Critical gaps across naming, descriptions, and schemas. Tool names lack consistent verb prefixes (e.g., 'list_matrix' vs 'matrix_list'). Most tools have minimal descriptions (10-30 chars, well below 50-200 char baseline for A+ tools). Input schemas visible for only ~7 of 29 tools; remainder inferred from file paths. No output schemas documented. Error handling absent. Security concerns: tools like 'remove_app' (DESTRUCTIVE) lack confirmation patterns. Composition issues: 'commit_changes' combines multiple concerns (commit + branch + PR). This server reads as an early-stage CLI wrapper with minimal LLM-specific optimization.

• Add explicit input schemas to all 22 tools currently inferred. Include parameter types (string, boolean, enum), descriptions (50+ chars), and constraints (min/max, regex patterns, allowed values).
• Expand tool descriptions to 50-200 characters. Include: WHAT the tool does, WHEN to use it (vs similar tools), and state-change implications (read-only vs write vs destructive). Example: 'Create a new project in an organization. Use this after listing organizations to find the target org_id. Creates a git repository and initializes CI/CD pipelines.'
• Document output schemas for all tools. Specify returned fields, types, and which IDs/references are needed for downstream tool calls. E.g., 'Returns: {project_id, project_name, team_id, created_at}' so agents can chain calls.
• Add confirmation/dry-run patterns to destructive tools (remove_app, rollback, release). Implement dry_run parameter (like release/deploy already have) or require explicit confirmation before executing irreversible operations.
• Split 'commit_changes' into three focused tools: 'commit_changes' (commit only), 'create_branch' (branch only), 'open_pull_request' (PR only). This enables agents to compose workflows without forcing all three steps in one call.