Open-source framework for integrating local LLMs with Model Context Protocol
SandboxMCP exhibits severe definition quality gaps across all four tools. Tool names lack action verbs (e.g., 'file-system' and 'process' are nouns, not verb_noun patterns). Descriptions are present but generic and lack LLM-optimization guidance. Critical issue: input schemas are inferred from code snippets rather than explicitly visible in tool registration. The 'file-system' tool accepts 'operation' as a free-form string instead of an enum, inviting hallucinated values. The 'process' tool exposes shell command execution with no input validation, sanitization, or error recovery guidance. No output schemas are documented. Error handling is absent, no guidance on retryability, user-fixable vs. fatal errors, or recovery paths.
File system operations tool for reading and managing files
Get current weather information for a location
Health check endpoint for server status monitoring
Process execution tool for running shell commands
Tool names violate verb_noun convention. 'file-system' and 'process' are nouns; should be 'read_file', 'write_file', 'list_directory', 'execute_command'. LLMs cannot infer intent from noun-only names.
Input schemas are inferred from code snippets, not explicitly visible in tool registration. Cannot verify actual JSON Schema structure, types, or constraints.
'file-system' tool accepts 'operation' as free-form string (list, read, write, delete) instead of enum. LLMs will hallucinate invalid operations. No validation or error guidance provided.
'process' tool exposes arbitrary shell command execution with no input sanitization, no timeout, no rate limiting. Extreme security risk: LLMs can be tricked into command injection. No error recovery guidance.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | F | 37 | 2026-07-28+ | v2 |
No output schemas documented for any tool. LLMs cannot plan downstream calls or extract required fields. 'health_check' description is 30 chars (below 20-char floor); description score must be 0-20.