{"id":"wrale-mcp-server-make","name":"mcp-server-make","af_score":58.0,"security_score":19.2,"reliability_score":31.2,"what_it_does":"An MCP (Model Context Protocol) server that exposes a single tool to run GNU Make targets from a specified Makefile (and optional working directory), capturing output and enabling LLM-assisted understanding/execution of build tasks.","best_when":"When Makefile targets are well-designed (including a help target), relatively safe, and you want an agent to execute them in a controlled, reviewable way.","avoid_when":"When you cannot control or audit what Makefile targets do (e.g., untrusted Makefiles) or when you need strong authentication/authorization at the server boundary.","last_evaluated":"2026-04-04T19:33:40.244285+00:00","has_mcp":true,"has_api":false,"auth_methods":[],"has_free_tier":false,"known_gotchas":["Server does not automatically discover available make targets; agents must use `make help` or otherwise be told the target list per conversation.","Make targets may have side effects; an agent should use an allowlist and review outputs.","Working directory context matters; incorrect `--working-dir` may lead to different behavior or failures."],"error_quality":0.0}