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公明
2026-07-06 11:47:09 +08:00
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+163 -13
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@@ -27,9 +27,10 @@
| 选中元素 | 单击节点或连线,右侧显示 **节点属性** |
| 删除选中 | 点击 **删除选中** 删除当前节点或连线 |
| 自动布局 | 点击 **自动布局** 整理节点位置 |
| 试运行 | 点击 **试运行** 使用安全 dry-run 验证数据流;工具、Agent、审批不会真实执行 |
| 删除流程 | 点击 **删除** 删除整个流程定义 |
**建议** 每个流程至少包含 **1 个开始节点****1 个输出节点**;开始节点不有入边,输出节点不有出边。
**硬性规则** 每个流程至少包含 **1 个开始节点****1 个输出节点**;开始节点不有入边,输出 / 结束节点不有出边。保存时前端和后端都会执行严格校验。
---
@@ -45,6 +46,7 @@
| `lastOutput` | `{{previous.xxx}}` | **上一个刚执行完** 的节点的输出 |
| `outputs` | `{{outputs.xxx}}` | 全局 **命名变量池**(由节点的「输出变量名」写入) |
| `nodeOutputs` | `{{节点ID.xxx}}` | 指定节点 ID 的完整输出对象 |
| `metrics` | 运行详情中查看 | 节点耗时、工具调用数、可收集到的 token / cost 等指标 |
### 3.1 `previous` 是什么?
@@ -69,6 +71,15 @@ Agent B 的 `{{previous.output}}` = Agent A 的输出。
Agent B 的 `{{previous.output}}` = **条件节点** 的输出(`true` / `false`),**不是** Agent A 的结果。
如果一个节点有 **多个上游节点** 同时连入,`previous` 会先按该节点的 **汇聚策略** 生成:
| 汇聚策略 | 含义 | 适合场景 |
|----------|------|----------|
| `all_merge` | 合并所有上游输出,`previous.output` 为数组 | 默认推荐,综合多路结果 |
| `last_by_canvas` | 按画布顺序取最后一个上游输出 | 明确只采用一路结果 |
| `first_non_empty` | 取第一个非空输出 | 多路兜底 |
| `fail_fast` | 任一上游失败则中止当前节点 | 关键链路、审批前置、安全检查 |
### 3.2 `outputs` 是什么?
`outputs` 是引擎在运行过程中维护的 **命名变量注册表**
@@ -135,21 +146,55 @@ outputs["你填的变量名"] = 节点输出内容
| `{{previous.matched}}` | 上一条件节点的匹配结果(`true` / `false` |
| `{{outputs.变量名}}` | 某节点注册过的命名输出 |
| `{{节点ID.output}}` | 指定节点 ID 的 `output` 字段 |
| `{{previous.kind}}` | 上一节点输出类型,如 `agent` / `tool` / `condition` |
| `{{previous.status}}` | 上一节点状态,如 `completed` / `failed` / `simulated` |
节点输出会保留兼容字段(如 `output``matched`),同时带有结构化字段:
```json
{
"kind": "agent",
"node_id": "node-2",
"node_type": "agent",
"status": "completed",
"output": "..."
}
```
### 4.3 条件表达式
条件节点和连线条件支持简单比较:
条件节点和连线条件支持比较、文本匹配、正则、逻辑组合与安全 JSONPath/JQ 路径读取
```text
{{outputs.agent_result1}} != ""
{{previous.output}} == "ok"
{{outputs.count}} == "100"
{{outputs.count}} >= 100
{{previous.output}} contains "success"
{{previous.output}} matches "^ok"
{{outputs.risk_score}} >= 8 && {{previous.output}} != ""
jsonpath({{previous.output}}, "$.status") == "ok"
jq({{outputs.scan}}, ".severity") == "high"
```
规则:
- 使用 `==``!=` 做字符串比较(两侧会自动去掉首尾空格和引号)
- 支持 `==``!=``>``>=``<``<=`
- 支持 `contains` 子串匹配与 `matches` 正则匹配
- 支持简单 `&&` / `||`
- 支持 `jsonpath(value, "$.path")``jq(value, ".path")` 的**安全路径子集**,仅做字段读取,不执行任意脚本
- 比较两侧会自动去掉首尾空格和引号
- 无比较符时,非空且不为 `false` / `0` / `null` 视为真
- 保存时会静态校验表达式格式、JSONPath/JQ 路径和正则语法
### 4.4 嵌套字段绑定
节点的字段绑定除 `output``message` 等普通字段外,也支持 JSONPath/JQ 风格路径:
| 绑定配置 | 含义 |
|----------|------|
| `from=previous, field=$.status` | 从上一节点输出对象读取 `status` |
| `from=outputs, field=$.scan.severity` | 从命名输出中读取嵌套字段 |
| `from=node-1, field=.output.items[0]` | 从指定节点输出读取数组元素 |
---
@@ -175,6 +220,7 @@ outputs["你填的变量名"] = 节点输出内容
| 输入来源 | 上游数据的模板表达式 | `{{previous.output}}` |
| 节点指令 | 本节点要完成的任务描述 | 空 |
| 输出变量名 | 写入 `outputs` 的键名 | `agent_result` |
| 汇聚策略 | 多上游进入本节点时如何生成 `previous` | `all_merge` |
**消息拼装规则:**
@@ -186,6 +232,7 @@ Agent 节点执行后:
- `previous.output` 更新为本节点响应文本
- 若配置了 **输出变量名**,同时写入 `outputs[输出变量名]`
- Agent 子图在 Eino 中拆为 `prepare → execute → finalize`,便于 trace 与后续局部 checkpoint
### 5.3 工具(tool
@@ -196,6 +243,7 @@ Agent 节点执行后:
| MCP 工具 | 工具名称(必填) | — |
| 参数模板 | JSON,支持 `{{...}}` 模板 | `{}` |
| 超时秒数 | 可选 | 空 |
| 汇聚策略 | 多上游进入本节点时如何生成 `previous` | `all_merge` |
示例参数模板:
@@ -212,6 +260,7 @@ Agent 节点执行后:
| 字段 | 说明 | 默认值 |
|------|------|--------|
| 条件表达式 | 支持 `{{...}}``==` / `!=` | `{{previous.output}} != ""` |
| 汇聚策略 | 多上游进入本节点时如何生成 `previous` | `all_merge` |
**分支规则:**
@@ -229,12 +278,21 @@ Agent 节点执行后:
### 5.5 审批(hitl
人工确认检查点(当前为记录模式,自动标记 `approved: true` 并继续)
人工确认检查点。流程运行到该节点前会通过 Eino interrupt/checkpoint 暂停,等待 API 或监控面板审批后恢复
| 字段 | 说明 | 默认值 |
|------|------|--------|
| 审批提示 | 支持模板 | `请审批该步骤是否继续执行` |
| 提示字段绑定 | 留空审批提示时,从绑定字段读取说明 | `previous.output` |
| 审批方 | `human` / `audit_agent` | `human` |
| 汇聚策略 | 多上游进入本节点时如何生成 `previous` | `all_merge` |
HITL 等待信息会记录:
- `checkpointId`
- interrupt `beforeNodes`
- resume target / address / path
- resume payload schema`approved``comment`
### 5.6 输出(output
@@ -244,6 +302,8 @@ Agent 节点执行后:
|------|------|--------|
| 输出变量名 | 必填,最终结果的键名 | `result` |
| 变量来源 | 模板表达式,决定写入的值 | `{{previous.output}}` |
| 固定输出值 | 可选,填写后覆盖变量来源 | 空 |
| 汇聚策略 | 多上游进入本节点时如何生成 `previous` | `all_merge` |
**注意:** 输出节点是流程的「出口」,不应再有出边。
@@ -254,6 +314,7 @@ Agent 节点执行后:
| 字段 | 说明 | 默认值 |
|------|------|--------|
| 结束摘要模板 | 支持 `{{outputs.xxx}}` | `{{outputs.result}}` |
| 汇聚策略 | 多上游进入本节点时如何生成 `previous` | `all_merge` |
---
@@ -353,7 +414,80 @@ workflow_policy: auto
---
## 九、保存前校验规则
## 九、调试、试运行与复盘
### 9.1 安全试运行(dry-run
画布工具栏点击 **试运行**,输入一条测试消息即可模拟执行流程。
dry-run 的安全边界:
- `start` / `condition` / `output` / `end` 会按真实逻辑计算
- `tool` 不会真实调用 MCP,只返回 `[dry-run] tool call skipped`
- `agent` 不会真实调用模型,只返回 `[dry-run] agent execution skipped`
- `hitl` 不会暂停,只模拟通过
相关 API
```http
POST /api/workflows/dry-run
```
请求体:
```json
{
"graph": { "nodes": [], "edges": [], "config": {} },
"inputs": { "message": "ping" }
}
```
响应包含:
- `outputs`
- `nodeOutputs`
- `trace`
- `metrics`
- `replayScript`
### 9.2 运行详情与 replay
运行后可查询完整节点执行轨迹:
```http
GET /api/workflows/runs/{runId}
```
返回 `run``nodeRuns`,每个节点记录包含:
- input 快照
- output 快照
- status / error
- started_at / finished_at
- `duration_ms`
复盘接口:
```http
GET /api/workflows/runs/{runId}/replay
```
该接口只根据已保存的 `nodeRuns` 生成步骤,不会重新执行工具或 Agent。
### 9.3 指标(metrics
工作流会尽量累计:
- `node_count`
- `duration_ms`
- `tool_call_count`
- Agent progress 中可收集到的 `prompt_tokens` / `completion_tokens` / `total_tokens` / `cost`
token 与成本是否存在取决于底层模型/Agent 事件是否上报 usage。
---
## 十、保存前校验规则
保存时系统会自动检查:
@@ -363,13 +497,20 @@ workflow_policy: auto
| 必须有输出节点 | 至少 1 个 `output`,且填写输出变量名 |
| 连线合法 | 源/目标节点存在,不能自环 |
| 开始节点无入边 | 开始节点不能被指向 |
| 输出节点无出边 | 输出节点后不应再连线 |
| 工具节点 | 必须选择 MCP 工具 |
| 条件节点 | 必须填写表达式;建议 1~2 条出边(是/否) |
| 输出 / 结束节点无出边 | 输出 / 结束节点后不应再连线 |
| 非开始节点必须有入边 | 避免孤岛节点 |
| 非输出 / 结束节点必须有出边 | 避免执行到死路 |
| 无环路 | Workflow 编排必须是 DAG |
| 可达性 | 所有节点必须能从开始节点到达,并能最终到达 output/end |
| 工具节点 | 必须选择 MCP 工具;参数 JSON 必须合法;超时必须为正整数 |
| Agent 节点 | 必须填写节点指令或输入绑定;必须填写输出变量名 |
| 条件节点 | 必须填写表达式;需要 1~2 条出边;分支必须标记是/否且不能重复 |
| 连线条件 | 表达式、正则、JSONPath/JQ 路径必须通过静态校验 |
| 汇聚策略 | 必须是 `all_merge` / `last_by_canvas` / `first_non_empty` / `fail_fast` |
---
## 十、排错指南
## 十、排错指南
| 现象 | 可能原因 | 处理建议 |
|------|----------|----------|
@@ -379,25 +520,34 @@ workflow_policy: auto
| 流程无最终输出 | 未命中输出节点所在分支 | 检查条件分支连线;确保至少一条路径到达 **输出** 节点 |
| 角色对话未跑流程 | 角色未绑定或未启用 | 确认 `workflow_id``workflow_policy: auto`、流程 `enabled: true` |
| 工具节点失败 | 参数 JSON 不合法或工具未启用 | 检查参数模板;在 MCP 中启用对应工具 |
| 保存失败提示分支非法 | 条件节点出边未标记是/否或重复 | 选中连线,设置条件分支为 `true``false` |
| 多上游结果不符合预期 | 汇聚策略不合适 | 根据场景改为 `all_merge` / `first_non_empty` / `last_by_canvas` / `fail_fast` |
| 嵌套字段取不到 | JSONPath/JQ 路径不符合安全子集 | 使用 `$.a.b[0]``.a.b[0]`,不要用通配符/递归/表达式 |
---
## 十、最佳实践
## 十、最佳实践
1. **命名规范**:为每个需要被引用的节点设置有意义的输出变量名,如 `scan_result``parsed_targets`,避免都叫 `agent_result`
2. **跨节点传参优先用 `outputs`**:只要中间可能插入条件、工具、审批节点,就应用命名变量。
3. **`previous` 仅用于直连**:A → B 且无中间节点时,`{{previous.output}}` 最简洁。
4. **条件判断引用源数据**:判断 Agent 输出时用 `{{outputs.xxx}}`,不要用 `{{previous.output}}`(除非条件紧跟在目标 Agent 之后)。
5. **每条路径都要有出口**:确保「是」「否」分支最终都能到达 **输出** 节点(或你期望的终点)。
6. **保存前跑一遍**:用简单指令(如固定字符串输出)验证数据传递,再替换为真实业务逻辑。
6. **多上游节点显式选择汇聚策略**:综合结果用 `all_merge`,兜底用 `first_non_empty`,关键链路用 `fail_fast`
7. **嵌套 JSON 用 JSONPath/JQ 安全路径**:例如 `jsonpath({{previous.output}}, "$.status") == "ok"`
8. **保存前先 dry-run**:用简单消息验证数据传递和分支,再绑定角色真实执行。
---
## 十、相关代码位置(开发者参考)
## 十、相关代码位置(开发者参考)
| 模块 | 路径 |
|------|------|
| 执行引擎 | `internal/workflow/runner.go` |
| Eino 编译 / checkpoint / HITL | `internal/workflow/eino_compile.go` |
| 图校验 | `internal/workflow/validation.go` |
| 表达式 / JSONPath / 汇聚 | `internal/workflow/expression.go``jsonpath.go``join.go` |
| dry-run / replay 数据 | `internal/workflow/dry_run.go``internal/handler/workflow_run.go` |
| 画布前端 | `web/static/js/workflows.js` |
| 流程 API | `internal/handler/workflow.go` |
| 角色绑定 | `internal/config/config.go``workflow_id` 字段) |
+163 -13
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@@ -27,9 +27,10 @@ Saved workflows can be bound to a role under **Role Management**. When `workflow
| Select | Click a node or edge; properties appear in the right panel |
| Delete selected | Remove the current node or edge |
| Auto layout | Rearrange node positions |
| Dry run | Safely simulate data flow; Tool, Agent, and HITL nodes are not executed for real |
| Delete workflow | Remove the entire workflow definition |
**Requirements:** Every workflow needs at least **one Start node** and **one Output node**. Start nodes must not have incoming edges; Output nodes must not have outgoing edges.
**Hard requirements:** Every workflow needs at least **one Start node** and **one Output node**. Start nodes must not have incoming edges; Output / End nodes must not have outgoing edges. Both frontend and backend run strict validation before save.
---
@@ -45,6 +46,7 @@ During a run, the engine keeps internal state. Template expressions `{{...}}` re
| `lastOutput` | `{{previous.xxx}}` | Output of the **most recently executed** node |
| `outputs` | `{{outputs.xxx}}` | Global **named variable pool** (written by nodes with an output key) |
| `nodeOutputs` | `{{nodeId.xxx}}` | Full output object of a specific node ID |
| `metrics` | available in run details | Node duration, tool call count, and usage/cost metrics when reported |
### 3.1 What is `previous`?
@@ -69,6 +71,15 @@ Start → Agent A → Condition → Agent B
For Agent B, `{{previous.output}}` = the **condition node** output (`true` / `false`), **not** Agent As result.
If a node has **multiple upstream nodes**, `previous` is built by that nodes **join strategy** first:
| Join strategy | Meaning | Use case |
|---------------|---------|----------|
| `all_merge` | Merge all upstream outputs; `previous.output` is an array | Default; aggregate multiple results |
| `last_by_canvas` | Use the last upstream output by canvas order | Explicitly use one branch |
| `first_non_empty` | Use the first non-empty output | Fallback chains |
| `fail_fast` | Stop the node if any upstream failed | Critical gates, approval prechecks, safety checks |
### 3.2 What is `outputs`?
`outputs` is a **named variable registry** maintained by the engine during execution.
@@ -135,21 +146,55 @@ Allowed characters in paths: letters, digits, underscore, dot, hyphen. Examples:
| `{{previous.matched}}` | Match result of the previous condition node (`true` / `false`) |
| `{{outputs.variable_name}}` | Named output registered by a node |
| `{{nodeId.output}}` | `output` field of the node with that ID |
| `{{previous.kind}}` | Previous node output kind, e.g. `agent` / `tool` / `condition` |
| `{{previous.status}}` | Previous node status, e.g. `completed` / `failed` / `simulated` |
Node outputs keep compatibility fields such as `output` and `matched`, and also include a structured envelope:
```json
{
"kind": "agent",
"node_id": "node-2",
"node_type": "agent",
"status": "completed",
"output": "..."
}
```
### 4.3 Condition expressions
Condition nodes and edge conditions support simple comparisons:
Condition nodes and edge conditions support comparisons, text matching, regex, logical operators, and safe JSONPath/JQ path reads:
```text
{{outputs.agent_result1}} != ""
{{previous.output}} == "ok"
{{outputs.count}} == "100"
{{outputs.count}} >= 100
{{previous.output}} contains "success"
{{previous.output}} matches "^ok"
{{outputs.risk_score}} >= 8 && {{previous.output}} != ""
jsonpath({{previous.output}}, "$.status") == "ok"
jq({{outputs.scan}}, ".severity") == "high"
```
Rules:
- Use `==` or `!=` for string comparison (leading/trailing spaces and quotes are trimmed)
- Operators: `==`, `!=`, `>`, `>=`, `<`, `<=`
- `contains` checks substrings; `matches` checks regular expressions
- Simple `&&` / `||` is supported
- `jsonpath(value, "$.path")` and `jq(value, ".path")` support a **safe path-only subset**; no arbitrary script execution
- Leading/trailing spaces and quotes are trimmed before comparison
- Without a comparator, non-empty values that are not `false`, `0`, or `null` are treated as true
- Expressions, regexes, and JSONPath/JQ paths are statically validated before save
### 4.4 Nested field binding
Field bindings can read ordinary fields such as `output` or `message`, and also JSONPath/JQ-style paths:
| Binding | Meaning |
|---------|---------|
| `from=previous, field=$.status` | Read `status` from previous output |
| `from=outputs, field=$.scan.severity` | Read a nested field from named outputs |
| `from=node-1, field=.output.items[0]` | Read an array element from a specific node output |
---
@@ -175,6 +220,7 @@ Runs an LLM Agent task. Supports multiple modes.
| Input source | Template for upstream data | `{{previous.output}}` |
| Node instruction | Task description for this node | empty |
| Output variable name | Key written into `outputs` | `agent_result` |
| Join strategy | How to build `previous` when multiple upstreams enter this node | `all_merge` |
**Message assembly:**
@@ -186,6 +232,7 @@ After execution:
- `previous.output` becomes this nodes response text
- If **Output variable name** is set, the value is also stored in `outputs[variable_name]`
- In the Eino graph, the Agent node is split into `prepare → execute → finalize` for clearer trace and future checkpointing
### 5.3 Tool
@@ -196,6 +243,7 @@ Calls an enabled MCP tool.
| MCP tool | Tool name (required) | — |
| Argument template | JSON with `{{...}}` templates | `{}` |
| Timeout (seconds) | Optional | empty |
| Join strategy | How to build `previous` when multiple upstreams enter this node | `all_merge` |
Example argument template:
@@ -212,6 +260,7 @@ Evaluates an expression and outputs `matched` (`true` / `false`).
| Field | Description | Default |
|-------|-------------|---------|
| Expression | Supports `{{...}}` and `==` / `!=` | `{{previous.output}} != ""` |
| Join strategy | How to build `previous` when multiple upstreams enter this node | `all_merge` |
**Branching rules:**
@@ -229,12 +278,21 @@ Edge condition examples (select an edge, configure in the right panel):
### 5.5 HITL (human-in-the-loop)
Human approval checkpoint (currently record-only; marks `approved: true` and continues).
Human approval checkpoint. The run pauses before this node through Eino interrupt/checkpoint and resumes after approval via API or the monitor panel.
| Field | Description | Default |
|-------|-------------|---------|
| Prompt | Supports templates | `Please approve before continuing` |
| Prompt binding | If prompt text is empty, read approval text from a bound field | `previous.output` |
| Reviewer | `human` / `audit_agent` | `human` |
| Join strategy | How to build `previous` when multiple upstreams enter this node | `all_merge` |
Pending HITL metadata records:
- `checkpointId`
- interrupt `beforeNodes`
- resume target / address / path
- resume payload schema (`approved`, `comment`)
### 5.6 Output
@@ -244,6 +302,8 @@ Writes the final workflow result into `outputs` for summary and chat display.
|-------|-------------|---------|
| Output variable name | Required key for the final result | `result` |
| Variable source | Template deciding what to write | `{{previous.output}}` |
| Static output value | Optional; overrides variable source when set | empty |
| Join strategy | How to build `previous` when multiple upstreams enter this node | `all_merge` |
**Note:** Output nodes are workflow exits and must not have outgoing edges.
@@ -254,6 +314,7 @@ Optional node for an end summary template (less common in role-bound flows).
| Field | Description | Default |
|-------|-------------|---------|
| Result template | Supports `{{outputs.xxx}}` | `{{outputs.result}}` |
| Join strategy | How to build `previous` when multiple upstreams enter this node | `all_merge` |
---
@@ -353,7 +414,80 @@ If no Output node is reached or no branch matches, `outputs` may be empty and th
---
## 9. Validation before save
## 9. Debugging, dry-run, and replay
### 9.1 Safe dry-run
Click **Dry run** on the canvas toolbar and enter a test message to simulate the workflow.
Dry-run safety rules:
- `start` / `condition` / `output` / `end` use real logic
- `tool` does not call MCP; it returns `[dry-run] tool call skipped`
- `agent` does not call the model; it returns `[dry-run] agent execution skipped`
- `hitl` does not pause; it simulates approval
API:
```http
POST /api/workflows/dry-run
```
Request:
```json
{
"graph": { "nodes": [], "edges": [], "config": {} },
"inputs": { "message": "ping" }
}
```
Response includes:
- `outputs`
- `nodeOutputs`
- `trace`
- `metrics`
- `replayScript`
### 9.2 Run details and replay
Query full node execution traces after a run:
```http
GET /api/workflows/runs/{runId}
```
The response contains `run` and `nodeRuns`. Each node run records:
- input snapshot
- output snapshot
- status / error
- started_at / finished_at
- `duration_ms`
Replay API:
```http
GET /api/workflows/runs/{runId}/replay
```
This generates replay steps from saved `nodeRuns`; it does not re-execute tools or Agents.
### 9.3 Metrics
The workflow accumulates, when available:
- `node_count`
- `duration_ms`
- `tool_call_count`
- Agent progress usage such as `prompt_tokens` / `completion_tokens` / `total_tokens` / `cost`
Token and cost metrics depend on whether the underlying model/Agent events report usage.
---
## 10. Validation before save
On save, the system checks:
@@ -363,13 +497,20 @@ On save, the system checks:
| Output node required | At least one `output` node with an output variable name |
| Valid edges | Source and target exist; no self-loops |
| Start has no incoming edges | Start must not be targeted |
| Output has no outgoing edges | Nothing after Output |
| Tool nodes | MCP tool must be selected |
| Condition nodes | Expression required; ideally 12 outgoing edges (yes/no) |
| Output / End has no outgoing edges | Nothing after Output / End |
| Non-start nodes must have incoming edges | Prevent orphan nodes |
| Non-output/end nodes must have outgoing edges | Prevent dead ends |
| No cycles | Workflow orchestration must be a DAG |
| Reachability | Every node must be reachable from Start and eventually reach output/end |
| Tool nodes | MCP tool required; argument JSON must be valid; timeout must be a positive integer |
| Agent nodes | Must have node instruction or input binding; output variable name required |
| Condition nodes | Expression required; 12 outgoing edges; branches must be yes/no and unique |
| Edge conditions | Expressions, regexes, and JSONPath/JQ paths must pass static validation |
| Join strategy | Must be `all_merge` / `last_by_canvas` / `first_non_empty` / `fail_fast` |
---
## 10. Troubleshooting
## 11. Troubleshooting
| Symptom | Likely cause | Fix |
|---------|--------------|-----|
@@ -379,25 +520,34 @@ On save, the system checks:
| No final output | Output node branch not reached | Verify condition wiring; ensure every path reaches an **Output** node |
| Role chat does not run workflow | Role not bound or disabled | Check `workflow_id`, `workflow_policy: auto`, workflow `enabled: true` |
| Tool node fails | Invalid JSON in arguments or tool disabled | Fix argument template; enable the tool in MCP settings |
| Save fails with invalid branch | Condition outgoing edges are not marked yes/no, or are duplicated | Select the edge and set branch to `true` or `false` |
| Multi-upstream result is unexpected | Join strategy does not match the workflow | Switch between `all_merge`, `first_non_empty`, `last_by_canvas`, and `fail_fast` |
| Nested field is empty | JSONPath/JQ path is outside the safe subset | Use `$.a.b[0]` or `.a.b[0]`; avoid wildcards, recursion, or expressions |
---
## 11. Best practices
## 12. Best practices
1. **Meaningful names**: Use descriptive output variable names (`scan_result`, `parsed_targets`) instead of reusing `agent_result` everywhere.
2. **Prefer `outputs` for cross-node data**: If a condition, tool, or HITL node might sit in between, use named variables.
3. **Use `previous` only for direct links**: `A → B` with nothing in between is the ideal case for `{{previous.output}}`.
4. **Conditions should reference source data**: When testing Agent output, use `{{outputs.xxx}}` unless the condition immediately follows that Agent.
5. **Every path needs an exit**: Ensure both yes and no branches eventually reach an **Output** node (or your intended end).
6. **Validate with a simple run**: Use fixed-string outputs to verify data flow before swapping in real business logic.
6. **Choose join strategy explicitly for multi-upstream nodes**: Use `all_merge` for aggregation, `first_non_empty` for fallback, and `fail_fast` for critical gates.
7. **Use JSONPath/JQ safe paths for nested JSON**: e.g. `jsonpath({{previous.output}}, "$.status") == "ok"`.
8. **Dry-run before real execution**: Validate data flow and branches with a simple message before binding the workflow to a role.
---
## 12. Code references (for developers)
## 13. Code references (for developers)
| Module | Path |
|--------|------|
| Execution engine | `internal/workflow/runner.go` |
| Eino compile / checkpoint / HITL | `internal/workflow/eino_compile.go` |
| Graph validation | `internal/workflow/validation.go` |
| Expressions / JSONPath / joins | `internal/workflow/expression.go`, `jsonpath.go`, `join.go` |
| Dry-run / replay data | `internal/workflow/dry_run.go`, `internal/handler/workflow_run.go` |
| Canvas UI | `web/static/js/workflows.js` |
| Workflow API | `internal/handler/workflow.go` |
| Role binding | `internal/config/config.go` (`workflow_id` field) |