Loading ToolBench
Authorization-aware AI chatbot backend with MCP (Model Context Protocol) integration for access control and report management
Server has 7 tools with basic schemas and descriptions, but significant gaps prevent production use. Most tools lack parameter descriptions (e.g., create_user has no descriptions for email, password, role, department, clearance_level fields). Descriptions are present but generic (e.g., 'Health check endpoint', 'Get current authenticated user context'). No output schemas documented. Error handling is minimal, no recovery guidance or actionable error messages. Tool naming is reasonable (verb_noun pattern), but composition issues exist: create_user mixes user creation with Auth0 integration without clear separation. No tool annotations (readOnlyHint, destructiveHint) despite clear risk levels. Pagination support exists (list_reports) but incomplete, no total count or next_cursor documented.
Send a chat prompt and receive a response from the authorization-aware chatbot
Create a new user via Auth0 management API
Delete a report with authorization checks
Get current authenticated user context
Retrieve a specific report by ID with authorization checks
Health check endpoint
List reports accessible to the current user with pagination
create_user input parameters lack descriptions. Schema defines email, password, role, department, clearance_level but provides no guidance on format, constraints, or valid values. LLMs cannot infer whether role is 'admin'|'user'|'viewer' or free-form text.
No output schemas documented for any tool. LLMs cannot plan downstream calls or extract required fields. E.g., create_user returns AdminCreateUserResponse(id=user_id) but response structure is not visible in tool definition.
Tool annotations missing. delete_report is destructive but has no destructiveHint. get_me and list_reports are read-only but lack readOnlyHint. Agents cannot distinguish safe from unsafe operations.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | D | 53 | 2026-07-28+ | v2 |
chat tool description is vague ('Send a chat prompt and receive a response from the authorization-aware chatbot'). No guidance on when to use it vs other tools, what context it requires, or what format responses take.
Error handling provides no recovery guidance. Backend returns generic HTTP exceptions without actionable messages. E.g., 'Auth0 management authorization failed' tells agent nothing about retry eligibility or next steps.