ConceptNet 5 knowledge graph via JSON-LD endpoints. Consumers can ...26.2
Emerging 21 Early or largely undocumented
SYSTRAN NLP APIThe NLP API from SYSTRAN — 4 operation(s) for nlp.25.5PMC BioC APIThe BioC API provides full text retrieval of PubMed Central Open Access articles in BioC XML or JSON format...25.0Wit.ai HTTP APIThe Wit.ai HTTP API extracts structured meaning (intents, entities, traits) from text and audio, transcribe...22.5Houndify Voice AI APIThe Houndify platform provides HTTP and WebSocket APIs that accept text or audio queries and return actiona...20.2Rev AI Language Identification APIDetects the spoken language of audio input, priced at $0.003 per minute.19.9Rev AI Sentiment Analysis APIProvides sentiment insights for transcripts, priced at $0.0008 per 10 words analyzed.19.9Rev AI Topic Extraction APIExtracts key topics and insights from transcripts generated by the Rev AI speech-to-text pipeline.19.9Shoonya annotation platform API (AI4Bharat, IIT Madras)A Django REST Framework API operated by AI4Bharat, IIT Madras's language-AI centre, behind the Shoonya data...18.9IBM Watson Natural Language UnderstandingAnalyze text to extract metadata from content such as concepts, entities, keywords, categories, sentiment, ...18.5UBIX ChatUBIX APIConversational AI API enabling natural language interaction with enterprise data and AI models. Supports it...18.0Corporate Reputation APISemantically tags content for corporate reputation analysis, identifying entities and assigning reputationa...13.1Deep Categorization APIPremium API that performs deep semantic text classification using advanced rule-based and machine learning ...13.1Document Structure APIExtracts structural sections from markup documents including title, headings, abstract, and email fields su...13.1Language Identification APIDetects the language in which a given text is written, returning ISO-639 codes and confidence scores for mu...13.1Sentiment Analysis APIPerforms detailed multilingual sentiment analysis of texts from different sources, returning polarity, agre...13.1Summarization APIAutomatically extracts a summary from a document by selecting the most relevant sentences, with configurabl...13.1Text Classification APIAssigns one or more classes to a text according to content using predefined or custom taxonomy models, supp...13.1Text Clustering APIGroups a set of texts by thematic similarity, returning clusters with titles, relevance scores, and documen...13.1Topics Extraction APIIdentifies and extracts named entities (people, places, organizations) and abstract concepts within text, p...13.1TorchText APINatural language processing library for PyTorch.13.1DBpedia SpotlightREST API for automatic annotation and entity linking of natural language text to DBpedia resources. Accepts...12.7

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 Mend Oracle PubMed PyTorch Refinitiv Refinitiv Eikon S&P Global Salesforce Samsung UBIX Labs Workday Extend

Score breakdown

Frequency
55.8
log-scaled weighted occurrences
Breadth
1.4
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

108 providers carry this tag directly, and 170 counting the 6 narrower tags below — 62 more to reach.

Artificial Intelligence broader Language Detection 9 providers Machine Translation 19 providers Natural Language Understanding 9 providers Sentiment Analysis 35 providers Text Analysis 30 providers Text Analytics 6 providers

Related tags

Text Analysis 16 co-occurrences Sentiment Analysis 11 co-occurrences Language Detection 9 co-occurrences Machine Translation 9 co-occurrences Speech Recognition 11 co-occurrences Text Analytics 7 co-occurrences Named Entity Recognition 7 co-occurrences Speech-to-Text 9 co-occurrences

Where this tag comes from

Provider tag108
Api tag49
Openapi tag5
Openapi op tag12

Cohort brief

Auto-generated

The 95 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
95
of 108 in the catalog
Mean Kin Score
30.2
+6.1 vs catalog 24.1
Mean Agent Readiness
17.7
+3.6 vs catalog 14.1
Spread
0–80
median 27.3 · σ 20
How the 95 split by band
Exemplar 6Strong 7Developing 16Thin 22Emerging 24Minimal 20
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 27.8 18.6 +9.2 95
Operational Transparency 20.7 13.2 +7.5 95
Developer Ergonomics 31.9 24.5 +7.4 95
Discoverability 63 59.1 +3.9 95
Contract Governance 12.7 9.7 +3 95
Access Clarity 32.5 30 +2.5 95

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) 14% 18% -4
MCP server (first-party) 13% 16% -3
Agent Skills 0% 0% 0
OAuth scopes 17% 13% +4
Security 96% 99% -3
Arazzo workflows 2% 1% +1
Governance rules 50% 36% +14

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.

All 108 members of this roster resolve to a provider in the catalog; 95 carry a score (88%). The figures above describe the scored members only.
Coverage caveat. 75 of 95 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 14 November 2026, across 41591 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

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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.
All 92 tools →

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