docs(runner): mark legacy runners and add PROGRESS.md

- Add DEPRECATED docstring to all legacy runners in pkg/provider/runners/
- Mark migration target for each runner (local-agent, dify, n8n, coze, dashscope, langflow, tbox)
- Add PROGRESS.md to track agent-runner-pluginization implementation status
- Remove completed PHASE0_INTEGRATION_RECORD.md

docs/agent-runner-pluginization/PHASE0_INTEGRATION_RECORD.md

@@ -1,63 +0,0 @@
-# Agent Runner Pluginization Phase 0 Integration Test Record
-
-## Test Summary
-
-**Status**: PASSED
-
-**Date**: 2026-05-10 10:09
-
-## Test Configuration
-
-- **LangBot Branch**: feat/agent-runner-plugin
-- **SDK Branch**: feat/agent-runner-plugin
-- **Runner Repo**: langbot-agent-runner (new)
-
-## Test Scenario
-
-- **Selected Runner**: `plugin:langbot/local-agent/default`
-- **Input**: `1`
-- **Expected Output**: `[stub] Echo: 1`
-- **Actual Output**: `[stub] Echo: 1`
-
-## Verified Chain
-
-```
-Frontend selects plugin:langbot/local-agent/default
-  -> LangBot pipeline
-  -> AgentRunOrchestrator
-  -> SDK runtime RUN_AGENT
-  -> langbot-agent-runner/local-agent DefaultAgentRunner
-  -> AgentRunResult
-  -> LangBot response
-```
-
-## Key Components Verified
-
-### LangBot Host
-- AgentRunOrchestrator resolves runner ID via ConfigMigration
-- AgentRunContextBuilder builds SDK v1 context
-- AgentResultNormalizer normalizes SDK v1 results
-- ChatMessageHandler delegates to orchestrator (single resp_message_id, streaming pop/append)
-
-### SDK Runtime
-- RUN_AGENT action dispatches to plugin runner
-- AgentRunner component manifest parsing
-- LIST_AGENT_RUNNERS returns runner metadata
-
-### langbot-agent-runner Plugin
-- DefaultAgentRunner stub implementation
-- AgentRunner manifest with protocol_version, capabilities, permissions
-- Echo response validates SDK v1 result format
-
-## Next Steps (Phase 1)
-
-1. Implement real Dify runner (external API runner validation)
-2. Update frontend to save `ai.runner.id` + `ai.runner_config`
-3. Add persistence migration for old config format
-4. Update pipeline templates
-5. Add proxy action secondary permission validation
-
-## Related Documents
-
-- [IMPLEMENTATION_PLAN.md](./IMPLEMENTATION_PLAN.md)
-- [OFFICIAL_RUNNER_PLUGINS.md](./OFFICIAL_RUNNER_PLUGINS.md)

docs/agent-runner-pluginization/PROGRESS.md

@@ -0,0 +1,94 @@
+# Agent Runner 插件化实现进度
+
+本文档跟踪 Agent Runner 插件化的实现状态，便于快速了解当前进度。
+
+## 总体进度
+
+**当前阶段**: Phase 3 进行中
+
+| Phase | 描述 | 状态 |
+|-------|------|------|
+| Phase 0 | PoC 验证 | ✅ 完成 |
+| Phase 1 | 核心架构（Registry、Orchestrator、上下文模型） | ✅ 完成 |
+| Phase 2 | 权限、能力声明、资源注入 | ✅ 完成 |
+| Phase 3 | 内置 runner 迁移到插件 | ✅ 完成（7/7） |
+| Phase 4 | EBA 事件支持 | 🔲 未开始 |
+
+---
+
+## 详细状态
+
+### SDK 侧 (`langbot-plugin-sdk`)
+
+| 组件 | 状态 | 备注 |
+|------|------|------|
+| `AgentRunner` 组件 | ✅ | `api/definition/components/agent_runner/runner.py` |
+| `AgentRunContext` | ✅ | `api/entities/builtin/agent_runner/context.py` |
+| `AgentRunResult` | ✅ | `api/entities/builtin/agent_runner/result.py` |
+| `AgentRunnerCapabilities` | ✅ | `api/entities/builtin/agent_runner/capabilities.py` |
+| `AgentRunnerPermissions` | ✅ | `api/entities/builtin/agent_runner/permissions.py` |
+| EBA 事件模型 (Event/Actor/Subject) | ✅ | `api/entities/builtin/agent_runner/event.py` |
+| `LIST_AGENT_RUNNERS` action | ✅ | `runtime/io/handlers/control.py` |
+| `RUN_AGENT` action | ✅ | `runtime/io/handlers/control.py` |
+| `AgentRunAPIProxy` | ✅ | `api/proxies/agent_run_api.py` |
+
+### LangBot 侧
+
+| 组件 | 状态 | 备注 |
+|------|------|------|
+| `AgentRunnerRegistry` | ✅ | `pkg/agent/runner/registry.py` |
+| `AgentRunOrchestrator` | ✅ | `pkg/agent/runner/orchestrator.py` |
+| `AgentRunnerDescriptor` | ✅ | `pkg/agent/runner/descriptor.py` |
+| `AgentResourceBuilder` | ✅ | `pkg/agent/runner/resource_builder.py` |
+| `AgentRunContextBuilder` | ✅ | `pkg/agent/runner/context_builder.py` |
+| `AgentResultNormalizer` | ✅ | `pkg/agent/runner/result_normalizer.py` |
+| `ConfigMigration` | ✅ | `pkg/agent/runner/config_migration.py` |
+| `ChatMessageHandler` 集成 | ✅ | 使用 orchestrator 替代 wrapper |
+| `PipelineService` 集成 | ✅ | 从 registry 获取 runner metadata |
+| Plugin connector | ✅ | `list_agent_runners()` / `run_agent()` |
+
+### 官方插件
+
+> 插件仓库：`/home/glwuy/langbot-app/langbot-agent-runner/` (monorepo)
+
+| 插件 | 状态 | 备注 |
+|------|------|------|
+| `local-agent` | ✅ 已完成 | 核心功能：模型、工具、知识库、流式、会话 |
+| `dify-agent` | ✅ 已完成 | 支持 chat/agent/workflow 三种应用类型 |
+| `n8n-agent` | ✅ 已完成 | Webhook 调用，支持 basic/jwt/header 认证 |
+| `coze-agent` | ✅ 已完成 | 多模态输入，思维链处理 |
+| `dashscope-agent` | ✅ 已完成 | 阿里云百炼，支持 agent/workflow 两种模式 |
+| `langflow-agent` | ✅ 已完成 | SSE 流式，tweaks 配置支持 |
+| `tbox-agent` | ✅ 已完成 | 蚂蚁百宝箱，多模态输入 |
+
+**注意**: LangBot 内置的旧 runner（`pkg/provider/runners/`）已标记为 legacy，文件顶部添加了 DEPRECATED 注释。
+
+---
+
+## 待办事项
+
+### 高优先级
+
+- [ ] 工具详情 API — local-agent runner 有 TODO 注释
+
+### 低优先级 / 未来
+
+- [ ] EBA 完整集成 — event context 未在 context builder 中填充
+- [ ] 平台 API 动作执行 — `action.requested` 结果类型存在但未执行
+
+---
+
+## 关键决策记录
+
+| 日期 | 决策 |
+|------|------|
+| 2026-05-10 | Phase 0 集成测试通过，SDK v1 协议验证成功 |
+| 2026-05-13 | Phase 3 完成：所有 7 个官方 runner 插件迁移完成 |
+
+---
+
+## 相关文档
+
+- [README.md](./README.md) — 总体设计
+- [OFFICIAL_RUNNER_PLUGINS.md](./OFFICIAL_RUNNER_PLUGINS.md) — 官方插件仓库计划
+- [IMPLEMENTATION_PLAN.md](./IMPLEMENTATION_PLAN.md) — 具体实施细节

src/langbot/pkg/provider/runners/cozeapi.py

@@ -1,3 +1,12 @@
+"""
+Legacy Coze API Runner.
+
+DEPRECATED: This runner has been migrated to the AgentRunner plugin format.
+Use the official `langbot/coze-agent` plugin instead.
+
+Migration target: /home/glwuy/langbot-app/langbot-agent-runner/coze-agent/
+"""
+
 from __future__ import annotations
 
 import typing

src/langbot/pkg/provider/runners/dashscopeapi.py

@@ -1,3 +1,12 @@
+"""
+Legacy DashScope (阿里云百炼) API Runner.
+
+DEPRECATED: This runner has been migrated to the AgentRunner plugin format.
+Use the official `langbot/dashscope-agent` plugin instead.
+
+Migration target: /home/glwuy/langbot-app/langbot-agent-runner/dashscope-agent/
+"""
+
 from __future__ import annotations
 
 import typing

src/langbot/pkg/provider/runners/difysvapi.py

@@ -1,3 +1,12 @@
+"""
+Legacy Dify Service API Runner.
+
+DEPRECATED: This runner has been migrated to the AgentRunner plugin format.
+Use the official `langbot/dify-agent` plugin instead.
+
+Migration target: /home/glwuy/langbot-app/langbot-agent-runner/dify-agent/
+"""
+
 from __future__ import annotations
 
 import typing

src/langbot/pkg/provider/runners/langflowapi.py

@@ -1,3 +1,12 @@
+"""
+Legacy Langflow API Runner.
+
+DEPRECATED: This runner has been migrated to the AgentRunner plugin format.
+Use the official `langbot/langflow-agent` plugin instead.
+
+Migration target: /home/glwuy/langbot-app/langbot-agent-runner/langflow-agent/
+"""
+
 from __future__ import annotations
 
 import typing

src/langbot/pkg/provider/runners/localagent.py

@@ -1,3 +1,12 @@
+"""
+Legacy Local Agent Runner.
+
+DEPRECATED: This runner has been migrated to the AgentRunner plugin format.
+Use the official `langbot/local-agent` plugin instead.
+
+Migration target: /home/glwuy/langbot-app/langbot-local-agent/
+"""
+
 from __future__ import annotations
 
 import json

src/langbot/pkg/provider/runners/n8nsvapi.py

@@ -1,3 +1,12 @@
+"""
+Legacy n8n Service API Runner.
+
+DEPRECATED: This runner has been migrated to the AgentRunner plugin format.
+Use the official `langbot/n8n-agent` plugin instead.
+
+Migration target: /home/glwuy/langbot-app/langbot-agent-runner/n8n-agent/
+"""
+
 from __future__ import annotations
 
 import typing

src/langbot/pkg/provider/runners/tboxapi.py

@@ -1,3 +1,12 @@
+"""
+Legacy Tbox (蚂蚁百宝箱) API Runner.
+
+DEPRECATED: This runner has been migrated to the AgentRunner plugin format.
+Use the official `langbot/tbox-agent` plugin instead.
+
+Migration target: /home/glwuy/langbot-app/langbot-agent-runner/tbox-agent/
+"""
+
 from __future__ import annotations
 
 import typing