Related Servers

Most tools have distinct purposes, with clear separation between scraping (platform-specific), analysis (profile, sentiment, comparison), and timeline operations (query, search, stats, trends). However, timeline_query and timeline_search could be confused as both search the timeline database, though one is structured and the other semantic.

Tool names follow a consistent snake_case pattern throughout, with clear verb_noun structures (e.g., analyze_profile, scrape_facebook, timeline_query). The naming is predictable and readable, with no mixing of conventions or styles.

14 tools is well-scoped for a social research server covering multiple platforms and analysis types. Each tool earns its place, providing comprehensive coverage without being overwhelming, typical for a domain with diverse data sources and analytical needs.

The toolset offers complete coverage for social research: scraping from major platforms (Facebook, Instagram, etc.), storing data in a timeline database, and providing analysis tools (profile analysis, sentiment, comparison, stats, trends). No obvious gaps exist for the stated purpose, enabling agents to perform end-to-end research workflows.