A lightweight MCP server implementation with file management and version control tools, featuring FastAPI-based HTTP transport and LLM integration
nano-MCP has basic tool definitions with schemas and descriptions, but significant gaps limit production readiness. All 7 tools have descriptions (10-100 chars) and input schemas via Pydantic models. However, descriptions are generic and lack LLM-optimization guidance. Parameter descriptions are minimal or absent. Output schemas are not documented, tools return unstructured text wrapped in {'type':'text','text':...} without field definitions. Error handling returns raw error messages as text rather than structured recovery guidance. No tool annotations (readOnlyHint, destructiveHint, idempotentHint) despite clear risk levels (READ_ONLY, WRITE, IRREVERSIBLE). The run_command tool is particularly dangerous, accepts arbitrary shell commands with no validation, sanitization, or confirmation step, violating the confirmation-request pattern for irreversible operations.
Create a new file with the specified content.
Stages all changes in the repository directory (/repo) and commits them with the provided message.
Initializes the repository directory (/repo) as a Git repository if it is not already.
Read the content of a specific file.
Runs an arbitrary shell command within the repository directory (/repo). Use 'async_run=True' for long-running processes or servers.
List the contents (files and directories) of a specified directory.
Update the content of an existing file. Overwrites the file.
run_command accepts arbitrary shell commands with no validation, sanitization, or confirmation. Violates confirmation-request pattern for irreversible operations. LLM can execute destructive commands (rm -rf /, kill processes) without safeguards.
No output schemas documented. All tools return unstructured text in {'type':'text','text':...} format. LLMs cannot parse structured results or chain tool calls. Violates response-shaper pattern.
No tool annotations (readOnlyHint, destructiveHint, idempotentHint) despite clear risk levels. Clients cannot determine which tools are safe to retry or which modify state.
Inferred effective spec: <=2025-11-25.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | D | 51 | <=2025-11-25 | v2 |
Error messages are unstructured text without recovery guidance. 'File not found' tells LLM nothing about next steps. Violates recovery-guide pattern.
Parameter descriptions are minimal or missing. 'path' in show_folder_tree has description 'Directory path to list' but no guidance on format, defaults, or constraints. Violates tool-description pattern.