Lively exposes 8 tools with significant definition gaps. Tool names lack clear action verbs (org_app_tool_call, org_tools, org_tool_upsert use prefixes that obscure intent). Descriptions are present but written in Korean with domain-specific jargon, making them opaque to English-speaking LLMs. Input schemas are partially visible but lack type definitions for many parameters (e.g., org_tool_upsert's 'input_schema' is typed as 'object' with no nested schema). Output schemas are entirely undocumented. Error handling and recovery guidance are absent. Only 2 of 8 tools have descriptions exceeding 50 characters; most are cryptic abbreviations. No parameter descriptions visible in schema definitions.

• Rename tools with clear action verbs: 'org_app_tool_call' → 'execute_app_tool', 'org_app_tools' → 'list_app_tools', 'org_app_tools_set_write' → 'toggle_app_write_tools', 'org_tools' → 'list_org_tools', 'org_tool_upsert' → 'create_or_update_org_tool', 'org_http_tool_presets' → 'list_http_tool_presets', 'org_http_tool_preset_apply' → 'apply_http_tool_preset'.
• Translate all descriptions to English and remove domain jargon. Rewrite as: 'Execute a tool on behalf of an app principal (host-mediated). Caller must have a grant for this app, and the tool must be in the grant allowlist. Scoped to appUser (member ∩ grant). REST only.'
• Add parameter descriptions to org_tool_upsert schema. Each of the 20+ parameters needs a 1-2 sentence explanation of what it controls, valid values, and constraints (e.g., 'name: Tool name, lowercase alphanumeric/_/- 1 - 64 chars, must start with lowercase letter or digit. For kind=builtin, must match a builtin tool name.').
• Document output schemas for all tools. For org_app_tools, specify: returns array of {name, description, level, risk}. For org_tool_upsert, specify: returns {id, name, kind, enabled, created_at, updated_at}.
• Add error handling guidance. For each tool, document: (1) what errors can occur (e.g., 'permission denied', 'tool not found'), (2) whether they are retryable, (3) what the LLM should do next (e.g., 'Try list_org_tools() to find valid tool names').