Boolsai Directory

Each tool targets a distinct query or operation, such as filtering by founder vs city vs market, or comparing scans vs sites. Even overlapping functions like bulk_export and bulk_export_url are clearly differentiated by pagination vs streaming. No two tools create ambiguity for an agent.

Tool names follow a fairly consistent snake_case pattern with descriptive nouns and verbs (e.g., brands_by_founder, compare_scans, lookup_id). Minor inconsistencies like 'find_similar_by_stack' vs 'similar_sites' or 'site_dossier' vs 'sites_using_vendor' exist, but overall the pattern is clear and predictable.

With 19 tools, the server offers comprehensive coverage for a directory service without being overwhelming. Each tool serves a specific purpose, and the count is appropriate for the domain of tech stack research and competitive intelligence.

The tool set covers a wide range of use cases: listing brands by various attributes, comparing scans/sites, exporting data, looking up IDs, obtaining dossiers, finding similar stacks, and global stats. A minor gap is the absence of a tool to update or contribute data, but the server appears read-only, which is reasonable for its purpose.