murdore · Sep 27, 2026 · Sep 27, 2026
diff --git a/.github/workflows/live-matrix.yml b/.github/workflows/live-matrix.yml
@@ -18,7 +18,7 @@ jobs:
   # the suite reads.
   #
   # A separate job rather than a step on the sweep below. The sweep's steps
-  # carry forty provider secrets and this suite needs exactly one, and the
+  # carry many provider credentials and this suite needs exactly one, and the
   # sweep is long enough that appending to it would queue the parity run
   # behind every other provider. The cost is a second build per nightly run.
   reasoning-parity:
@@ -250,7 +250,7 @@ jobs:
           REPLICATE_API_TOKEN: ${{ secrets.REPLICATE_API_TOKEN }}
 
   # Two more single-credential live suites, grouped the way reasoning-parity
-  # above is: the sweep's steps carry forty provider secrets and each of
+  # above is: the sweep's steps carry many provider credentials and each of
   # these needs exactly one (ANTHROPIC_API_KEY), so appending either to the
   # sweep would queue it behind every other provider for no reason. Unlike
   # reasoning-parity, the two are combined into one job rather than split

diff --git a/CLAUDE.md b/CLAUDE.md
@@ -16,7 +16,7 @@ Guidance for Claude Code when working in this repository.
 
 ## Project Overview
 
-NeuroLink is a unified AI development platform shipping as both a **TypeScript SDK** and **CLI**. It wraps a wide range of AI and voice providers across three inference types (`generate`, `stream`, `decide`) (OpenAI, Anthropic, Google AI Studio, Vertex, AWS Bedrock, Azure, Mistral, LiteLLM, SageMaker, Hugging Face, Ollama, OpenAI-compatible, DeepSeek, NVIDIA NIM, LM Studio, llama.cpp, OpenRouter, Cerebras, SambaNova, ElevenLabs, Deepgram, Azure Speech, Fish Audio, Cartesia, and more) behind a single consistent API, with full MCP support, multimodal file processing, voice (TTS/STT/realtime), media generation (image / video / music / avatar with Kling / Runway / Replicate / Beatoven / Lyria / D-ID / HeyGen handlers), RAG pipelines, observability, and a workflow engine.
+NeuroLink is a unified AI development platform shipping as both a **TypeScript SDK** and **CLI**. It wraps AI providers across three inference types (`generate`, `stream`, `decide`) (OpenAI, Anthropic, Google AI Studio, Vertex, AWS Bedrock, Azure, Mistral, LiteLLM, SageMaker, Hugging Face, Ollama, OpenAI-compatible, DeepSeek, NVIDIA NIM, LM Studio, llama.cpp, OpenRouter, Cerebras, SambaNova, ElevenLabs, Deepgram, Azure Speech, Fish Audio, Cartesia, and more) behind a single consistent API, with full MCP support, multimodal file processing, voice (TTS/STT/realtime), media generation (image / video / music / avatar with Kling / Runway / Replicate / Beatoven / Lyria / D-ID / HeyGen handlers), RAG pipelines, observability, and a workflow engine.
 
 ---
 
@@ -181,7 +181,7 @@ Registry →  holds factory functions (via dynamic import)
 src/
 ├── lib/
 │   ├── neurolink.ts          # Main SDK entry point
-│   ├── providers/            # AI provider implementations (40 registered)
+│   ├── providers/            # AI provider implementations
 │   ├── factories/            # ProviderFactory + ProviderRegistry
 │   ├── core/                 # BaseProvider, constants, infrastructure
 │   ├── adapters/             # Provider-specific content adapters (image, TTS, video)

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
@@ -282,7 +282,7 @@ For logger levels, structured fields, redaction, and performance guidance, see
 
 ## Testing
 
-NeuroLink has a comprehensive testing suite to ensure reliability across all AI providers and features. Please add tests for any new features or bug fixes.
+NeuroLink has a comprehensive testing suite to ensure reliability across supported AI providers and features. Please add tests for any new features or bug fixes.
 
 ### 🚀 Quick Start Testing
 
@@ -390,7 +390,7 @@ pnpm exec tsx test/continuous-test-suite-issue-01-model-access.ts
 pnpm test:ci
 
 # Individual domain validations
-pnpm test:providers       # 21+ provider validation
+pnpm test:providers       # AI provider validation
 pnpm test:performance     # Performance benchmarks (tools/testing/performanceMonitor.ts)
 pnpm test:voice           # Voice (TTS/STT) validation
 pnpm test:rag             # RAG pipeline validation
@@ -444,7 +444,7 @@ pnpm test
 We maintain integration coverage across:
 
 - ✅ **Core functionality** — All primary features tested
-- ✅ **Provider integration** — All 21+ AI providers validated
+- ✅ **Provider integration** — Supported AI providers validated
 - ✅ **Voice pipeline** — TTS, STT, and realtime voice servers
 - ✅ **Error handling** — Graceful failure scenarios
 - ✅ **MCP integration** — Tool orchestration and configuration

diff --git a/README.md b/README.md
@@ -210,7 +210,7 @@ const neurolink = new NeuroLink({
 - **Video Generation with Veo** (v8.32.0) – Video generation via Google Veo 3.1 on Vertex AI. 720p/1080p, portrait/landscape. → [Guide](docs/features/video-generation.md)
 - **Image Generation** (v8.31.0) – Native image generation with Gemini and Imagen models. → [Guide](docs/image-generation-streaming.md)
 - **HTTP/Streamable HTTP Transport** (v8.29.0) – Remote MCP servers via HTTP with auth headers, retry, rate limiting. → [Guide](docs/mcp-http-transport.md)
-- **PPT Generation** – 35 slide types, 5 themes, optional AI-generated images. Works across all major providers. → [Guide](docs/features/ppt-generation.md)
+- **PPT Generation** – 35 slide types, 5 themes, optional AI-generated images. Works across supported AI providers. → [Guide](docs/features/ppt-generation.md)
 - **Structured Output with Zod** – Type-safe JSON via `schema` + `output.format: "json"`. → [Guide](docs/features/structured-output.md)
 - **CSV & PDF File Support** – Attach CSV/PDF with auto-detection. PDF: native visual analysis on Vertex, Anthropic, Bedrock, AI Studio. → [CSV](docs/features/multimodal-chat.md#csv-file-support) | [PDF](docs/features/pdf-support.md)
 - **LiteLLM, SageMaker & OpenRouter** – 100+ models via LiteLLM, custom endpoints on SageMaker, 300+ via OpenRouter. → [LiteLLM](docs/litellm-integration.md) | [SageMaker](docs/sagemaker-integration.md)
@@ -424,7 +424,7 @@ npx @juspay/neurolink --help
 
 ### Configuration
 
-NeuroLink works with every major AI provider — and local runtimes that need no API key at all. You'll need at least one to get started:
+NeuroLink works with a broad set of AI providers — and local runtimes that need no API key at all. You'll need at least one to get started:
 
 **Option 1: Interactive Setup (Recommended)**
 
@@ -611,7 +611,7 @@ const result = await neurolink.generate({
 ### Next Steps
 
 - **[Complete Documentation](https://docs.neurolink.ink)** - Comprehensive guides and API reference
-- **[Provider Setup Guide](docs/getting-started/provider-setup.md)** - Configure any provider
+- **[Provider Setup Guide](docs/getting-started/provider-setup.md)** - Configure a provider
 - **[SDK API Reference](docs/sdk/api-reference.md)** - Full TypeScript API documentation
 - **[CLI Command Reference](docs/cli/commands.md)** - Complete CLI documentation
 - **[Example Projects](docs/examples/index.md)** - Real-world integration examples
@@ -643,7 +643,7 @@ NeuroLink is a comprehensive AI development platform. Every feature below is shi
 
 ### 🤖 AI Provider Integration
 
-**Every provider neuron behind one API** - Switch providers with a single parameter change. Nearly all serve `generate`/`stream`; TypeSafe Jev and Laya serve `decide` instead. Tool support: 31 native tool-calling, 3 model-dependent, 10 that serve no tools at all (embedding-, media- and decision-only). 3 are fully local runtimes (Ollama, LM Studio, llama.cpp) and 4 need zero configuration to start (those three plus LiteLLM) — no cloud account, no API key. 9 providers (OpenAI, Google AI Studio, Google Vertex, Amazon Bedrock, Cohere, Ollama, LiteLLM, Voyage, Jina) expose `embed()`/`embedMany()` natively for RAG and custom vector search.
+**Provider neurons behind one API** - Switch providers with a single parameter change. Nearly all serve `generate`/`stream`; TypeSafe Jev and Laya serve `decide` instead. Tool support: 31 native tool-calling, 3 model-dependent, 10 that serve no tools at all (embedding-, media- and decision-only). 3 are fully local runtimes (Ollama, LM Studio, llama.cpp) and 4 need zero configuration to start (those three plus LiteLLM) — no cloud account, no API key. 9 providers (OpenAI, Google AI Studio, Google Vertex, Amazon Bedrock, Cohere, Ollama, LiteLLM, Voyage, Jina) expose `embed()`/`embedMany()` natively for RAG and custom vector search.
 
 | Provider              | Models                                                                     | Free Tier       | Tool Support | Status        | Documentation                                                                                                                 |
 | --------------------- | -------------------------------------------------------------------------- | --------------- | ------------ | ------------- | ----------------------------------------------------------------------------------------------------------------------------- |
@@ -682,13 +682,13 @@ NeuroLink is a comprehensive AI development platform. Every feature below is shi
 **Decision-only providers:** **TypeSafe Jev** (`TYPESAFE_API_KEY`) and **Laya** (`LAYA_API_KEY` + `LAYA_BASE_URL`) do not appear in the table above because neither serves `generate`/`stream` — they are the two providers for the `decide` inference type, TypeSafe first when both are configured. See [Decide: Calibrated Judgments, Not Text](#decide-calibrated-judgments-not-text).
 
 **[📖 Provider Comparison Guide](docs/reference/provider-comparison.md)** - Detailed feature matrix and selection criteria
-**[🔬 Provider Feature Compatibility](docs/reference/provider-feature-compatibility.md)** - Test-based compatibility reference for all 19 features across every provider
+**[🔬 Provider Feature Compatibility](docs/reference/provider-feature-compatibility.md)** - Test-based compatibility reference for 19 features (dated snapshot covering a subset of the full provider list)
 
 ---
 
 ### 🔧 Built-in Tools & MCP Integration
 
-**6 Core Tools** (work across all providers, zero configuration):
+**6 Core Tools** (work across supported providers, zero configuration):
 
 | Tool                 | Purpose                  | Auto-Available          | Documentation                              |
 | -------------------- | ------------------------ | ----------------------- | ------------------------------------------ |
@@ -868,7 +868,7 @@ neurolink generate "Describe what happens" --file ./demo.mp4
 - **ProcessorRegistry** - Priority-based processor selection with fallback
 - **OWASP Security** - HTML/SVG sanitization prevents XSS attacks
 - **Auto-detection** - FileDetector identifies file types by extension and content
-- **Provider-agnostic** - All processors work across every AI provider
+- **Provider-agnostic** - Processors work across supported AI providers
 
 **[📖 File Processors Guide](docs/features/file-processors.md)** - Complete reference for all file types
 
@@ -998,7 +998,7 @@ node your-app.js
 
 ### 🤖 GitHub Action
 
-Run AI-powered workflows directly in GitHub Actions with support for every provider and automatic PR/issue commenting.
+Run AI-powered workflows directly in GitHub Actions with broad provider support and automatic PR/issue commenting.
 
 ```yaml
 - uses: juspay/neurolink@v1
@@ -1010,7 +1010,7 @@ Run AI-powered workflows directly in GitHub Actions with support for every provi
 
 | Feature                | Description                                                                               |
 | ---------------------- | ----------------------------------------------------------------------------------------- |
-| **Multi-Provider**     | Every provider behind one unified interface                                               |
+| **Multi-Provider**     | Broad provider support behind one unified interface                                       |
 | **PR/Issue Comments**  | Auto-post AI responses with intelligent updates                                           |
 | **Multimodal Support** | Attach images, PDFs, CSVs, Excel, Word, JSON, YAML, XML, HTML, SVG, code files to prompts |
 | **Cost Tracking**      | Built-in analytics and quality evaluation                                                 |
@@ -1203,7 +1203,7 @@ Full command and API breakdown lives in [`docs/cli/commands.md`](docs/cli/comman
 
 | Capability               | Highlights                                                                                                                                                                                                                                                                                                                                                      |
 | ------------------------ | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
-| **Provider unification** | Every provider neuron behind one API, with automatic fallback, cost-aware routing, `providerFallback` policy, `modelChain` config.                                                                                                                                                                                                                              |
+| **Provider unification** | Provider neurons behind one API, with automatic fallback, cost-aware routing, `providerFallback` policy, `modelChain` config.                                                                                                                                                                                                                                   |
 | **Decision inference**   | Third inference type (`decide`) alongside generate/stream: calibrated `boolean`/`choice`/`score` judgments via TypeSafe Jev (~400ms flat, ~$0.00002/decision) or Laya, a self-hosted open-weights alternative. Used internally for model routing, context budgeting, relevance compaction and tool routing; per-query RAG planning is opt-in via `RAGPipeline`. |
 | **Multimodal pipeline**  | Stream images + CSV data + PDF documents across providers with local/remote assets. Auto-detection for mixed file types.                                                                                                                                                                                                                                        |
 | **Voice pipeline**       | TTS (6 providers: Google, OpenAI, ElevenLabs, Azure, Fish Audio, Cartesia) + STT (4 providers) + realtime voice APIs (OpenAI Realtime, Gemini Live).                                                                                                                                                                                                            |

diff --git a/action.yml b/action.yml
@@ -1,5 +1,5 @@
 name: "NeuroLink AI"
-description: "Run AI-powered workflows with 13 providers (OpenAI, Anthropic, Google, AWS, Azure, and more)"
+description: "Run AI-powered workflows across AI providers (OpenAI, Anthropic, Google, AWS, Azure, and more)"
 author: "Juspay Technologies"
 
 branding:

diff --git a/docs-site/docusaurus.config.ts b/docs-site/docusaurus.config.ts
@@ -9,7 +9,7 @@ import { redirectsPluginConfig } from "./config/redirects";
 const config: Config = {
   title: "NeuroLink",
   tagline:
-    "Enterprise AI Development Platform - Universal provider support, MCP integration, and professional CLI",
+    "Enterprise AI Development Platform - broad provider support, MCP integration, and professional CLI",
   favicon: "img/favicon.svg",
 
   // Production URL - custom domain

diff --git a/docs-site/scripts/sync-docs.ts b/docs-site/scripts/sync-docs.ts
@@ -668,7 +668,7 @@ function processFrontmatter(
     }
     if (!processed.description) {
       processed.description =
-        "Enterprise AI Development Platform - Universal provider support, MCP integration, and professional CLI";
+        "Enterprise AI Development Platform - unified provider support, MCP integration, and professional CLI";
     }
     processed.slug = "/";
   }

diff --git a/docs-site/src/pages/index.tsx b/docs-site/src/pages/index.tsx
@@ -39,7 +39,7 @@ const QUICK_LINKS = [
   },
   {
     title: "SDK Guide",
-    description: "Unified API for 44 providers",
+    description: "Unified API for supported providers",
     href: "/docs/sdk",
     icon: "📦",
   },
@@ -57,7 +57,7 @@ const QUICK_LINKS = [
   },
   {
     title: "Provider Setup",
-    description: "Configure any AI provider",
+    description: "Configure a supported AI provider",
     href: "/docs/getting-started/provider-setup",
     icon: "⚡",
   },
@@ -170,7 +170,7 @@ export default function Home(): React.JSX.Element {
   return (
     <Layout
       title="NeuroLink - The Nervous System Pipe for AI Streams"
-      description="The pipe layer for the AI nervous system. Stream tokens, data, tools, voice, and context from 44 providers through pluggable connectors."
+      description="The pipe layer for the AI nervous system. Stream tokens, data, tools, voice, and context from supported providers through pluggable connectors."
     >
       <Head>
         <script type="application/ld+json">{JSON.stringify(FAQ_JSONLD)}</script>
@@ -226,8 +226,8 @@ export default function Home(): React.JSX.Element {
               <span className={styles.routingCardLabel}>THE PIPE</span>
               <p className={styles.routingCardTitle}>Start with the pipe</p>
               <p className={styles.routingCardDesc}>
-                Unified API for 44 AI providers. Token streams, voice, memory,
-                tools, RAG — one consistent interface.
+                Unified API for supported AI providers. Token streams, voice,
+                memory, tools, RAG — one consistent interface.
               </p>
             </a>
             <a href="/docs/features/mcp-tools" className={styles.routingCard}>