Server has 14 tools with basic schemas and descriptions, but significant gaps limit production readiness. Most tools have descriptions (10 - 50 chars, below the 50 - 200 char baseline for LLM optimization), and input schemas are present but sparse. Parameters lack type constraints (enums, ranges); error handling is minimal; no tool annotations (readOnlyHint, destructiveHint, idempotentHint). Naming is verb-forward (discover_, get_, create_, enrich_) but some tools conflate multiple concerns (discover_creators_to_file mixes discovery + file I/O). Output schemas are not documented in the source. Security: API keys are injected server-side (good), but no audit logging visible. Composition: tools are reasonably single-purpose, but batch operations (create_batch_enrichment, wait_for_upload) are stdio-only and stateful, breaking the stateless request model.

• Expand all tool descriptions to 50 - 200 characters. Include WHAT the tool does, WHEN to use it, and any prerequisites. E.g., 'Discover creators matching semantic search, hashtags, keywords, and audience filters. Use this to find influencers in a niche before enriching their profiles.'
• Add enum constraints to all platform, sort_by, and mode parameters. Replace free-form strings with explicit allowed values: platform: enum(instagram|youtube|tiktok|twitch|twitter|onlyfans), sort_by: enum(relevancy|engagement_rate|number_of_followers|growth_rate), mode: enum(raw|full).
• Document output schemas for all tools. For discover_creators, specify: returns array of {handle, platform, follower_count, engagement_rate, bio, verified, ...}. For enrich_creator_handle, specify: returns {handle, platform, follower_count, engagement_rate, bio, connected_socials, ...}.
• Add tool annotations: readOnlyHint=true for all read-only tools (discover_creators, find_similar_creators, get_creator_overlap, enrich_creator_handle, enrich_creator_email, get_creator_connected_socials, get_creator_posts, get_post_details, get_upload_url, get_batch_status); destructiveHint=true for write tools (discover_creators_to_file, create_batch_enrichment, download_batch_results).
• Refactor batch operations to be stateless and HTTP-compatible. Replace wait_for_upload (blocking) with a resource URI for uploaded files; replace create_batch_enrichment (stateful menu) with a single tool that accepts mode as a parameter; return job IDs immediately and poll status via get_batch_status.

Inferred effective spec: 2026-07-28+.

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