// Kailash 110+ nodes by category: AI, API, Code, Data, Database, File, Logic, Monitoring, Admin, Transaction, Transform. Use for node reference, lookup, capability questions.
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| name | nodes-reference |
| description | Kailash node catalog by category — reference for node lookup and capability questions. |
Comprehensive reference for all 110+ workflow nodes in Kailash SDK, organized by category.
| Category | File | Key Nodes |
|---|---|---|
| AI & ML | nodes-ai-reference | LLMNode, AnthropicNode, OpenAINode, VisionNode, AudioNode, EmbeddingNode, OllamaNode |
| API & Integration | nodes-api-reference | HTTPRequestNode, WebhookNode, GraphQLNode |
| Code Execution | nodes-code-reference | PythonCodeNode, JavaScriptNode, BashNode |
| Data Processing | nodes-data-reference | CSVReaderNode, JSONParserNode, DataValidatorNode, FilterNode, MapNode |
| Database | nodes-database-reference | SQLQueryNode, AsyncSQLNode, DatabaseReadNode (+ DataFlow auto-generated) |
| File Operations | nodes-file-reference | FileReaderNode, FileWriterNode, FileWatcherNode, ZipNode |
| Logic & Control | nodes-logic-reference | SwitchNode, IfElseNode, LoopNode, MergeNode, SplitNode, CycleNode |
| Monitoring | nodes-monitoring-reference | LoggerNode, MetricsNode, AlertNode, HealthCheckNode |
| Admin | nodes-admin-reference | ConfigNode, SecretManagerNode, SchedulerNode, CacheNode |
| Transactions | nodes-transaction-reference | TransactionBeginNode, SagaNode, TwoPhaseCommitNode |
| Transform | nodes-transform-reference | MapperNode, AggregatorNode, EnrichNode, NormalizeNode |
| Task | Recommended Node |
|---|---|
| Text generation | LLMNode, OpenAINode, AnthropicNode |
| Vision / Audio | VisionNode, AudioNode |
| Local LLMs | OllamaNode |
| REST APIs | HTTPRequestNode |
| Webhooks / GraphQL | WebhookNode, GraphQLNode |
| Custom Python logic | PythonCodeNode (most flexible) |
| Database CRUD | DataFlow auto-generated nodes (not raw DB nodes) |
| CSV / JSON / XML | CSVReaderNode, JSONParserNode, XMLParserNode |
| File read / write | FileReaderNode, FileWriterNode |
| Conditional routing | SwitchNode, IfElseNode |
| Loops / cycles | LoopNode, CycleNode |
| Logging / metrics | LoggerNode, MetricsNode |
All nodes follow the canonical 4-parameter pattern from /01-core-sdk:
workflow.add_node("PythonCodeNode", "node1", {"code": "result = input_data * 2"})
workflow.add_connection("node1", "result", "node2", "input_data")
| Rule | Why |
|---|---|
| NEVER use raw database nodes | Use DataFlow instead |
| ALWAYS use string-based node IDs | Variables cause issues |
NEVER forget .build() | Required before execution |
pattern-expert - Node pattern recommendationsdataflow-specialist - DataFlow-generated nodes