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Jon Saad-FalconandClaude Opus 4.6 9ec402ab4a Enrich agent tool awareness, normalize engine tool_calls, add telemetry and eval config

- Add build_tool_descriptions() shared builder for enriched agent system
  prompts (NativeReAct, NativeOpenHands, RLM, Orchestrator structured mode)
- Normalize tool_calls to flat {id, name, arguments} across CloudEngine
  (OpenAI/Anthropic/Google), LiteLLM, and Ollama
- Add Anthropic tool_use extraction and input_schema conversion
- Add Google function_call extraction
- Make ReAct/OpenHands parsing case-insensitive
- Add telemetry efficiency, GPU monitor, and vLLM metrics modules
- Add TOML-based eval suite config system
- Update documentation and changelog

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

2026-02-25 01:58:18 +00:00

2.8 KiB

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Tools Module

The tools module implements the tool system used by agents for executing actions such as calculations, memory search, file reading, and sub-model queries. Each tool implements the BaseTool ABC and is registered via @ToolRegistry.register("name"). The ToolExecutor dispatches tool calls with JSON argument parsing, latency tracking, and event bus integration.

Abstract Base Class

BaseTool

::: openjarvis.tools._stubs.BaseTool options: show_source: true members_order: source

ToolSpec

::: openjarvis.tools._stubs.ToolSpec options: show_source: true members_order: source

ToolExecutor

::: openjarvis.tools._stubs.ToolExecutor options: show_source: true members_order: source

build_tool_descriptions

::: openjarvis.tools._stubs.build_tool_descriptions options: show_source: true

Built-in Tools

CalculatorTool

::: openjarvis.tools.calculator.CalculatorTool options: show_source: true members_order: source

safe_eval

::: openjarvis.tools.calculator.safe_eval options: show_source: true

ThinkTool

::: openjarvis.tools.think.ThinkTool options: show_source: true members_order: source

RetrievalTool

::: openjarvis.tools.retrieval.RetrievalTool options: show_source: true members_order: source

LLMTool

::: openjarvis.tools.llm_tool.LLMTool options: show_source: true members_order: source

FileReadTool

::: openjarvis.tools.file_read.FileReadTool options: show_source: true members_order: source

Storage Tools

Tools that expose memory storage operations for use by agents via the tool system. These wrap the memory backend methods as BaseTool implementations.

MemoryStoreTool

::: openjarvis.tools.storage_tools.MemoryStoreTool options: show_source: true members_order: source

MemoryRetrieveTool

::: openjarvis.tools.storage_tools.MemoryRetrieveTool options: show_source: true members_order: source

MemorySearchTool

::: openjarvis.tools.storage_tools.MemorySearchTool options: show_source: true members_order: source

MemoryIndexTool

::: openjarvis.tools.storage_tools.MemoryIndexTool options: show_source: true members_order: source

MCP Adapter

Integration with the Model Context Protocol (MCP). The MCP adapter exposes OpenJarvis tools as MCP-compatible resources and allows consuming external MCP tool providers. Supports MCP protocol version 2025-11-25.

MCPToolAdapter

::: openjarvis.tools.mcp_adapter.MCPToolAdapter options: show_source: true members_order: source

MCPToolProvider

::: openjarvis.tools.mcp_adapter.MCPToolProvider options: show_source: true members_order: source

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