{"id":"jamubc-gemini-mcp-tool","name":"gemini-mcp-tool","af_score":53.0,"security_score":28.2,"reliability_score":27.5,"what_it_does":"An MCP server that exposes tools/commands to let AI assistants call the Gemini CLI (via an MCP client such as Claude Code/Claude Desktop) for natural-language analysis and file/codebase understanding, including a sandbox mode for safer code execution/testing.","best_when":"You want an agent to do local context-aware code/file analysis by delegating to Gemini CLI through MCP, especially for large inputs that benefit from Gemini’s context window.","avoid_when":"You cannot guarantee what files/paths the agent may reference or you need strict governance over data egress and tool execution; also avoid if you need well-specified auth/rate-limit/error-code contracts at the MCP layer.","last_evaluated":"2026-03-30T13:21:10.553561+00:00","has_mcp":true,"has_api":false,"auth_methods":["None documented at MCP layer; relies on underlying Gemini CLI configuration/credentials"],"has_free_tier":false,"known_gotchas":["The tool appears to delegate to Gemini CLI; failures may originate from Gemini CLI invocation, model errors, or sandbox execution behavior rather than clearly surfaced MCP error codes.","Agent-driven use of @ file/directory references can accidentally include unintended local files if the agent is not constrained.","The README lists slash commands and tools, but does not document the precise MCP schema/tool argument validation, response formats, or error taxonomy."],"error_quality":0.0}