Three tools with basic definitions but significant quality gaps. Tool names lack action verbs (leave_off, pick_up are colloquial; should be save_context, retrieve_context). Descriptions exist but are generic (194-char baseline; these average ~140 chars). Parameter descriptions are present but minimal. No output schemas documented. Error handling returns text but lacks recovery guidance. No tool annotations (readOnlyHint, destructiveHint). Composition is reasonable (three distinct concerns), but naming and schema completeness are weak.

• Rename tools to action-verb form: leave_off → save_context, pick_up → retrieve_context, load_latest_context_item → retrieve_latest_context. This matches verb_noun convention and helps LLMs parse intent from the name.
• Add explicit output schema to all three tools: {type: 'object', properties: {content: {type: 'array'}, success: {type: 'boolean'}}, required: ['content', 'success']}. Document what fields the LLM should expect.
• Add tool annotations: leave_off should have destructiveHint=true (writes to IPFS); pick_up and load_latest_context_item should have readOnlyHint=true. This guides agent planning and safety checks.
• Enhance error messages with recovery guidance. Instead of 'Error: ECONNREFUSED', return 'IPFS node unreachable. Ensure Helia is running and accessible. Retry or check network connectivity.'
• Document the ID format constraint in pick_up description. Currently says '(format: uuid@timestamp)' but does not explain what happens if the format is wrong or the ID is not found. Add: 'If ID not found, returns error. Use load_latest_context_item to retrieve the most recent context without an ID.'

Inferred effective spec: <=2025-11-25.

• Relies on Logging (deprecated) - log to stderr or use OpenTelemetry