{"id":"jamubc-gemini-mcp-tool","name":"gemini-mcp-tool","homepage":"https://jamubc.github.io/gemini-mcp-tool/","repo_url":"https://github.com/jamubc/gemini-mcp-tool","category":"ai-ml","subcategories":[],"tags":["mcp","model-context-protocol","ai","gemini","cli","code-analysis","file-analysis","typescript"],"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.","use_cases":["Analyze large files or codebases by referencing local paths with @ syntax via the Gemini CLI","Ask Gemini natural-language questions about project files","Summarize directories or specific files using MCP tool calls","Use Gemini CLI sandbox mode to test or run scripts safely (as supported by the underlying Gemini CLI)"],"not_for":["As a standalone web/API service for remote clients (it’s intended as a local MCP server integration)","Handling sensitive data without understanding Gemini CLI/model data handling and local file exposure risks","Production-grade SLAs/uptime guarantees (no evidence of published reliability commitments)"],"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.","alternatives":["Using Gemini CLI directly from your workflow (no MCP layer)","Other MCP servers that integrate with Gemini or other LLM providers","Direct use of a Gemini API/SDK with your own file ingestion pipeline (instead of CLI->MCP)"],"af_score":53.0,"security_score":28.2,"reliability_score":27.5,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T13:21:10.553561+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["None documented at MCP layer; relies on underlying Gemini CLI configuration/credentials"],"oauth":false,"scopes":false,"notes":"README does not specify any MCP auth mechanism. Authentication/authorization (if any) appears to be handled by the Gemini CLI and its local configuration."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Pricing for model usage is not described in the provided README/manifest."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":53.0,"security_score":28.2,"reliability_score":27.5,"mcp_server_quality":78.0,"documentation_accuracy":60.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":85.0,"rate_limit_clarity":10.0,"tls_enforcement":20.0,"auth_strength":20.0,"scope_granularity":25.0,"dependency_hygiene":55.0,"secret_handling":30.0,"security_notes":"MCP auth, transport, and secret handling are not described in the provided materials; it likely runs locally (so TLS isn’t clearly applicable). Main risks are ungoverned tool execution and inadvertent local file exposure via @ references, plus reliance on Gemini CLI configuration/credentials without documented scoping or data-handling guarantees. Dependency list is relatively standard but no CVE/security posture evidence is provided.","uptime_documented":0.0,"version_stability":55.0,"breaking_changes_history":30.0,"error_recovery":25.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_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."]}}