Production-ready MCP server template for OpenAI-compatible backends. Build AI agent tools in minutes.
Server provides 9 tools with schemas and descriptions, but quality is inconsistent. Tool names follow verb_noun convention (good), but descriptions are generic and lack LLM-optimization guidance. Parameter descriptions exist but are minimal (avg ~40 chars vs baseline 72). No output schemas documented. Error handling is basic (generic error messages). Security concerns: execute_code and db_query are high-risk but lack confirmation/dry-run patterns. File operations lack path traversal validation guidance. Web tools lack rate-limit or timeout documentation.
Execute a database query. Supports SQLite, PostgreSQL, and Redis.
Execute code in a sandboxed environment. Supports Python, Node.js, and shell scripts.
Fetch and extract text content from a URL.
Send a prompt to an LLM and get a completion. Works with any OpenAI-compatible API.
Stream a completion from any OpenAI-compatible LLM API. Returns tokens as they arrive.
Read the contents of a file. Returns the full text content.
Search for files matching a glob pattern, or search file contents with regex.
execute_code lacks confirmation/dry-run pattern for irreversible operations. Agents can execute arbitrary code without safeguards.
db_query accepts raw connection strings and SQL as parameters. No input sanitization guidance documented; SQL injection risk.
File operation tools (read_file, write_file, search_files) lack path traversal validation guidance. No mention of sandbox boundaries or allowed directories.
No output schemas documented for any tool. LLMs cannot plan downstream calls or extract structured data reliably.
Inferred effective spec: <=2025-11-25.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | D | 50 | <=2025-11-25 | v2 |
Search the web for information. Returns titles, URLs, and snippets.
Write content to a file. Creates parent directories if needed. Overwrites existing content.
Error messages are generic ('Error: {message}'). No recovery guidance, categorization (retryable/user-fixable/fatal), or actionable next steps.