coolify-mcp
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TDQS
Scored across 121 tools
Tools are organized by resource type (applications, databases, services, etc.) with distinct actions, but a few names are ambiguous (e.g., coolify_get_logs vs coolify_get_database_logs, coolify_list_deployments vs coolify_list_application_deployments). Descriptions clarify most ambiguity, but an agent might struggle with the sheer volume.
The dominant pattern is coolify_verb_resource, but there are deviations where the resource is omitted (e.g., coolify_get_logs, coolify_create_env, coolify_list_envs, coolify_update_envs_bulk). These are application-scoped but not named as such, creating inconsistency with their database and service counterparts.
121 tools is far beyond the recommended range and into 'extreme mismatch' territory. Even though Coolify is a complex platform, this volume makes the tool surface overwhelming and impractical for an agent to navigate efficiently.
The tool surface provides thorough CRUD/lifecycle coverage across all major resource types (applications, databases, services, servers, projects, environments, private keys, teams, GitHub Apps), including subtleties like scheduled tasks, storage mounts, backups, logs, deployments, and instance settings. No obvious gaps for the domain.