A multi-agent framework demonstration featuring agent-to-agent (A2A) communication, agent development kit (ADK) implementations, and various LLM-based agent frameworks (agno, crewAI, langgraph, spring-ai) for cybersecurity and business workflows.
Scoring was not performed
Duplicate tool definitions: 'create_mcp_toolsets' is defined identically twice (tools 1-2), indicating either incomplete enumeration or copy-paste error. Agents will fail to disambiguate.
No explicit MCP server registration visible. Tools are inferred from file references (tool_registry.py, tools.py) but no actual MCP server implementation with proper tool registration is shown. Cannot verify if tools are correctly exposed via MCP transport.
Empty input schema for 'get_all_tools', 'get_usage_stats', 'list_tools'. While these may legitimately accept no parameters, the schemas should be explicitly documented as '{}' with clear output schema definition. Currently, output structure is undocumented.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-22 | F | 23 | 2026-07-28+ | v2 |
| 2026-03-09 | F | 39 | - | v1 |
Descriptions are generic and fail the 10-1024 character baseline. Examples: 'Get a tool by name' (18 chars, too brief), 'Get all registered tools' (26 chars), 'Get usage statistics' (21 chars). These do not provide context for when/why an agent should call them, only what the function does.
Parameter 'tools_cfg' in 'create_mcp_toolsets' has type 'Sequence[str]' but description 'List of MCP tool specifications in format mcp/server:tool' lacks examples, error guidance, and what happens on invalid format. LLM cannot self-correct malformed specs.
Security-sensitive operation 'register_tool' and 'unregister_tool' lack permission checks or audit hints in description. No documentation of which agents/users can invoke these. Destructive operations should declare risk level.
Parameter 'category' in 'register_tool' and 'get_tools_by_category' has no enum or validation. What categories are valid? Default 'general' suggests others exist, but none documented.
Output schemas are completely undocumented. What fields does 'get_tool' return? Is it a single Tool object? What about 'list_tools', is it an array? Pagination? Without documented output, LLMs cannot plan downstream calls.
Source code snippet shows only import and class stub ('from smolagents.tools import Tool'), no actual implementation. Cannot verify error handling, validation, or idempotency of tool operations.
The tool 'get_tools (marketing)' description 'Returns a list of tools available for the marketing posts crew' is domain-specific and underdocumented. No clarity on output format, filtering, or structure.