Althing provides 12 tools with basic naming (verb_noun pattern) and descriptions, but critical gaps undermine quality. All tools have descriptions (10-50 chars, below the 50-200 char baseline for LLM optimization), and input schemas are present but minimal. Parameters lack type definitions in most cases, schemas show only 'type' and 'description' without proper JSON Schema structure (no minLength, maxLength, enum, pattern, or format constraints). Output schemas are entirely undocumented. Error handling is absent, no guidance on retryability, user-fixable vs fatal errors, or recovery paths. Tool composition is reasonable (single responsibility), but parameter descriptions are generic ('List of persona definitions or persona pack ID' does not explain format, constraints, or when to use which). No tool annotations (readOnlyHint/destructiveHint) despite clear risk levels (WRITE vs READ_ONLY marked in metadata but not in schema). STDIO transport caps protocol readiness at 50.

• Document output schemas for all tools. Example: run_panel should return {results: [{persona_id, persona_name, responses: [{question, answer}]}], panel_id, created_at}. This enables LLMs to chain calls and extract required fields.
• Add parameter constraints: personas array should specify min/max length, item format (object with id/name/definition fields?), and examples. Use enum for model parameter if only specific LLM models are supported.
• Expand tool descriptions to 80-150 chars. Include WHEN to use (e.g., 'Use run_panel for multi-question research across personas; use run_quick_poll for single-question validation'). Add dependency hints: 'Call list_persona_packs() first if you don't have persona IDs.'
• Add tool annotations to schema: mark extend_panel and save_* tools with destructiveHint=true; mark all read tools with readOnlyHint=true. This signals safety implications to LLMs without requiring name parsing.
• Add error handling guidance to tool descriptions. Example for extend_panel: 'Returns error if panel_result_id not found, call list_panel_results() to find valid IDs. Retryable on timeout.' This prevents dead-end failures.