established capability action

Image Generation

Score 26.9 / 100 75 providers +16 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

Providers using this tag (75)

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

Exemplar 5 Complete, well-documented, and agent-ready
Strong 8 Solid coverage with minor gaps
Developing 23 Usable, with meaningful gaps to close
Nexscope Ecommerce Data and Creative APIsE-CommerceDataCreativeArtificial Intelligence1 API53.4ReplicateArtificial IntelligenceMachine LearningLanguage Models1 API53.1BloomCompanyBrand ManagementArtificial Intelligence1 API52.9RunwayVideo GenerationArtificial IntelligenceMachine Learning9 APIs51.7BlngCompanyJewelryGenerative AIDesign4 APIs50.7Google GeminiAI AgentsArtificial IntelligenceCode GenerationEmbeddings1 API50.7Exactly AiCompanyArtificial IntelligenceGenerative AI1 API50.5GeminiLLMGeminiAgentsArtificial Intelligence1 API50.1HedraCompanyArtificial IntelligenceGenerative AIVideo Generation1 API48.1Blockade GamesCompanyArtificial Intelligence3D1 API47.1ModelRushArtificial IntelligenceLLMInferenceMulti-Modal1 API47.1Let's EnhanceCompanyArtificial IntelligenceImage ProcessingImage Enhancement1 API46.7Novita AIArtificial IntelligenceLLMInferenceGPU1 API46.5HiggsfieldCompanyArtificial IntelligenceGenerative AIVideo Generation1 API46.1Pruna AICompanyArtificial IntelligenceMachine Learning1 API45.4OpenAI APIsArtificial IntelligenceEmbeddingsLanguage Models7 APIs44.3ToAPIsAI APILLM/AI gatewaymodel aggregationOpenAI-Compatible1 API44.3AdMakeAIAdvertisingMarketingAdTechGenerative AI3 APIs44.2RunwareCompanyArtificial IntelligenceMachine LearningInference1 API43.5useapi.netCompanyArtificial IntelligenceGenerative AIVideo Generation2 APIs42.2MemesioMemesMediaContent1 API41.2GlioCompanyArtificial IntelligenceMachine LearningMedia Generation1 API40.8Stability AI3D GenerationArtificial IntelligenceGenerative AI6 APIs40.1
Thin 25 Limited public surface area
ChilledSitesCompanyWebsite BuilderArtificial IntelligenceNo-Code1 API39.2MaxVideoAIArtificial IntelligenceVideo GenerationMCP1 API39.2TemplatedPDF GenerationTemplatesRendering1 API38.4KreaArtificial IntelligenceVideo GenerationGenerative AI1 API37.8WanAPIsLLM GatewayAI API GatewayOpenAI-CompatibleModel Marketplace1 API37.5Fashion DiffusionFashionE-CommerceRetailGenerative AI1 API36.8HTML/CSS to ImageHTML to ImageCSS to ImageRendering1 API35.5CreatomateMediaVideo GenerationAutomation1 API35.4BannerbearVideo GenerationTemplatesMedia1 API34.7ArgmaxCompanyEnterpriseArtificial IntelligenceMachine Learning1 API34.5Ex-HumanCompanyArtificial IntelligenceConversational AIAI Companion1 API33.0Kling AIVideo GenerationAI VideoGenerative AIText-to-Video1 API32.8DeepInfraArtificial IntelligenceLLMInferenceServerless1 API32.4RecraftArtificial IntelligenceDesignVectors1 API32.4Black Forest LabsArtificial IntelligenceFluxOpen Weights1 API30.9IdeogramArtificial IntelligenceTextRealistic1 API30.9MidjourneyArtificial IntelligenceCreative ToolsJob1 API30.3ImaginodeArtificial IntelligenceVideo GenerationText-to-Speech2 APIs29.9OpenartCompanyArtificial IntelligenceGenerative AI1 API29.5SiliconFlowArtificial IntelligenceLLMInferenceOpen Source1 API29.5WomboCompanyArtificial IntelligenceMachine LearningInference1 API29.1FreepikArtificial IntelligenceGraphicsIllustrations1 API28.3ImgflipMemesImageGIFsEntertainment1 API28.1HyperbolicArtificial IntelligenceLLMInferenceGPU1 API27.8NovelAIArtificial IntelligenceLLMStorytelling1 API26.8
Emerging 9 Early or largely undocumented
Minimal 5 Almost no public developer surface

APIs with this tag (48)

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 3 Solid coverage with minor gaps
Developing 16 Usable, with meaningful gaps to close
Adobe Creative Cloud Image Generation APIText-to-image and image generation operations.53.4Adobe Creative Suite Image Generation APIText-to-image and image variation generation operations51.2Vertex AI Imagen APIGenerate and edit images using Google Imagen models on Vertex AI for high-quality image creation from text ...50.7Gemini Image Generation APIImage generation capabilities through the Gemini API, supporting text-to-image generation, image editing, a...50.1StepFun Images APIImage generation, image editing, and image-to-image endpoints for the step-2x-large and step-image-edit-2 m...47.9Azure OpenAI Inference REST APIData-plane REST API for running inference against deployed Azure OpenAI models, including chat completions,...46.3Higgsfield APIAsynchronous generative-media API. Submit a generation request to any of the 100+ model endpoints (POST /{m...46.1Zoca Image Generation APIThe Image Generation API from Zoca — 6 operation(s) for image generation.44.5ToAPIs APIOpenAI-compatible REST API covering chat/completions, image generation, video generation, and model listing...44.3AdMakeAI Agent SkillPublished SKILL.md that teaches an agent tool selection from natural-language intent, credit mechanics, pag...44.2AdMakeAI MCP ServerHosted, stateless streamable-HTTP MCP server exposing 65 tools across account, projects, uploads, ad image ...44.2AdMakeAI REST APIRPC-style JSON REST API with dot-named tRPC procedure paths (e.g. adGeneration.create) covering ad image an...44.2Luma Agents API (uni-1)Agent-style image generation/editing with a reasoning endpoint and a generation endpoint. Uses /v1/generati...43.8Runware Inference APISingle task-based endpoint for image, video, audio, 3D, and text inference across 400K+ models, reachable o...43.5Bria8f2b Image Generation APIThe Image Generation API from Bria8f2b — 7 operation(s) for image generation.42.4Recipe API Image Generation APIThe Image Generation API from Recipe API — 1 operation(s) for image generation.41.6
Thin 21 Limited public surface area
ChilledSites REST API v1Generate a website from a prompt, upload custom code, list/get/update/delete websites, deploy to a .chilled...39.2Fashion Diffusion Public APIREST API for asynchronous AI fashion generation tasks. Authenticates with a single long-lived bearer API ke...36.8HTML/CSS to Image Generation APIThe Image Generation API from HTML/CSS to Image — 5 operation(s) for image generation.35.5Creed Image Generation APIThe image-generation API from Creed — 1 operation(s) for image-generation.33.8Ex-Human Image Generation APIThe Image Generation API from Ex-Human — 2 operation(s) for image generation.33.0Kling AI Image Generation APIGenerate still images with the Kolors models.32.8DeepInfra Platform APIOpenAI- and Anthropic-compatible inference API for 100+ open-source models. Surfaces include chat completio...32.4Recraft APIREST API for raster and vector image generation (V4 Pro / V4 / V3 / V2), inpainting, image-to-image, backgr...32.4Flux Image Generation APIREST API for asynchronous image generation across the Flux model family. Submit a generation request, then ...30.9DashScope (Alibaba Cloud Model Studio) APINative Alibaba Cloud Model Studio API serving the Qwen model family. Provides chat completions, multimodal ...30.6Midjourney Discord BotThe Midjourney Discord Bot is the original interface for accessing Midjourney's AI image generation service...30.3midjourney Image Generation APIOperations for generating images from text prompts, including the core imagine endpoint that produces a gri...30.3Midjourney Web ApplicationThe Midjourney Web Application provides a browser-based interface for generating AI images using text promp...30.3Imaginode MCP ServerHosted MCP server (Streamable HTTP transport) exposing four tools: list_models, generate_image, generate_vi...29.9Imaginode REST APIREST API to list models and launch/track image and video generations. Endpoints: GET /api/models (unauthent...29.9SiliconFlow Cloud Platform APIOpenAI- and Anthropic-compatible inference covering chat completions, messages, embeddings, reranking, imag...29.5Volcano Engine Ark APIOpenAI-compatible chat, responses, embedding, batch, image (Seedream), video (Seedance), 3D, and TTS APIs s...28.8Freepik Image Generation APIGenerate images from text or reference inputs.28.3Hyperbolic Serverless Inference APIOpenAI-compatible inference API for 25+ open-source models. Surfaces include text chat, vision, image gener...27.8NovelAI APINovelAI API provides programmatic access to AI image generation and text generation capabilities.26.8Akool Image Generation APIText-to-image and image-to-image generation.26.2
Emerging 5 Early or largely undocumented

Companies reaching this through an API (16)

These companies publish an API, specification or operation carrying “Image Generation” 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.

Adobe Adobe Creative Cloud Adobe Creative Suite Akool Azure OpenAI Service Bria8f2b ByteDance Doubao Creed Google Luma AI NexGen Cloud Qwen Recipe API StepFun WunderCorp Zoca

Score breakdown

Frequency
58.8
log-scaled weighted occurrences
Breadth
1.9
spread across providers
Quality lift
47.9
mean composite of providers using it
Cohesion
14.1
strength of nearest seed neighbor

Related tags

Video Generation 45 co-occurrences Generative AI 41 co-occurrences Text-to-Image 10 co-occurrences Image Editing 10 co-occurrences Creative Tools 11 co-occurrences Multi-Modal 11 co-occurrences Text-to-Video 8 co-occurrences Chat Completions 10 co-occurrences

Where this tag comes from

Provider tag75
Api tag49
Openapi tag16
Openapi op tag43

Cohort brief

Auto-generated

The 74 providers in the APIs.io catalog tagged Image Generation, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
74
all scored
Mean Kin Score
39.3
+16.4 vs catalog 22.9
Mean Agent Readiness
28
+16.1 vs catalog 11.9
Spread
3.3–75.1
median 39.2 · σ 16.6
How the 74 split by band
Exemplar 5Strong 8Developing 23Thin 25Emerging 8Minimal 5
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Access Clarity 49 26.5 +22.5 74
Developer Ergonomics 43.6 23.2 +20.4 74
Contract Quality 37 17.6 +19.4 74
Operational Transparency 25.3 13.7 +11.6 74
Discoverability 67.4 58.1 +9.3 74
Contract Governance 7.9 6.3 +1.6 74

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) 46% 14% +32
MCP server (first-party) 42% 12% +30
Agent Skills 0% 0% 0
OAuth scopes 14% 11% +3
Security 99% 98% +1
Arazzo workflows 11% 2% +9
Governance rules 23% 14% +9

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 Formfeed 75.1
  2. 2 Segmind 68.8
  3. 3 fal 68.6
  4. 4 Hugging Face 68
  5. 5 FLORA 67.6
  6. 6 AIMLAPI 65.2
  7. 7 Bria 63.7
  8. 8 Amazon Nova 62.1
  9. 9 Magic Hour 62
  10. 10 Hyperbolic 57.7
Top by Agent Readiness
  1. 1 Bria 65
  2. 2 FLORA 62.4
  3. 3 Runway 56.4
  4. 4 AIMLAPI 55.1
  5. 5 Krea 53.5
  6. 6 Midjourney 53.2
  7. 7 Magic Hour 51.3
  8. 8 fal 50.6
  9. 9 Replicate 50.6
  10. 10 Amazon Nova 49.5
All 75 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

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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 →

Call it yourself

curl for this page
This tag
curl "https://apis.io/api/v1/tags/image-generation"
All tags
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort
curl "https://apis.io/api/v1/cohorts/tag/image-generation"
The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/image-generation/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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