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@alchemistklk alchemistklk commented Jan 9, 2026

This pull request makes two main improvements: it updates the configuration and usage of S3 input/output buckets throughout the backend, and it enhances the agent skill template to execute tool calls in parallel rather than sequentially. The configuration changes ensure consistency and flexibility for specifying S3 buckets, while the agent update improves performance by running tool calls concurrently.

Configuration and S3 Bucket Handling:

  • Standardized the S3 input bucket configuration by introducing and using lambda.s3.inputBucket throughout the codebase, replacing older references to objectStorage.minio.internal.bucket and hardcoded defaults. This affects both the app configuration (app.config.ts) and all Lambda dispatch logic in drive.service.ts. [1] [2] [3] [4] [5] [6]

Agent Skill Tool Call Execution:

  • Changed the tool node in the agent skill template to execute multiple tool calls in parallel instead of strictly in sequence, improving efficiency and reducing response time for multi-tool scenarios. Enhanced logging provides better visibility into parallel execution and error handling. [1] [2]

Summary by CodeRabbit

  • New Features

    • Tool execution now runs in parallel for significantly improved performance. Multiple tools are processed concurrently instead of sequentially, enabling faster and more efficient operations.
  • Chores

    • Updated S3 bucket configuration handling for Lambda integrations.

✏️ Tip: You can customize this high-level summary in your review settings.

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coderabbitai bot commented Jan 9, 2026

📝 Walkthrough

Walkthrough

Introduces a new lambda.s3.inputBucket configuration property and refactors bucket resolution in drive service to use new lambda.s3 configuration keys. Simultaneously, agent tool execution is switched from sequential to parallel invocation via Promise.all with enhanced error handling and logging.

Changes

Cohort / File(s) Summary
Lambda S3 Configuration
apps/api/src/modules/config/app.config.ts, apps/api/src/modules/drive/drive.service.ts
Added new lambda.s3.inputBucket config property; updated drive service to replace hardcoded bucket defaults with new lambda.s3.inputBucket (input) and lambda.s3.bucket (output) for Lambda job dispatch and monitoring across document ingest, image transform, and render/export paths
Tool Execution Parallelization
packages/skill-template/src/skills/agent.ts
Replaced sequential tool invocation with parallel Promise.all execution; added per-call error handling for missing tool names/tools; included per-call logging and result sorting to preserve LLM context order; maintained Vertex AI signature handling

Sequence Diagram(s)

sequenceDiagram
    participant LLM as LLM/Agent
    participant ToolNode as Tool Node
    participant Tool1 as Tool 1
    participant Tool2 as Tool 2
    participant ToolN as Tool N

    LLM->>ToolNode: invoke with tool_calls array
    
    par Parallel Execution
        ToolNode->>Tool1: execute concurrently
        ToolNode->>Tool2: execute concurrently
        ToolNode->>ToolN: execute concurrently
    end
    
    Tool1-->>ToolNode: result + index
    Tool2-->>ToolNode: result + index
    ToolN-->>ToolNode: result + index (or error)
    
    ToolNode->>ToolNode: sort results by original index
    ToolNode->>ToolNode: construct ToolMessage array
    ToolNode-->>LLM: ordered tool results for context
Loading

Estimated code review effort

🎯 3 (Moderate) | ⏱️ ~20 minutes

Possibly related PRs

Suggested reviewers

  • nettee
  • anthhub

Poem

🐰 Tools now run in parallel haste,
No more waiting, time won't waste!
Buckets mapped with config's care,
Promise.all floats through the air! 🚀

🚥 Pre-merge checks | ✅ 3
✅ Passed checks (3 passed)
Check name Status Explanation
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Title check ✅ Passed The title 'Feat/tools/parallel execute' accurately reflects the main change: implementing parallel tool call execution in the agent skill template, which is the primary objective of this PR.
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.

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Actionable comments posted: 0

🧹 Nitpick comments (1)
packages/skill-template/src/skills/agent.ts (1)

285-287: Minor: Line length exceeds 100 characters.

Line 286 is 113 characters, exceeding the project's 100-character limit. Consider breaking it into multiple lines.

♻️ Suggested formatting
-          this.engine.logger.info(
-            `Executing ${toolCalls.length} tool calls in parallel: [${toolCalls.map((tc) => tc?.name).join(', ')}]`,
-          );
+          const toolNames = toolCalls.map((tc) => tc?.name).join(', ');
+          this.engine.logger.info(
+            `Executing ${toolCalls.length} tool calls in parallel: [${toolNames}]`,
+          );

As per coding guidelines, the maximum line length is 100 characters.

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Review profile: CHILL

Plan: Pro

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Reviewing files that changed from the base of the PR and between a88a95a and 071f7e5.

📒 Files selected for processing (3)
  • apps/api/src/modules/config/app.config.ts
  • apps/api/src/modules/drive/drive.service.ts
  • packages/skill-template/src/skills/agent.ts
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Always check array existence before using array methods in TypeScript/JavaScript
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Always import types explicitly using the import type syntax
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🧠 Learnings (1)
📚 Learning: 2025-12-25T06:26:57.096Z
Learnt from: nettee
Repo: refly-ai/refly PR: 1942
File: packages/skill-template/src/skills/agent.ts:159-169
Timestamp: 2025-12-25T06:26:57.096Z
Learning: In packages/skill-template/src/skills/agent.ts, the supportToolChoice capability check uses `!== false` rather than `=== true` by design to maintain backward compatibility. Models without the supportToolChoice field defined (undefined) should still receive tool_choice: 'auto', and only models explicitly marked as supportToolChoice: false should skip the parameter.

Applied to files:

  • packages/skill-template/src/skills/agent.ts
⏰ Context from checks skipped due to timeout of 90000ms. You can increase the timeout in your CodeRabbit configuration to a maximum of 15 minutes (900000ms). (1)
  • GitHub Check: build / Build
🔇 Additional comments (5)
packages/skill-template/src/skills/agent.ts (2)

273-384: Excellent implementation of parallel tool execution!

The enhanced tool node successfully executes multiple tool calls concurrently while maintaining order and providing comprehensive error handling. Key strengths:

  • Uses Promise.all for concurrent execution (line 353)
  • Preserves original order by tracking indices and sorting results (lines 356-358)
  • Returns structured ToolMessage objects for all cases (success, missing tool, empty name, execution failure)
  • Adds detailed logging for observability

The approach will significantly improve performance when multiple tools are invoked simultaneously.


290-350: Well-structured error handling for parallel execution.

Each tool call scenario is properly handled:

  • Empty tool names → Returns structured error ToolMessage
  • Missing tools → Returns "tool not available" ToolMessage
  • Execution failures → Returns error ToolMessage with details
  • Successful execution → Returns content ToolMessage

The consistent return structure {index, message} enables proper ordering after parallel execution completes.

apps/api/src/modules/config/app.config.ts (1)

306-307: LGTM! Clean configuration addition.

The new lambda.s3.inputBucket property follows the established pattern with a sensible fallback chain (LAMBDA_INPUT_S3_BUCKET → MINIO_INTERNAL_BUCKET → default). This standardizes S3 bucket configuration and aligns with the usage in drive.service.ts.

apps/api/src/modules/drive/drive.service.ts (2)

676-680: LGTM! Consistent use of new S3 bucket configuration.

The change correctly separates input and output bucket configuration using:

  • lambda.s3.inputBucket for source files
  • lambda.s3.bucket for Lambda output

Both properties have defaults defined in app.config.ts, ensuring the values are always available.


1394-1395: Consistent S3 bucket configuration across all Lambda dispatches.

All Lambda dispatch methods (triggerAsyncParse, dispatchLambdaImageTransform, dispatchLambdaDocumentRender, startExportJob) consistently use the new configuration keys for input and output buckets. This standardization improves maintainability and aligns with the configuration changes in app.config.ts.

Also applies to: 2313-2314, 2369-2370, 2477-2478

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