{"id":"ghuntley-groundhog","name":"groundhog","homepage":"https://ghuntley.com/specs","repo_url":"https://github.com/ghuntley/groundhog","category":"devtools","subcategories":[],"tags":["ai","ai-agent","coding-assistant","education","cli","rust","model-context-protocol"],"what_it_does":"Groundhog is an educational CLI tool (written in Rust) intended to explain code snippets/files and teach how coding agents (e.g., Cursor and others) work under the hood.","use_cases":["Explain code snippets or files to help developers understand behavior and structure","Learning how coding assistants work and how to reason about their operation","Local, offline-style educational usage via a CLI"],"not_for":["Production-grade hosted AI assistance with managed endpoints","Team collaboration features (issue/community support guidance is not provided)","Programmatic integration via HTTP APIs unless additional interfaces exist beyond this README"],"best_when":"You want a local Rust-based educational command that can explain code and support learning of agent workflows.","avoid_when":"You need a network API (REST/GraphQL/gRPC) with documented contracts, authentication, rate limits, and robust error semantics for automated agent integration.","alternatives":["Aider","Cline (Roo/Cline)","Goose","AllHands","Other agent-focused IDE assistant tools"],"af_score":33.2,"security_score":12.5,"reliability_score":22.5,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T13:28:27.655816+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"No authentication mechanism is described; CLI usage suggests local operation without remote auth."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing information is provided; appears to be source-available with installation/build instructions."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":33.2,"security_score":12.5,"reliability_score":22.5,"mcp_server_quality":0.0,"documentation_accuracy":35.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":95.0,"rate_limit_clarity":0.0,"tls_enforcement":0.0,"auth_strength":10.0,"scope_granularity":0.0,"dependency_hygiene":40.0,"secret_handling":20.0,"security_notes":"This evaluation is based on the provided README/repo metadata only. No security controls (TLS, auth, scopes), secret-handling guidance, or dependency/vulnerability statements are included in the provided content. The tool appears to be a local CLI, reducing exposure to network auth risks, but operational security and dependency hygiene cannot be confirmed from the excerpt.","uptime_documented":0.0,"version_stability":40.0,"breaking_changes_history":30.0,"error_recovery":20.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["No REST/MCP/SDK interface is documented here; automation agents may only run the CLI directly.","Installation/usage details are incomplete (installation steps and required flags/options are not specified in the README excerpt).","No rate-limit, auth, request/response schema, or structured error format is documented."]}}