diff --git a/README.md b/README.md
index 8497c15..d1849cd 100644
--- a/README.md
+++ b/README.md
@@ -17,7 +17,7 @@ CrewAI is Python. LangGraph makes you draw the graph by hand. `open-multi-agent`
 
 - **Goal to result in one call.** `runTeam(team, "Build a REST API")` kicks off a coordinator agent that decomposes the goal into a task DAG, resolves dependencies, runs independent tasks in parallel, and synthesizes the final output. No graph to draw, no tasks to wire up.
 - **TypeScript-native, three runtime dependencies.** `@anthropic-ai/sdk`, `openai`, `zod`. That is the whole runtime. Embed in Express, Next.js, serverless functions, or CI/CD pipelines. No Python runtime, no subprocess bridge, no cloud sidecar.
-- **Multi-model teams.** Claude, GPT, Gemini, Grok, Copilot, or any OpenAI-compatible local model (Ollama, vLLM, LM Studio, llama.cpp) in the same team. Run the architect on Opus 4.6, the developer on GPT-5.4, the reviewer on local Gemma 4, all in one `runTeam()` call. Gemini ships as an optional peer dependency: `npm install @google/genai` to enable.
+- **Multi-model teams.** Claude, GPT, Gemini, Grok, MiniMax, DeepSeek, Copilot, or any OpenAI-compatible local model (Ollama, vLLM, LM Studio, llama.cpp) in the same team. Run the architect on Opus 4.6, the developer on GPT-5.4, the reviewer on local Gemma 4, all in one `runTeam()` call. Gemini ships as an optional peer dependency: `npm install @google/genai` to enable.
 
 Other features (MCP integration, context strategies, structured output, task retry, human-in-the-loop, lifecycle hooks, loop detection, observability) live below the fold and in [`examples/`](./examples/).
 
@@ -72,6 +72,9 @@ Set the API key for your provider. Local models via Ollama require no API key 
 - `OPENAI_API_KEY`
 - `GEMINI_API_KEY`
 - `XAI_API_KEY` (for Grok)
+- `MINIMAX_API_KEY` (for MiniMax)
+- `MINIMAX_BASE_URL` (for MiniMax — optional, selects endpoint)
+- `DEEPSEEK_API_KEY` (for DeepSeek)
 - `GITHUB_TOKEN` (for Copilot)
 
 **CLI (`oma`).** For shell and CI, the package exposes a JSON-first binary. See [docs/cli.md](./docs/cli.md) for `oma run`, `oma task`, `oma provider`, exit codes, and file formats.
@@ -139,14 +142,17 @@ For MapReduce-style fan-out without task dependencies, use `AgentPool.runParalle
 
 ## Examples
 
-16 runnable scripts in [`examples/`](./examples/). Start with these four:
+18 runnable scripts and 1 full-stack demo in [`examples/`](./examples/). Start with these:
 
 - [02 — Team Collaboration](examples/02-team-collaboration.ts): `runTeam()` coordinator pattern.
 - [06 — Local Model](examples/06-local-model.ts): Ollama and Claude in one pipeline via `baseURL`.
 - [09 — Structured Output](examples/09-structured-output.ts): any agent returns Zod-validated JSON.
 - [11 — Trace Observability](examples/11-trace-observability.ts): `onTrace` spans for LLM calls, tools, and tasks.
+- [17 — MiniMax](examples/17-minimax.ts): three-agent team using MiniMax M2.7.
+- [18 — DeepSeek](examples/18-deepseek.ts): three-agent team using DeepSeek Chat.
+- [with-vercel-ai-sdk](examples/with-vercel-ai-sdk/): Next.js app — OMA `runTeam()` + AI SDK `useChat` streaming.
 
-Run any with `npx tsx examples/02-team-collaboration.ts`.
+Run scripts with `npx tsx examples/02-team-collaboration.ts`.
 
 ## Architecture
 
@@ -182,6 +188,8 @@ Run any with `npx tsx examples/02-team-collaboration.ts`.
          │               │  - CopilotAdapter    │
          │               │  - GeminiAdapter     │
          │               │  - GrokAdapter       │
+         │               │  - MiniMaxAdapter    │
+         │               │  - DeepSeekAdapter   │
          │               └──────────────────────┘
 ┌────────▼──────────┐
 │  AgentRunner      │    ┌──────────────────────┐
@@ -281,6 +289,9 @@ Notes:
 | Anthropic (Claude) | `provider: 'anthropic'` | `ANTHROPIC_API_KEY` | Verified |
 | OpenAI (GPT) | `provider: 'openai'` | `OPENAI_API_KEY` | Verified |
 | Grok (xAI)   | `provider: 'grok'` | `XAI_API_KEY` | Verified |
+| MiniMax (global) | `provider: 'minimax'` | `MINIMAX_API_KEY` | Verified |
+| MiniMax (China) | `provider: 'minimax'` + `MINIMAX_BASE_URL` | `MINIMAX_API_KEY` | Verified |
+| DeepSeek | `provider: 'deepseek'` | `DEEPSEEK_API_KEY` | Verified |
 | GitHub Copilot | `provider: 'copilot'` | `GITHUB_TOKEN` | Verified |
 | Gemini | `provider: 'gemini'` | `GEMINI_API_KEY` | Verified |
 | Ollama / vLLM / LM Studio | `provider: 'openai'` + `baseURL` | — | Verified |
@@ -290,7 +301,7 @@ Gemini requires `npm install @google/genai` (optional peer dependency).
 
 Verified local models with tool-calling: **Gemma 4** (see [example 08](examples/08-gemma4-local.ts)).
 
-Any OpenAI-compatible API should work via `provider: 'openai'` + `baseURL` (DeepSeek, Groq, Mistral, Qwen, MiniMax, etc.). **Grok now has first-class support** via `provider: 'grok'`.
+Any OpenAI-compatible API should work via `provider: 'openai'` + `baseURL` (Groq, Mistral, Qwen, etc.). **Grok, MiniMax, and DeepSeek now have first-class support** via `provider: 'grok'`, `provider: 'minimax'`, and `provider: 'deepseek'`.
 
 ### Local Model Tool-Calling
 
@@ -330,7 +341,34 @@ const grokAgent: AgentConfig = {
 }
 ```
 
-(Set your `XAI_API_KEY` environment variable — no `baseURL` needed anymore.)
+(Set your `XAI_API_KEY` environment variable — no `baseURL` needed.)
+
+```typescript
+const minimaxAgent: AgentConfig = {
+  name: 'minimax-agent',
+  provider: 'minimax',
+  model: 'MiniMax-M2.7',
+  systemPrompt: 'You are a helpful assistant.',
+}
+```
+
+Set `MINIMAX_API_KEY`. The adapter selects the endpoint via `MINIMAX_BASE_URL`:
+
+- `https://api.minimax.io/v1` Global, default
+- `https://api.minimaxi.com/v1` China mainland endpoint
+
+You can also pass `baseURL` directly in `AgentConfig` to override the env var.
+
+```typescript
+const deepseekAgent: AgentConfig = {
+  name: 'deepseek-agent',
+  provider: 'deepseek',
+  model: 'deepseek-chat',
+  systemPrompt: 'You are a helpful assistant.',
+}
+```
+
+Set `DEEPSEEK_API_KEY`. Available models: `deepseek-chat` (DeepSeek-V3, recommended for coding) and `deepseek-reasoner` (thinking mode).
 
 ## Contributing
 
diff --git a/README_zh.md b/README_zh.md
index bb49589..aa9c83e 100644
--- a/README_zh.md
+++ b/README_zh.md
@@ -17,7 +17,7 @@ CrewAI 是 Python。LangGraph 需要你自己画图。`open-multi-agent` 是你
 
 - **一次调用从目标到结果。** `runTeam(team, "构建一个 REST API")` 启动一个协调者 agent，把目标拆成任务 DAG，解析依赖，独立任务并行执行，最终合成输出。不需要画图，不需要手动连任务。
 - **TypeScript 原生，3 个运行时依赖。** `@anthropic-ai/sdk`、`openai`、`zod`。这就是全部运行时。可嵌入 Express、Next.js、Serverless 函数或 CI/CD 流水线。没有 Python 运行时，没有子进程桥接，没有云端 sidecar。
-- **多模型团队。** Claude、GPT、Gemini、Grok、Copilot，或任何 OpenAI 兼容的本地模型（Ollama、vLLM、LM Studio、llama.cpp）可以在同一个团队中使用。让架构师用 Opus 4.6，开发者用 GPT-5.4，评审用本地的 Gemma 4，一次 `runTeam()` 调用全部搞定。Gemini 作为 optional peer dependency 提供：使用前需 `npm install @google/genai`。
+- **多模型团队。** Claude、GPT、Gemini、Grok、MiniMax、DeepSeek、Copilot，或任何 OpenAI 兼容的本地模型（Ollama、vLLM、LM Studio、llama.cpp）可以在同一个团队中使用。让架构师用 Opus 4.6，开发者用 GPT-5.4，评审用本地的 Gemma 4，一次 `runTeam()` 调用全部搞定。Gemini 作为 optional peer dependency 提供：使用前需 `npm install @google/genai`。
 
 其他能力（MCP 集成、上下文策略、结构化输出、任务重试、人机协同、生命周期钩子、循环检测、可观测性）在下方章节和 [`examples/`](./examples/) 里。
 
@@ -72,6 +72,9 @@ npm install @jackchen_me/open-multi-agent
 - `OPENAI_API_KEY`
 - `GEMINI_API_KEY`
 - `XAI_API_KEY`（Grok）
+- `MINIMAX_API_KEY`（MiniMax）
+- `MINIMAX_BASE_URL`（MiniMax — 可选，用于选择接入端点）
+- `DEEPSEEK_API_KEY`（DeepSeek）
 - `GITHUB_TOKEN`（Copilot）
 
 三个智能体，一个目标——框架处理剩下的一切：
@@ -137,14 +140,17 @@ Tokens: 12847 output tokens
 
 ## 示例
 
-[`examples/`](./examples/) 里有 15 个可运行脚本。推荐从这 4 个开始：
+[`examples/`](./examples/) 里有 18 个可运行脚本和 1 个完整项目。推荐从这几个开始：
 
 - [02 — 团队协作](examples/02-team-collaboration.ts)：`runTeam()` 协调者模式。
 - [06 — 本地模型](examples/06-local-model.ts)：通过 `baseURL` 把 Ollama 和 Claude 放在同一条管线。
 - [09 — 结构化输出](examples/09-structured-output.ts)：任意 agent 产出 Zod 校验过的 JSON。
 - [11 — 可观测性](examples/11-trace-observability.ts)：`onTrace` 回调，为 LLM 调用、工具、任务发出结构化 span。
+- [17 — MiniMax](examples/17-minimax.ts)：使用 MiniMax M2.7 的三智能体团队。
+- [18 — DeepSeek](examples/18-deepseek.ts)：使用 DeepSeek Chat 的三智能体团队。
+- [with-vercel-ai-sdk](examples/with-vercel-ai-sdk/)：Next.js 应用 — OMA `runTeam()` + AI SDK `useChat` 流式输出。
 
-用 `npx tsx examples/02-team-collaboration.ts` 运行任意一个。
+用 `npx tsx examples/02-team-collaboration.ts` 运行脚本示例。
 
 ## 架构
 
@@ -180,6 +186,8 @@ Tokens: 12847 output tokens
          │               │  - CopilotAdapter    │
          │               │  - GeminiAdapter     │
          │               │  - GrokAdapter       │
+         │               │  - MiniMaxAdapter    │
+         │               │  - DeepSeekAdapter   │
          │               └──────────────────────┘
 ┌────────▼──────────┐
 │  AgentRunner      │    ┌──────────────────────┐
@@ -255,6 +263,9 @@ const customAgent: AgentConfig = {
 | Anthropic (Claude) | `provider: 'anthropic'` | `ANTHROPIC_API_KEY` | 已验证 |
 | OpenAI (GPT) | `provider: 'openai'` | `OPENAI_API_KEY` | 已验证 |
 | Grok (xAI)   | `provider: 'grok'` | `XAI_API_KEY` | 已验证 |
+| MiniMax（全球） | `provider: 'minimax'` | `MINIMAX_API_KEY` | 已验证 |
+| MiniMax（国内） | `provider: 'minimax'` + `MINIMAX_BASE_URL` | `MINIMAX_API_KEY` | 已验证 |
+| DeepSeek | `provider: 'deepseek'` | `DEEPSEEK_API_KEY` | 已验证 |
 | GitHub Copilot | `provider: 'copilot'` | `GITHUB_TOKEN` | 已验证 |
 | Gemini | `provider: 'gemini'` | `GEMINI_API_KEY` | 已验证 |
 | Ollama / vLLM / LM Studio | `provider: 'openai'` + `baseURL` | — | 已验证 |
@@ -264,7 +275,7 @@ Gemini 需要 `npm install @google/genai`（optional peer dependency）。
 
 已验证支持 tool-calling 的本地模型：**Gemma 4**（见[示例 08](examples/08-gemma4-local.ts)）。
 
-任何 OpenAI 兼容 API 均可通过 `provider: 'openai'` + `baseURL` 接入（DeepSeek、Groq、Mistral、Qwen、MiniMax 等）。**Grok 现已原生支持**，使用 `provider: 'grok'`。
+任何 OpenAI 兼容 API 均可通过 `provider: 'openai'` + `baseURL` 接入（Groq、Mistral、Qwen 等）。**Grok、MiniMax 和 DeepSeek 现已原生支持**，分别使用 `provider: 'grok'`、`provider: 'minimax'` 和 `provider: 'deepseek'`。
 
 ### 本地模型 Tool-Calling
 
@@ -306,6 +317,33 @@ const grokAgent: AgentConfig = {
 
 （设置 `XAI_API_KEY` 环境变量即可，无需 `baseURL`。）
 
+```typescript
+const minimaxAgent: AgentConfig = {
+  name: 'minimax-agent',
+  provider: 'minimax',
+  model: 'MiniMax-M2.7',
+  systemPrompt: 'You are a helpful assistant.',
+}
+```
+
+设置 `MINIMAX_API_KEY`。适配器通过 `MINIMAX_BASE_URL` 选择接入端点：
+
+- `https://api.minimax.io/v1` 全球端点，默认
+- `https://api.minimaxi.com/v1` 中国大陆端点
+
+也可在 `AgentConfig` 中直接传入 `baseURL` 覆盖环境变量。
+
+```typescript
+const deepseekAgent: AgentConfig = {
+  name: 'deepseek-agent',
+  provider: 'deepseek',
+  model: 'deepseek-chat',
+  systemPrompt: '你是一个有用的助手。',
+}
+```
+
+设置 `DEEPSEEK_API_KEY`。可用模型：`deepseek-chat`（DeepSeek-V3，推荐用于编码任务）和 `deepseek-reasoner`（思考模式）。
+
 ## 参与贡献
 
 欢迎提 Issue、功能需求和 PR。以下方向的贡献尤其有价值：
diff --git a/docs/cli.md b/docs/cli.md
index b9c4d65..38a6522 100644
--- a/docs/cli.md
+++ b/docs/cli.md
@@ -20,7 +20,7 @@ npm run build
 node dist/cli/oma.js help
 ```
 
-Set the usual provider API keys in the environment (see [README](../README.md#quick-start)); the CLI does not read secrets from flags.
+Set the usual provider API keys in the environment (see [README](../README.md#quick-start)); the CLI does not read secrets from flags. MiniMax additionally reads `MINIMAX_BASE_URL` to select the global (`https://api.minimax.io/v1`) or China (`https://api.minimaxi.com/v1`) endpoint.
 
 ---
 
@@ -55,7 +55,7 @@ Global flags: [`--pretty`](#output-flags), [`--include-messages`](#output-flags)
 Read-only helper for wiring JSON configs and env vars.
 
 - **`oma provider`** or **`oma provider list`** — Prints JSON: built-in provider ids, API key environment variable names, whether `baseURL` is supported, and short notes (e.g. OpenAI-compatible servers, Copilot in CI).
-- **`oma provider template <provider>`** — Prints a JSON object with example `orchestrator` and `agent` fields plus placeholder `env` entries. `<provider>` is one of: `anthropic`, `openai`, `gemini`, `grok`, `copilot`.
+- **`oma provider template <provider>`** — Prints a JSON object with example `orchestrator` and `agent` fields plus placeholder `env` entries. `<provider>` is one of: `anthropic`, `openai`, `gemini`, `grok`, `minimax`, `deepseek`, `copilot`.
 
 Supports `--pretty`.
 
diff --git a/examples/17-minimax.ts b/examples/17-minimax.ts
new file mode 100644
index 0000000..882293f
--- /dev/null
+++ b/examples/17-minimax.ts
@@ -0,0 +1,159 @@
+/**
+ * Example 17 — Multi-Agent Team Collaboration with MiniMax
+ *
+ * Three specialized agents (architect, developer, reviewer) collaborate via `runTeam()`
+ * to build a minimal Express.js REST API. Every agent uses MiniMax's flagship model.
+ *
+ * Run:
+ *   npx tsx examples/17-minimax.ts
+ *
+ * Prerequisites:
+ *   MINIMAX_API_KEY environment variable must be set.
+ *   MINIMAX_BASE_URL environment variable can be set to switch to the China mainland endpoint if needed.
+ *
+ * Endpoints:
+ *   Global (default): https://api.minimax.io/v1
+ *   China mainland:   https://api.minimaxi.com/v1  (set MINIMAX_BASE_URL)
+ */
+
+import { OpenMultiAgent } from '../src/index.js'
+import type { AgentConfig, OrchestratorEvent } from '../src/types.js'
+
+// ---------------------------------------------------------------------------
+// Agent definitions (all using MiniMax-M2.7)
+// ---------------------------------------------------------------------------
+const architect: AgentConfig = {
+  name: 'architect',
+  model: 'MiniMax-M2.7',
+  provider: 'minimax',
+  systemPrompt: `You are a software architect with deep experience in Node.js and REST API design.
+Your job is to design clear, production-quality API contracts and file/directory structures.
+Output concise plans in markdown — no unnecessary prose.`,
+  tools: ['bash', 'file_write'],
+  maxTurns: 5,
+  temperature: 0.2,
+}
+
+const developer: AgentConfig = {
+  name: 'developer',
+  model: 'MiniMax-M2.7',
+  provider: 'minimax',
+  systemPrompt: `You are a TypeScript/Node.js developer. You implement what the architect specifies.
+Write clean, runnable code with proper error handling. Use the tools to write files and run tests.`,
+  tools: ['bash', 'file_read', 'file_write', 'file_edit'],
+  maxTurns: 12,
+  temperature: 0.1,
+}
+
+const reviewer: AgentConfig = {
+  name: 'reviewer',
+  model: 'MiniMax-M2.7',
+  provider: 'minimax',
+  systemPrompt: `You are a senior code reviewer. Review code for correctness, security, and clarity.
+Provide a structured review with: LGTM items, suggestions, and any blocking issues.
+Read files using the tools before reviewing.`,
+  tools: ['bash', 'file_read', 'grep'],
+  maxTurns: 5,
+  temperature: 0.3,
+}
+
+// ---------------------------------------------------------------------------
+// Progress tracking
+// ---------------------------------------------------------------------------
+const startTimes = new Map<string, number>()
+
+function handleProgress(event: OrchestratorEvent): void {
+  const ts = new Date().toISOString().slice(11, 23) // HH:MM:SS.mmm
+  switch (event.type) {
+    case 'agent_start':
+      startTimes.set(event.agent ?? '', Date.now())
+      console.log(`[${ts}] AGENT START → ${event.agent}`)
+      break
+    case 'agent_complete': {
+      const elapsed = Date.now() - (startTimes.get(event.agent ?? '') ?? Date.now())
+      console.log(`[${ts}] AGENT DONE ← ${event.agent} (${elapsed}ms)`)
+      break
+    }
+    case 'task_start':
+      console.log(`[${ts}] TASK START ↓ ${event.task}`)
+      break
+    case 'task_complete':
+      console.log(`[${ts}] TASK DONE ↑ ${event.task}`)
+      break
+    case 'message':
+      console.log(`[${ts}] MESSAGE • ${event.agent} → (team)`)
+      break
+    case 'error':
+      console.error(`[${ts}] ERROR ✗ agent=${event.agent} task=${event.task}`)
+      if (event.data instanceof Error) console.error(` ${event.data.message}`)
+      break
+  }
+}
+
+// ---------------------------------------------------------------------------
+// Orchestrate
+// ---------------------------------------------------------------------------
+const orchestrator = new OpenMultiAgent({
+  defaultModel: 'MiniMax-M2.7',
+  defaultProvider: 'minimax',
+  maxConcurrency: 1, // sequential for readable output
+  onProgress: handleProgress,
+})
+
+const team = orchestrator.createTeam('api-team', {
+  name: 'api-team',
+  agents: [architect, developer, reviewer],
+  sharedMemory: true,
+  maxConcurrency: 1,
+})
+
+console.log(`Team "${team.name}" created with agents: ${team.getAgents().map(a => a.name).join(', ')}`)
+console.log('\nStarting team run...\n')
+console.log('='.repeat(60))
+
+const goal = `Create a minimal Express.js REST API in /tmp/express-api/ with:
+- GET /health → { status: "ok" }
+- GET /users → returns a hardcoded array of 2 user objects
+- POST /users → accepts { name, email } body, logs it, returns 201
+- Proper error handling middleware
+- The server should listen on port 3001
+- Include a package.json with the required dependencies`
+
+const result = await orchestrator.runTeam(team, goal)
+
+console.log('\n' + '='.repeat(60))
+
+// ---------------------------------------------------------------------------
+// Results
+// ---------------------------------------------------------------------------
+console.log('\nTeam run complete.')
+console.log(`Success: ${result.success}`)
+console.log(`Total tokens — input: ${result.totalTokenUsage.input_tokens}, output: ${result.totalTokenUsage.output_tokens}`)
+
+console.log('\nPer-agent results:')
+for (const [agentName, agentResult] of result.agentResults) {
+  const status = agentResult.success ? 'OK' : 'FAILED'
+  const tools = agentResult.toolCalls.length
+  console.log(` ${agentName.padEnd(12)} [${status}] tool_calls=${tools}`)
+  if (!agentResult.success) {
+    console.log(` Error: ${agentResult.output.slice(0, 120)}`)
+  }
+}
+
+// Sample outputs
+const developerResult = result.agentResults.get('developer')
+if (developerResult?.success) {
+  console.log('\nDeveloper output (last 600 chars):')
+  console.log('─'.repeat(60))
+  const out = developerResult.output
+  console.log(out.length > 600 ? '...' + out.slice(-600) : out)
+  console.log('─'.repeat(60))
+}
+
+const reviewerResult = result.agentResults.get('reviewer')
+if (reviewerResult?.success) {
+  console.log('\nReviewer output:')
+  console.log('─'.repeat(60))
+  console.log(reviewerResult.output)
+  console.log('─'.repeat(60))
+}
diff --git a/examples/18-deepseek.ts b/examples/18-deepseek.ts
new file mode 100644
index 0000000..937b2ef
--- /dev/null
+++ b/examples/18-deepseek.ts
@@ -0,0 +1,158 @@
+/**
+ * Example 18 — Multi-Agent Team Collaboration with DeepSeek
+ *
+ * Three specialized agents (architect, developer, reviewer) collaborate via `runTeam()`
+ * to build a minimal Express.js REST API. Every agent uses DeepSeek's flagship model.
+ *
+ * Run:
+ *   npx tsx examples/18-deepseek.ts
+ *
+ * Prerequisites:
+ *   DEEPSEEK_API_KEY environment variable must be set.
+ *
+ * Available models:
+ *   deepseek-chat      — DeepSeek-V3 (non-thinking mode, recommended for coding tasks)
+ *   deepseek-reasoner  — DeepSeek-V3 (thinking mode, for complex reasoning)
+ */
+
+import { OpenMultiAgent } from '../src/index.js'
+import type { AgentConfig, OrchestratorEvent } from '../src/types.js'
+
+// ---------------------------------------------------------------------------
+// Agent definitions (all using deepseek-chat)
+// ---------------------------------------------------------------------------
+const architect: AgentConfig = {
+  name: 'architect',
+  model: 'deepseek-reasoner',
+  provider: 'deepseek',
+  systemPrompt: `You are a software architect with deep experience in Node.js and REST API design.
+Your job is to design clear, production-quality API contracts and file/directory structures.
+Output concise plans in markdown — no unnecessary prose.`,
+  tools: ['bash', 'file_write'],
+  maxTurns: 5,
+  temperature: 0.2,
+}
+
+const developer: AgentConfig = {
+  name: 'developer',
+  model: 'deepseek-chat',
+  provider: 'deepseek',
+  systemPrompt: `You are a TypeScript/Node.js developer. You implement what the architect specifies.
+Write clean, runnable code with proper error handling. Use the tools to write files and run tests.`,
+  tools: ['bash', 'file_read', 'file_write', 'file_edit'],
+  maxTurns: 12,
+  temperature: 0.1,
+}
+
+const reviewer: AgentConfig = {
+  name: 'reviewer',
+  model: 'deepseek-chat',
+  provider: 'deepseek',
+  systemPrompt: `You are a senior code reviewer. Review code for correctness, security, and clarity.
+Provide a structured review with: LGTM items, suggestions, and any blocking issues.
+Read files using the tools before reviewing.`,
+  tools: ['bash', 'file_read', 'grep'],
+  maxTurns: 5,
+  temperature: 0.3,
+}
+
+// ---------------------------------------------------------------------------
+// Progress tracking
+// ---------------------------------------------------------------------------
+const startTimes = new Map<string, number>()
+
+function handleProgress(event: OrchestratorEvent): void {
+  const ts = new Date().toISOString().slice(11, 23) // HH:MM:SS.mmm
+  switch (event.type) {
+    case 'agent_start':
+      startTimes.set(event.agent ?? '', Date.now())
+      console.log(`[${ts}] AGENT START → ${event.agent}`)
+      break
+    case 'agent_complete': {
+      const elapsed = Date.now() - (startTimes.get(event.agent ?? '') ?? Date.now())
+      console.log(`[${ts}] AGENT DONE ← ${event.agent} (${elapsed}ms)`)
+      break
+    }
+    case 'task_start':
+      console.log(`[${ts}] TASK START ↓ ${event.task}`)
+      break
+    case 'task_complete':
+      console.log(`[${ts}] TASK DONE ↑ ${event.task}`)
+      break
+    case 'message':
+      console.log(`[${ts}] MESSAGE • ${event.agent} → (team)`)
+      break
+    case 'error':
+      console.error(`[${ts}] ERROR ✗ agent=${event.agent} task=${event.task}`)
+      if (event.data instanceof Error) console.error(` ${event.data.message}`)
+      break
+  }
+}
+
+// ---------------------------------------------------------------------------
+// Orchestrate
+// ---------------------------------------------------------------------------
+const orchestrator = new OpenMultiAgent({
+  defaultModel: 'deepseek-chat',
+  defaultProvider: 'deepseek',
+  maxConcurrency: 1, // sequential for readable output
+  onProgress: handleProgress,
+})
+
+const team = orchestrator.createTeam('api-team', {
+  name: 'api-team',
+  agents: [architect, developer, reviewer],
+  sharedMemory: true,
+  maxConcurrency: 1,
+})
+
+console.log(`Team "${team.name}" created with agents: ${team.getAgents().map(a => a.name).join(', ')}`)
+console.log('\nStarting team run...\n')
+console.log('='.repeat(60))
+
+const goal = `Create a minimal Express.js REST API in /tmp/express-api/ with:
+- GET /health → { status: "ok" }
+- GET /users → returns a hardcoded array of 2 user objects
+- POST /users → accepts { name, email } body, logs it, returns 201
+- Proper error handling middleware
+- The server should listen on port 3001
+- Include a package.json with the required dependencies`
+
+const result = await orchestrator.runTeam(team, goal)
+
+console.log('\n' + '='.repeat(60))
+
+// ---------------------------------------------------------------------------
+// Results
+// ---------------------------------------------------------------------------
+console.log('\nTeam run complete.')
+console.log(`Success: ${result.success}`)
+console.log(`Total tokens — input: ${result.totalTokenUsage.input_tokens}, output: ${result.totalTokenUsage.output_tokens}`)
+
+console.log('\nPer-agent results:')
+for (const [agentName, agentResult] of result.agentResults) {
+  const status = agentResult.success ? 'OK' : 'FAILED'
+  const tools = agentResult.toolCalls.length
+  console.log(` ${agentName.padEnd(12)} [${status}] tool_calls=${tools}`)
+  if (!agentResult.success) {
+    console.log(` Error: ${agentResult.output.slice(0, 120)}`)
+  }
+}
+
+// Sample outputs
+const developerResult = result.agentResults.get('developer')
+if (developerResult?.success) {
+  console.log('\nDeveloper output (last 600 chars):')
+  console.log('─'.repeat(60))
+  const out = developerResult.output
+  console.log(out.length > 600 ? '...' + out.slice(-600) : out)
+  console.log('─'.repeat(60))
+}
+
+const reviewerResult = result.agentResults.get('reviewer')
+if (reviewerResult?.success) {
+  console.log('\nReviewer output:')
+  console.log('─'.repeat(60))
+  console.log(reviewerResult.output)
+  console.log('─'.repeat(60))
+}
diff --git a/examples/with-vercel-ai-sdk/.gitignore b/examples/with-vercel-ai-sdk/.gitignore
new file mode 100644
index 0000000..757b2d5
--- /dev/null
+++ b/examples/with-vercel-ai-sdk/.gitignore
@@ -0,0 +1,5 @@
+node_modules/
+.next/
+.env
+.env.local
+*.tsbuildinfo
diff --git a/examples/with-vercel-ai-sdk/README.md b/examples/with-vercel-ai-sdk/README.md
new file mode 100644
index 0000000..dc41fb8
--- /dev/null
+++ b/examples/with-vercel-ai-sdk/README.md
@@ -0,0 +1,59 @@
+# with-vercel-ai-sdk
+
+A Next.js demo showing **open-multi-agent** (OMA) and **Vercel AI SDK** working together:
+
+- **OMA** orchestrates a research team (researcher agent + writer agent) via `runTeam()`
+- **AI SDK** streams the result to a chat UI via `useChat` + `streamText`
+
+## How it works
+
+```
+User message
+  │
+  ▼
+API route (app/api/chat/route.ts)
+  │
+  ├─ Phase 1: OMA runTeam()
+  │    coordinator decomposes goal → researcher gathers info → writer drafts article
+  │
+  └─ Phase 2: AI SDK streamText()
+       streams the team's output to the browser
+  │
+  ▼
+Chat UI (app/page.tsx) — useChat hook renders streamed response
+```
+
+## Setup
+
+```bash
+# 1. From repo root, install OMA dependencies
+cd ../..
+npm install
+
+# 2. Back to this example
+cd examples/with-vercel-ai-sdk
+npm install
+
+# 3. Set your API key
+export ANTHROPIC_API_KEY=sk-ant-...
+
+# 4. Run
+npm run dev
+```
+
+`npm run dev` automatically builds OMA before starting Next.js (via the `predev` script).
+
+Open [http://localhost:3000](http://localhost:3000), type a topic, and watch the research team work.
+
+## Prerequisites
+
+- Node.js >= 18
+- `ANTHROPIC_API_KEY` environment variable (used by both OMA and AI SDK)
+
+## Key files
+
+| File | Role |
+|------|------|
+| `app/api/chat/route.ts` | Backend — OMA orchestration + AI SDK streaming |
+| `app/page.tsx` | Frontend — chat UI with `useChat` hook |
+| `package.json` | References OMA via `file:../../` (local link) |
diff --git a/examples/with-vercel-ai-sdk/app/api/chat/route.ts b/examples/with-vercel-ai-sdk/app/api/chat/route.ts
new file mode 100644
index 0000000..6eefe79
--- /dev/null
+++ b/examples/with-vercel-ai-sdk/app/api/chat/route.ts
@@ -0,0 +1,91 @@
+import { streamText, convertToModelMessages, type UIMessage } from 'ai'
+import { createOpenAICompatible } from '@ai-sdk/openai-compatible'
+import { OpenMultiAgent } from '@jackchen_me/open-multi-agent'
+import type { AgentConfig } from '@jackchen_me/open-multi-agent'
+
+export const maxDuration = 120
+
+// --- DeepSeek via OpenAI-compatible API ---
+const DEEPSEEK_BASE_URL = 'https://api.deepseek.com'
+const DEEPSEEK_MODEL = 'deepseek-chat'
+
+const deepseek = createOpenAICompatible({
+  name: 'deepseek',
+  baseURL: `${DEEPSEEK_BASE_URL}/v1`,
+  apiKey: process.env.DEEPSEEK_API_KEY,
+})
+
+const researcher: AgentConfig = {
+  name: 'researcher',
+  model: DEEPSEEK_MODEL,
+  provider: 'openai',
+  baseURL: DEEPSEEK_BASE_URL,
+  apiKey: process.env.DEEPSEEK_API_KEY,
+  systemPrompt: `You are a research specialist. Given a topic, provide thorough, factual research
+with key findings, relevant data points, and important context.
+Be concise but comprehensive. Output structured notes, not prose.`,
+  maxTurns: 3,
+  temperature: 0.2,
+}
+
+const writer: AgentConfig = {
+  name: 'writer',
+  model: DEEPSEEK_MODEL,
+  provider: 'openai',
+  baseURL: DEEPSEEK_BASE_URL,
+  apiKey: process.env.DEEPSEEK_API_KEY,
+  systemPrompt: `You are an expert writer. Using research from team members (available in shared memory),
+write a well-structured, engaging article with clear headings and concise paragraphs.
+Do not repeat raw research — synthesize it into readable prose.`,
+  maxTurns: 3,
+  temperature: 0.4,
+}
+
+function extractText(message: UIMessage): string {
+  return message.parts
+    .filter((p): p is { type: 'text'; text: string } => p.type === 'text')
+    .map((p) => p.text)
+    .join('')
+}
+
+export async function POST(req: Request) {
+  const { messages }: { messages: UIMessage[] } = await req.json()
+  const lastText = extractText(messages.at(-1)!)
+
+  // --- Phase 1: OMA multi-agent orchestration ---
+  const orchestrator = new OpenMultiAgent({
+    defaultModel: DEEPSEEK_MODEL,
+    defaultProvider: 'openai',
+    defaultBaseURL: DEEPSEEK_BASE_URL,
+    defaultApiKey: process.env.DEEPSEEK_API_KEY,
+  })
+
+  const team = orchestrator.createTeam('research-writing', {
+    name: 'research-writing',
+    agents: [researcher, writer],
+    sharedMemory: true,
+  })
+
+  const teamResult = await orchestrator.runTeam(
+    team,
+    `Research and write an article about: ${lastText}`,
+  )
+
+  const teamOutput = teamResult.agentResults.get('coordinator')?.output ?? ''
+
+  // --- Phase 2: Stream result via Vercel AI SDK ---
+  const result = streamText({
+    model: deepseek(DEEPSEEK_MODEL),
+    system: `You are presenting research from a multi-agent team (researcher + writer).
+The team has already done the work. Your only job is to relay their output to the user
+in a well-formatted way. Keep the content faithful to the team output below.
+At the very end, add a one-line note that this was produced by a researcher agent
+and a writer agent collaborating via open-multi-agent.
+
+## Team Output
+${teamOutput}`,
+    messages: await convertToModelMessages(messages),
+  })
+
+  return result.toUIMessageStreamResponse()
+}
diff --git a/examples/with-vercel-ai-sdk/app/layout.tsx b/examples/with-vercel-ai-sdk/app/layout.tsx
new file mode 100644
index 0000000..32ea20e
--- /dev/null
+++ b/examples/with-vercel-ai-sdk/app/layout.tsx
@@ -0,0 +1,14 @@
+import type { Metadata } from 'next'
+
+export const metadata: Metadata = {
+  title: 'OMA + Vercel AI SDK',
+  description: 'Multi-agent research team powered by open-multi-agent, streamed via Vercel AI SDK',
+}
+
+export default function RootLayout({ children }: { children: React.ReactNode }) {
+  return (
+    <html lang="en">
+      <body style={{ margin: 0, background: '#fafafa' }}>{children}</body>
+    </html>
+  )
+}
diff --git a/examples/with-vercel-ai-sdk/app/page.tsx b/examples/with-vercel-ai-sdk/app/page.tsx
new file mode 100644
index 0000000..f51ab6f
--- /dev/null
+++ b/examples/with-vercel-ai-sdk/app/page.tsx
@@ -0,0 +1,97 @@
+'use client'
+
+import { useState } from 'react'
+import { useChat } from '@ai-sdk/react'
+
+export default function Home() {
+  const { messages, sendMessage, status, error } = useChat()
+  const [input, setInput] = useState('')
+
+  const isLoading = status === 'submitted' || status === 'streaming'
+
+  const handleSubmit = async (e: React.FormEvent) => {
+    e.preventDefault()
+    if (!input.trim() || isLoading) return
+    const text = input
+    setInput('')
+    await sendMessage({ text })
+  }
+
+  return (
+    <main
+      style={{
+        maxWidth: 720,
+        margin: '0 auto',
+        padding: '32px 16px',
+        fontFamily: 'system-ui, -apple-system, sans-serif',
+      }}
+    >
+      <h1 style={{ fontSize: 22, marginBottom: 4 }}>Research Team</h1>
+      <p style={{ color: '#666', fontSize: 14, marginBottom: 28 }}>
+        Enter a topic. A <strong>researcher</strong> agent gathers information, a{' '}
+        <strong>writer</strong> agent composes an article &mdash; orchestrated by
+        open-multi-agent, streamed via Vercel AI SDK.
+      </p>
+
+      <div style={{ minHeight: 120 }}>
+        {messages.map((m) => (
+          <div key={m.id} style={{ marginBottom: 24, lineHeight: 1.7 }}>
+            <div style={{ fontWeight: 600, fontSize: 13, color: '#999', marginBottom: 4 }}>
+              {m.role === 'user' ? 'You' : 'Research Team'}
+            </div>
+            <div style={{ whiteSpace: 'pre-wrap', fontSize: 15 }}>
+              {m.parts
+                .filter((part): part is { type: 'text'; text: string } => part.type === 'text')
+                .map((part) => part.text)
+                .join('')}
+            </div>
+          </div>
+        ))}
+
+        {isLoading && status === 'submitted' && (
+          <div style={{ color: '#888', fontSize: 14, padding: '8px 0' }}>
+            Agents are collaborating &mdash; this may take a minute...
+          </div>
+        )}
+
+        {error && (
+          <div style={{ color: '#c00', fontSize: 14, padding: '8px 0' }}>
+            Error: {error.message}
+          </div>
+        )}
+      </div>
+
+      <form onSubmit={handleSubmit} style={{ display: 'flex', gap: 8, marginTop: 32 }}>
+        <input
+          value={input}
+          onChange={(e) => setInput(e.target.value)}
+          placeholder="Enter a topic to research..."
+          disabled={isLoading}
+          style={{
+            flex: 1,
+            padding: '10px 14px',
+            borderRadius: 8,
+            border: '1px solid #ddd',
+            fontSize: 15,
+            outline: 'none',
+          }}
+        />
+        <button
+          type="submit"
+          disabled={isLoading || !input.trim()}
+          style={{
+            padding: '10px 20px',
+            borderRadius: 8,
+            border: 'none',
+            background: isLoading ? '#ccc' : '#111',
+            color: '#fff',
+            cursor: isLoading ? 'not-allowed' : 'pointer',
+            fontSize: 15,
+          }}
+        >
+          Send
+        </button>
+      </form>
+    </main>
+  )
+}
diff --git a/examples/with-vercel-ai-sdk/next-env.d.ts b/examples/with-vercel-ai-sdk/next-env.d.ts
new file mode 100644
index 0000000..c4b7818
--- /dev/null
+++ b/examples/with-vercel-ai-sdk/next-env.d.ts
@@ -0,0 +1,6 @@
+/// <reference types="next" />
+/// <reference types="next/image-types/global" />
+import "./.next/dev/types/routes.d.ts";
+
+// NOTE: This file should not be edited
+// see https://nextjs.org/docs/app/api-reference/config/typescript for more information.
diff --git a/examples/with-vercel-ai-sdk/next.config.ts b/examples/with-vercel-ai-sdk/next.config.ts
new file mode 100644
index 0000000..200ecc8
--- /dev/null
+++ b/examples/with-vercel-ai-sdk/next.config.ts
@@ -0,0 +1,7 @@
+import type { NextConfig } from 'next'
+
+const nextConfig: NextConfig = {
+  serverExternalPackages: ['@jackchen_me/open-multi-agent'],
+}
+
+export default nextConfig
diff --git a/examples/with-vercel-ai-sdk/package-lock.json b/examples/with-vercel-ai-sdk/package-lock.json
new file mode 100644
index 0000000..0468f2b
--- /dev/null
+++ b/examples/with-vercel-ai-sdk/package-lock.json
@@ -0,0 +1,1209 @@
+{
+  "name": "with-vercel-ai-sdk",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "with-vercel-ai-sdk",
+      "dependencies": {
+        "@ai-sdk/openai-compatible": "^2.0.41",
+        "@ai-sdk/react": "^3.0.0",
+        "@jackchen_me/open-multi-agent": "file:../../",
+        "ai": "^6.0.0",
+        "next": "^16.0.0",
+        "react": "^19.0.0",
+        "react-dom": "^19.0.0"
+      },
+      "devDependencies": {
+        "@types/node": "^22.0.0",
+        "@types/react": "^19.0.0",
+        "@types/react-dom": "^19.0.0",
+        "typescript": "^5.6.0"
+      }
+    },
+    "../..": {
+      "name": "@jackchen_me/open-multi-agent",
+      "version": "1.1.0",
+      "license": "MIT",
+      "dependencies": {
+        "@anthropic-ai/sdk": "^0.52.0",
+        "openai": "^4.73.0",
+        "zod": "^3.23.0"
+      },
+      "bin": {
+        "oma": "dist/cli/oma.js"
+      },
+      "devDependencies": {
+        "@google/genai": "^1.48.0",
+        "@modelcontextprotocol/sdk": "^1.18.0",
+        "@types/node": "^22.0.0",
+        "@vitest/coverage-v8": "^2.1.9",
+        "tsx": "^4.21.0",
+        "typescript": "^5.6.0",
+        "vitest": "^2.1.0"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      },
+      "peerDependencies": {
+        "@google/genai": "^1.48.0",
+        "@modelcontextprotocol/sdk": "^1.18.0"
+      },
+      "peerDependenciesMeta": {
+        "@google/genai": {
+          "optional": true
+        },
+        "@modelcontextprotocol/sdk": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@ai-sdk/gateway": {
+      "version": "3.0.98",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/gateway/-/gateway-3.0.98.tgz",
+      "integrity": "sha512-Ol+nP8PIlj8FjN8qKlxhE89N0woqAaGi9CUBGp1boe3RafpphJ7WMuq/RErSvxtwTqje03TP+zIdzP113krxRg==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@ai-sdk/provider": "3.0.8",
+        "@ai-sdk/provider-utils": "4.0.23",
+        "@vercel/oidc": "3.1.0"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "zod": "^3.25.76 || ^4.1.8"
+      }
+    },
+    "node_modules/@ai-sdk/openai-compatible": {
+      "version": "2.0.41",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/openai-compatible/-/openai-compatible-2.0.41.tgz",
+      "integrity": "sha512-kNAGINk71AlOXx10Dq/PXw4t/9XjdK8uxfpVElRwtSFMdeSiLVt58p9TPx4/FJD+hxZuVhvxYj9r42osxWq79g==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@ai-sdk/provider": "3.0.8",
+        "@ai-sdk/provider-utils": "4.0.23"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "zod": "^3.25.76 || ^4.1.8"
+      }
+    },
+    "node_modules/@ai-sdk/provider": {
+      "version": "3.0.8",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/provider/-/provider-3.0.8.tgz",
+      "integrity": "sha512-oGMAgGoQdBXbZqNG0Ze56CHjDZ1IDYOwGYxYjO5KLSlz5HiNQ9udIXsPZ61VWaHGZ5XW/jyjmr6t2xz2jGVwbQ==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "json-schema": "^0.4.0"
+      },
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@ai-sdk/provider-utils": {
+      "version": "4.0.23",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/provider-utils/-/provider-utils-4.0.23.tgz",
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+      "license": "Apache-2.0",
+      "dependencies": {
+        "@ai-sdk/provider": "3.0.8",
+        "@standard-schema/spec": "^1.1.0",
+        "eventsource-parser": "^3.0.6"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "zod": "^3.25.76 || ^4.1.8"
+      }
+    },
+    "node_modules/@ai-sdk/react": {
+      "version": "3.0.163",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/react/-/react-3.0.163.tgz",
+      "integrity": "sha512-UM8BwNx4YFcG1XIBSTepIGx48RXk974qVSplVZc2JPiY86tC4Qpb8trquh5MdtSKzlS6yrUX46n8gS2WZaUIXQ==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@ai-sdk/provider-utils": "4.0.23",
+        "ai": "6.0.161",
+        "swr": "^2.2.5",
+        "throttleit": "2.1.0"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "react": "^18 || ~19.0.1 || ~19.1.2 || ^19.2.1"
+      }
+    },
+    "node_modules/@emnapi/runtime": {
+      "version": "1.9.2",
+      "resolved": "https://registry.npmjs.org/@emnapi/runtime/-/runtime-1.9.2.tgz",
+      "integrity": "sha512-3U4+MIWHImeyu1wnmVygh5WlgfYDtyf0k8AbLhMFxOipihf6nrWC4syIm/SwEeec0mNSafiiNnMJwbza/Is6Lw==",
+      "license": "MIT",
+      "optional": true,
+      "dependencies": {
+        "tslib": "^2.4.0"
+      }
+    },
+    "node_modules/@img/colour": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/@img/colour/-/colour-1.1.0.tgz",
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+      "license": "MIT",
+      "optional": true,
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@img/sharp-darwin-arm64": {
+      "version": "0.34.5",
+      "resolved": "https://registry.npmjs.org/@img/sharp-darwin-arm64/-/sharp-darwin-arm64-0.34.5.tgz",
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+      "cpu": [
+        "arm64"
+      ],
+      "license": "Apache-2.0",
+      "optional": true,
+      "os": [
+        "darwin"
+      ],
+      "engines": {
+        "node": "^18.17.0 || ^20.3.0 || >=21.0.0"
+      },
+      "funding": {
+        "url": "https://opencollective.com/libvips"
+      },
+      "optionalDependencies": {
+        "@img/sharp-libvips-darwin-arm64": "1.2.4"
+      }
+    },
+    "node_modules/@img/sharp-darwin-x64": {
+      "version": "0.34.5",
+      "resolved": "https://registry.npmjs.org/@img/sharp-darwin-x64/-/sharp-darwin-x64-0.34.5.tgz",
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+      "cpu": [
+        "x64"
+      ],
+      "license": "Apache-2.0",
+      "optional": true,
+      "os": [
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+        "use-sync-external-store": "^1.6.0"
+      },
+      "peerDependencies": {
+        "react": "^16.11.0 || ^17.0.0 || ^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/throttleit": {
+      "version": "2.1.0",
+      "resolved": "https://registry.npmjs.org/throttleit/-/throttleit-2.1.0.tgz",
+      "integrity": "sha512-nt6AMGKW1p/70DF/hGBdJB57B8Tspmbp5gfJ8ilhLnt7kkr2ye7hzD6NVG8GGErk2HWF34igrL2CXmNIkzKqKw==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=18"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/tslib": {
+      "version": "2.8.1",
+      "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
+      "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==",
+      "license": "0BSD"
+    },
+    "node_modules/typescript": {
+      "version": "5.9.3",
+      "resolved": "https://registry.npmjs.org/typescript/-/typescript-5.9.3.tgz",
+      "integrity": "sha512-jl1vZzPDinLr9eUt3J/t7V6FgNEw9QjvBPdysz9KfQDD41fQrC2Y4vKQdiaUpFT4bXlb1RHhLpp8wtm6M5TgSw==",
+      "dev": true,
+      "license": "Apache-2.0",
+      "bin": {
+        "tsc": "bin/tsc",
+        "tsserver": "bin/tsserver"
+      },
+      "engines": {
+        "node": ">=14.17"
+      }
+    },
+    "node_modules/undici-types": {
+      "version": "6.21.0",
+      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-6.21.0.tgz",
+      "integrity": "sha512-iwDZqg0QAGrg9Rav5H4n0M64c3mkR59cJ6wQp+7C4nI0gsmExaedaYLNO44eT4AtBBwjbTiGPMlt2Md0T9H9JQ==",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/use-sync-external-store": {
+      "version": "1.6.0",
+      "resolved": "https://registry.npmjs.org/use-sync-external-store/-/use-sync-external-store-1.6.0.tgz",
+      "integrity": "sha512-Pp6GSwGP/NrPIrxVFAIkOQeyw8lFenOHijQWkUTrDvrF4ALqylP2C/KCkeS9dpUM3KvYRQhna5vt7IL95+ZQ9w==",
+      "license": "MIT",
+      "peerDependencies": {
+        "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/zod": {
+      "version": "4.3.6",
+      "resolved": "https://registry.npmjs.org/zod/-/zod-4.3.6.tgz",
+      "integrity": "sha512-rftlrkhHZOcjDwkGlnUtZZkvaPHCsDATp4pGpuOOMDaTdDDXF91wuVDJoWoPsKX/3YPQ5fHuF3STjcYyKr+Qhg==",
+      "license": "MIT",
+      "peer": true,
+      "funding": {
+        "url": "https://github.com/sponsors/colinhacks"
+      }
+    }
+  }
+}
diff --git a/examples/with-vercel-ai-sdk/package.json b/examples/with-vercel-ai-sdk/package.json
new file mode 100644
index 0000000..90180cd
--- /dev/null
+++ b/examples/with-vercel-ai-sdk/package.json
@@ -0,0 +1,25 @@
+{
+  "name": "with-vercel-ai-sdk",
+  "private": true,
+  "scripts": {
+    "predev": "cd ../.. && npm run build",
+    "dev": "next dev",
+    "build": "next build",
+    "start": "next start"
+  },
+  "dependencies": {
+    "@ai-sdk/openai-compatible": "^2.0.41",
+    "@ai-sdk/react": "^3.0.0",
+    "@jackchen_me/open-multi-agent": "file:../../",
+    "ai": "^6.0.0",
+    "next": "^16.0.0",
+    "react": "^19.0.0",
+    "react-dom": "^19.0.0"
+  },
+  "devDependencies": {
+    "@types/node": "^22.0.0",
+    "@types/react": "^19.0.0",
+    "@types/react-dom": "^19.0.0",
+    "typescript": "^5.6.0"
+  }
+}
diff --git a/examples/with-vercel-ai-sdk/tsconfig.json b/examples/with-vercel-ai-sdk/tsconfig.json
new file mode 100644
index 0000000..4a0480c
--- /dev/null
+++ b/examples/with-vercel-ai-sdk/tsconfig.json
@@ -0,0 +1,41 @@
+{
+  "compilerOptions": {
+    "target": "ES2022",
+    "lib": [
+      "dom",
+      "dom.iterable",
+      "ES2022"
+    ],
+    "allowJs": true,
+    "skipLibCheck": true,
+    "strict": true,
+    "noEmit": true,
+    "esModuleInterop": true,
+    "module": "ESNext",
+    "moduleResolution": "bundler",
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "jsx": "react-jsx",
+    "incremental": true,
+    "plugins": [
+      {
+        "name": "next"
+      }
+    ],
+    "paths": {
+      "@/*": [
+        "./*"
+      ]
+    }
+  },
+  "include": [
+    "next-env.d.ts",
+    "**/*.ts",
+    "**/*.tsx",
+    ".next/types/**/*.ts",
+    ".next/dev/types/**/*.ts"
+  ],
+  "exclude": [
+    "node_modules"
+  ]
+}
diff --git a/src/agent/runner.ts b/src/agent/runner.ts
index d1a1ebb..df1cbc0 100644
--- a/src/agent/runner.ts
+++ b/src/agent/runner.ts
@@ -448,8 +448,10 @@ export class AgentRunner {
     }
 
     // 3. Apply denylist filter if set
-    if (this.options.disallowedTools) {
-      const denied = new Set(this.options.disallowedTools)
+    const denied = this.options.disallowedTools
+      ? new Set(this.options.disallowedTools)
+      : undefined
+    if (denied) {
       filteredTools = filteredTools.filter(t => !denied.has(t.name))
     }
 
@@ -457,8 +459,11 @@ export class AgentRunner {
     const frameworkDenied = new Set(AGENT_FRAMEWORK_DISALLOWED)
     filteredTools = filteredTools.filter(t => !frameworkDenied.has(t.name))
 
-    // Runtime-added custom tools stay available regardless of filtering rules.
-    return [...filteredTools, ...runtimeCustomTools]
+    // Runtime-added custom tools bypass preset / allowlist but respect denylist.
+    const finalRuntime = denied
+      ? runtimeCustomTools.filter(t => !denied.has(t.name))
+      : runtimeCustomTools
+    return [...filteredTools, ...finalRuntime]
   }
 
   // -------------------------------------------------------------------------
diff --git a/src/cli/oma.ts b/src/cli/oma.ts
index d56304a..859d9d5 100644
--- a/src/cli/oma.ts
+++ b/src/cli/oma.ts
@@ -50,6 +50,8 @@ const PROVIDER_REFERENCE: ReadonlyArray<{
   { id: 'openai', apiKeyEnv: ['OPENAI_API_KEY'], baseUrlSupported: true, notes: 'Set baseURL for Ollama / vLLM / LM Studio; apiKey may be a placeholder.' },
   { id: 'gemini', apiKeyEnv: ['GEMINI_API_KEY', 'GOOGLE_API_KEY'], baseUrlSupported: false },
   { id: 'grok', apiKeyEnv: ['XAI_API_KEY'], baseUrlSupported: true },
+  { id: 'minimax', apiKeyEnv: ['MINIMAX_API_KEY'], baseUrlSupported: true, notes: 'Global endpoint: https://api.minimax.io/v1 (default). China endpoint: https://api.minimaxi.com/v1. Set MINIMAX_BASE_URL to choose, or pass baseURL in agent config.' },
+  { id: 'deepseek', apiKeyEnv: ['DEEPSEEK_API_KEY'], baseUrlSupported: true, notes: 'OpenAI-compatible endpoint at https://api.deepseek.com/v1. Models: deepseek-chat (V3), deepseek-reasoner (thinking).' },
   {
     id: 'copilot',
     apiKeyEnv: ['GITHUB_COPILOT_TOKEN', 'GITHUB_TOKEN'],
@@ -259,6 +261,8 @@ const DEFAULT_MODEL_HINT: Record<SupportedProvider, string> = {
   gemini: 'gemini-2.0-flash',
   grok: 'grok-2-latest',
   copilot: 'gpt-4o',
+  minimax: 'MiniMax-M2.7',
+  deepseek: 'deepseek-chat',
 }
 
 async function cmdProvider(sub: string | undefined, arg: string | undefined, pretty: boolean): Promise<number> {
diff --git a/src/llm/adapter.ts b/src/llm/adapter.ts
index dc4fe82..75426ef 100644
--- a/src/llm/adapter.ts
+++ b/src/llm/adapter.ts
@@ -38,7 +38,7 @@ import type { LLMAdapter } from '../types.js'
  * Additional providers can be integrated by implementing {@link LLMAdapter}
  * directly and bypassing this factory.
  */
-export type SupportedProvider = 'anthropic' | 'copilot' | 'grok' | 'openai' | 'gemini'
+export type SupportedProvider = 'anthropic' | 'copilot' | 'deepseek' | 'grok' | 'minimax' | 'openai' | 'gemini'
 
 /**
  * Instantiate the appropriate {@link LLMAdapter} for the given provider.
@@ -49,6 +49,8 @@ export type SupportedProvider = 'anthropic' | 'copilot' | 'grok' | 'openai' | 'g
  * - `openai`    → `OPENAI_API_KEY`
  * - `gemini`    → `GEMINI_API_KEY` / `GOOGLE_API_KEY`
  * - `grok`      → `XAI_API_KEY`
+ * - `minimax`   → `MINIMAX_API_KEY`
+ * - `deepseek`  → `DEEPSEEK_API_KEY`
  * - `copilot`   → `GITHUB_COPILOT_TOKEN` / `GITHUB_TOKEN`, or interactive
  *                  OAuth2 device flow if neither is set
  *
@@ -89,6 +91,14 @@ export async function createAdapter(
       const { GrokAdapter } = await import('./grok.js')
       return new GrokAdapter(apiKey, baseURL)
     }
+    case 'minimax': {
+      const { MiniMaxAdapter } = await import('./minimax.js')
+      return new MiniMaxAdapter(apiKey, baseURL)
+    }
+    case 'deepseek': {
+      const { DeepSeekAdapter } = await import('./deepseek.js')
+      return new DeepSeekAdapter(apiKey, baseURL)
+    }
     default: {
       // The `never` cast here makes TypeScript enforce exhaustiveness.
       const _exhaustive: never = provider
diff --git a/src/llm/deepseek.ts b/src/llm/deepseek.ts
new file mode 100644
index 0000000..cb52a24
--- /dev/null
+++ b/src/llm/deepseek.ts
@@ -0,0 +1,29 @@
+/**
+ * @fileoverview DeepSeek adapter.
+ *
+ * Thin wrapper around OpenAIAdapter that hard-codes the official DeepSeek
+ * OpenAI-compatible endpoint and DEEPSEEK_API_KEY environment variable fallback.
+ */
+
+import { OpenAIAdapter } from './openai.js'
+
+/**
+ * LLM adapter for DeepSeek models (deepseek-chat, deepseek-reasoner, and future models).
+ *
+ * Thread-safe. Can be shared across agents.
+ *
+ * Usage:
+ *   provider: 'deepseek'
+ *   model: 'deepseek-chat' (or 'deepseek-reasoner' for the thinking model)
+ */
+export class DeepSeekAdapter extends OpenAIAdapter {
+  readonly name = 'deepseek'
+
+  constructor(apiKey?: string, baseURL?: string) {
+    // Allow override of baseURL (for proxies or future changes) but default to official DeepSeek endpoint.
+    super(
+      apiKey ?? process.env['DEEPSEEK_API_KEY'],
+      baseURL ?? 'https://api.deepseek.com/v1'
+    )
+  }
+}
diff --git a/src/llm/minimax.ts b/src/llm/minimax.ts
new file mode 100644
index 0000000..f912c1c
--- /dev/null
+++ b/src/llm/minimax.ts
@@ -0,0 +1,29 @@
+/**
+ * @fileoverview MiniMax adapter.
+ *
+ * Thin wrapper around OpenAIAdapter that hard-codes the official MiniMax
+ * OpenAI-compatible endpoint and MINIMAX_API_KEY environment variable fallback.
+ */
+
+import { OpenAIAdapter } from './openai.js'
+
+/**
+ * LLM adapter for MiniMax models (MiniMax-M2.7 series and future models).
+ *
+ * Thread-safe. Can be shared across agents.
+ *
+ * Usage:
+ *   provider: 'minimax'
+ *   model: 'MiniMax-M2.7' (or any current MiniMax model name)
+ */
+export class MiniMaxAdapter extends OpenAIAdapter {
+  readonly name = 'minimax'
+
+  constructor(apiKey?: string, baseURL?: string) {
+    // Allow override of baseURL (for proxies or future changes) but default to official MiniMax endpoint.
+    super(
+      apiKey ?? process.env['MINIMAX_API_KEY'],
+      baseURL ?? process.env['MINIMAX_BASE_URL'] ?? 'https://api.minimax.io/v1'
+    )
+  }
+}
diff --git a/src/orchestrator/orchestrator.ts b/src/orchestrator/orchestrator.ts
index 71d9f29..12bcf2e 100644
--- a/src/orchestrator/orchestrator.ts
+++ b/src/orchestrator/orchestrator.ts
@@ -212,6 +212,11 @@ function resolveTokenBudget(primary?: number, fallback?: number): number | undef
 function buildAgent(config: AgentConfig): Agent {
   const registry = new ToolRegistry()
   registerBuiltInTools(registry)
+  if (config.customTools) {
+    for (const tool of config.customTools) {
+      registry.register(tool, { runtimeAdded: true })
+    }
+  }
   const executor = new ToolExecutor(registry, {
     ...(config.maxToolOutputChars !== undefined
       ? { maxToolOutputChars: config.maxToolOutputChars }
diff --git a/src/types.ts b/src/types.ts
index 1ef7e92..2ebed59 100644
--- a/src/types.ts
+++ b/src/types.ts
@@ -229,6 +229,16 @@ export interface AgentConfig {
   /** API key override; falls back to the provider's standard env var. */
   readonly apiKey?: string
   readonly systemPrompt?: string
+  /**
+   * Custom tool definitions to register alongside built-in tools.
+   * Created via `defineTool()`. Custom tools bypass `tools` (allowlist)
+   * and `toolPreset` filtering, but can still be blocked by `disallowedTools`.
+   *
+   * Tool names must not collide with built-in tool names; a duplicate name
+   * will throw at registration time.
+   */
+  // eslint-disable-next-line @typescript-eslint/no-explicit-any
+  readonly customTools?: readonly ToolDefinition<any>[]
   /** Names of tools (from the tool registry) available to this agent. */
   readonly tools?: readonly string[]
   /** Names of tools explicitly disallowed for this agent. */
diff --git a/tests/deepseek-adapter.test.ts b/tests/deepseek-adapter.test.ts
new file mode 100644
index 0000000..2d68427
--- /dev/null
+++ b/tests/deepseek-adapter.test.ts
@@ -0,0 +1,74 @@
+import { describe, it, expect, vi, beforeEach } from 'vitest'
+
+// ---------------------------------------------------------------------------
+// Mock OpenAI constructor (must be hoisted for Vitest)
+// ---------------------------------------------------------------------------
+const OpenAIMock = vi.hoisted(() => vi.fn())
+
+vi.mock('openai', () => ({
+  default: OpenAIMock,
+}))
+
+import { DeepSeekAdapter } from '../src/llm/deepseek.js'
+import { createAdapter } from '../src/llm/adapter.js'
+
+// ---------------------------------------------------------------------------
+// DeepSeekAdapter tests
+// ---------------------------------------------------------------------------
+
+describe('DeepSeekAdapter', () => {
+  beforeEach(() => {
+    OpenAIMock.mockClear()
+  })
+
+  it('has name "deepseek"', () => {
+    const adapter = new DeepSeekAdapter()
+    expect(adapter.name).toBe('deepseek')
+  })
+
+  it('uses DEEPSEEK_API_KEY by default', () => {
+    const original = process.env['DEEPSEEK_API_KEY']
+    process.env['DEEPSEEK_API_KEY'] = 'deepseek-test-key-123'
+
+    try {
+      new DeepSeekAdapter()
+      expect(OpenAIMock).toHaveBeenCalledWith(
+        expect.objectContaining({
+          apiKey: 'deepseek-test-key-123',
+          baseURL: 'https://api.deepseek.com/v1',
+        })
+      )
+    } finally {
+      if (original === undefined) {
+        delete process.env['DEEPSEEK_API_KEY']
+      } else {
+        process.env['DEEPSEEK_API_KEY'] = original
+      }
+    }
+  })
+
+  it('uses official DeepSeek baseURL by default', () => {
+    new DeepSeekAdapter('some-key')
+    expect(OpenAIMock).toHaveBeenCalledWith(
+      expect.objectContaining({
+        apiKey: 'some-key',
+        baseURL: 'https://api.deepseek.com/v1',
+      })
+    )
+  })
+
+  it('allows overriding apiKey and baseURL', () => {
+    new DeepSeekAdapter('custom-key', 'https://custom.endpoint/v1')
+    expect(OpenAIMock).toHaveBeenCalledWith(
+      expect.objectContaining({
+        apiKey: 'custom-key',
+        baseURL: 'https://custom.endpoint/v1',
+      })
+    )
+  })
+
+  it('createAdapter("deepseek") returns DeepSeekAdapter instance', async () => {
+    const adapter = await createAdapter('deepseek')
+    expect(adapter).toBeInstanceOf(DeepSeekAdapter)
+  })
+})
diff --git a/tests/minimax-adapter.test.ts b/tests/minimax-adapter.test.ts
new file mode 100644
index 0000000..3773e1f
--- /dev/null
+++ b/tests/minimax-adapter.test.ts
@@ -0,0 +1,95 @@
+import { describe, it, expect, vi, beforeEach } from 'vitest'
+
+// ---------------------------------------------------------------------------
+// Mock OpenAI constructor (must be hoisted for Vitest)
+// ---------------------------------------------------------------------------
+const OpenAIMock = vi.hoisted(() => vi.fn())
+
+vi.mock('openai', () => ({
+  default: OpenAIMock,
+}))
+
+import { MiniMaxAdapter } from '../src/llm/minimax.js'
+import { createAdapter } from '../src/llm/adapter.js'
+
+// ---------------------------------------------------------------------------
+// MiniMaxAdapter tests
+// ---------------------------------------------------------------------------
+
+describe('MiniMaxAdapter', () => {
+  beforeEach(() => {
+    OpenAIMock.mockClear()
+  })
+
+  it('has name "minimax"', () => {
+    const adapter = new MiniMaxAdapter()
+    expect(adapter.name).toBe('minimax')
+  })
+
+  it('uses MINIMAX_API_KEY by default', () => {
+    const original = process.env['MINIMAX_API_KEY']
+    process.env['MINIMAX_API_KEY'] = 'minimax-test-key-123'
+
+    try {
+      new MiniMaxAdapter()
+      expect(OpenAIMock).toHaveBeenCalledWith(
+        expect.objectContaining({
+          apiKey: 'minimax-test-key-123',
+          baseURL: 'https://api.minimax.io/v1',
+        })
+      )
+    } finally {
+      if (original === undefined) {
+        delete process.env['MINIMAX_API_KEY']
+      } else {
+        process.env['MINIMAX_API_KEY'] = original
+      }
+    }
+  })
+
+  it('uses official MiniMax global baseURL by default', () => {
+    new MiniMaxAdapter('some-key')
+    expect(OpenAIMock).toHaveBeenCalledWith(
+      expect.objectContaining({
+        apiKey: 'some-key',
+        baseURL: 'https://api.minimax.io/v1',
+      })
+    )
+  })
+
+  it('uses MINIMAX_BASE_URL env var when set', () => {
+    const original = process.env['MINIMAX_BASE_URL']
+    process.env['MINIMAX_BASE_URL'] = 'https://api.minimaxi.com/v1'
+
+    try {
+      new MiniMaxAdapter('some-key')
+      expect(OpenAIMock).toHaveBeenCalledWith(
+        expect.objectContaining({
+          apiKey: 'some-key',
+          baseURL: 'https://api.minimaxi.com/v1',
+        })
+      )
+    } finally {
+      if (original === undefined) {
+        delete process.env['MINIMAX_BASE_URL']
+      } else {
+        process.env['MINIMAX_BASE_URL'] = original
+      }
+    }
+  })
+
+  it('allows overriding apiKey and baseURL', () => {
+    new MiniMaxAdapter('custom-key', 'https://custom.endpoint/v1')
+    expect(OpenAIMock).toHaveBeenCalledWith(
+      expect.objectContaining({
+        apiKey: 'custom-key',
+        baseURL: 'https://custom.endpoint/v1',
+      })
+    )
+  })
+
+  it('createAdapter("minimax") returns MiniMaxAdapter instance', async () => {
+    const adapter = await createAdapter('minimax')
+    expect(adapter).toBeInstanceOf(MiniMaxAdapter)
+  })
+})
diff --git a/tests/orchestrator.test.ts b/tests/orchestrator.test.ts
index 5ef0052..0210647 100644
--- a/tests/orchestrator.test.ts
+++ b/tests/orchestrator.test.ts
@@ -155,6 +155,80 @@ describe('OpenMultiAgent', () => {
       expect(oma.getStatus().completedTasks).toBe(1)
     })
 
+    it('registers customTools so they are available to the LLM', async () => {
+      mockAdapterResponses = ['used custom tool']
+
+      const { z } = await import('zod')
+      const { defineTool } = await import('../src/tool/framework.js')
+
+      const myTool = defineTool({
+        name: 'my_custom_tool',
+        description: 'A custom tool for testing',
+        inputSchema: z.object({ query: z.string() }),
+        execute: async ({ query }) => ({ data: query }),
+      })
+
+      const oma = new OpenMultiAgent({ defaultModel: 'mock-model' })
+      await oma.runAgent(
+        { ...agentConfig('solo'), customTools: [myTool] },
+        'Use the custom tool',
+      )
+
+      const toolNames = capturedChatOptions[0]?.tools?.map(t => t.name) ?? []
+      expect(toolNames).toContain('my_custom_tool')
+    })
+
+    it('customTools bypass tools allowlist and toolPreset filtering', async () => {
+      mockAdapterResponses = ['done']
+
+      const { z } = await import('zod')
+      const { defineTool } = await import('../src/tool/framework.js')
+
+      const myTool = defineTool({
+        name: 'my_custom_tool',
+        description: 'A custom tool for testing',
+        inputSchema: z.object({ query: z.string() }),
+        execute: async ({ query }) => ({ data: query }),
+      })
+
+      const oma = new OpenMultiAgent({ defaultModel: 'mock-model' })
+
+      // toolPreset 'readonly' only allows file_read, grep, glob — custom tool should still appear
+      await oma.runAgent(
+        { ...agentConfig('solo'), customTools: [myTool], toolPreset: 'readonly' },
+        'test',
+      )
+
+      const toolNames = capturedChatOptions[0]?.tools?.map(t => t.name) ?? []
+      expect(toolNames).toContain('my_custom_tool')
+      // built-in tools outside the preset should be filtered
+      expect(toolNames).not.toContain('bash')
+    })
+
+    it('customTools can be blocked by disallowedTools', async () => {
+      mockAdapterResponses = ['done']
+
+      const { z } = await import('zod')
+      const { defineTool } = await import('../src/tool/framework.js')
+
+      const myTool = defineTool({
+        name: 'my_custom_tool',
+        description: 'A custom tool for testing',
+        inputSchema: z.object({ query: z.string() }),
+        execute: async ({ query }) => ({ data: query }),
+      })
+
+      const oma = new OpenMultiAgent({ defaultModel: 'mock-model' })
+
+      await oma.runAgent(
+        { ...agentConfig('solo'), customTools: [myTool], disallowedTools: ['my_custom_tool'] },
+        'test',
+      )
+
+      const toolNames = capturedChatOptions[0]?.tools?.map(t => t.name) ?? []
+      expect(toolNames).not.toContain('my_custom_tool')
+    })
+
     it('fires onProgress events', async () => {
       mockAdapterResponses = ['done']
 
diff --git a/tests/tool-filtering.test.ts b/tests/tool-filtering.test.ts
index f42b8e1..418e702 100644
--- a/tests/tool-filtering.test.ts
+++ b/tests/tool-filtering.test.ts
@@ -216,8 +216,8 @@ describe('Tool filtering', () => {
       const tools = (runner as any).resolveTools() as LLMToolDef[]
       const toolNames = tools.map((t: LLMToolDef) => t.name).sort()
 
+      // custom_tool is runtime-added but disallowedTools still blocks it
       expect(toolNames).toEqual([
-        'custom_tool',
         'file_edit',
         'file_read',
         'file_write',
@@ -286,7 +286,7 @@ describe('Tool filtering', () => {
       expect(toolNames).toEqual(['custom_tool'])
     })
 
-    it('runtime-added tools bypass filtering regardless of tool name', () => {
+    it('runtime-added tools are blocked by disallowedTools', () => {
       const runtimeBuiltinNamedRegistry = new ToolRegistry()
       runtimeBuiltinNamedRegistry.register(defineTool({
         name: 'file_read',
@@ -306,7 +306,7 @@ describe('Tool filtering', () => {
       )
 
       const tools = (runtimeBuiltinNamedRunner as any).resolveTools() as LLMToolDef[]
-      expect(tools.map(t => t.name)).toEqual(['file_read'])
+      expect(tools.map(t => t.name)).toEqual([])
     })
   })