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Scored across 37 tools
Many tools have overlapping purposes. For example, enrich_single can do what specific enrich_* tools do, match_endpoint and dedupe_items both perform fuzzy matching, generate_sepa and download_sepa are near-identical, and pipeline tools duplicate individual enrich operations. This ambiguity increases the risk of agents selecting the wrong tool.
Names follow a standard suffix pattern (_v1_..._post), but prefixes vary inconsistently: some use 'enrich_', others 'parse_', 'extract_', 'generate_', 'download_', and a few have 'endpoint' or 'system' inserted. While the overall structure is recognizable, the inconsistency in action verbs and qualifiers makes it less predictable than it could be.
With 37 tools, the count is too high for the server's scope. Many tools could be consolidated (e.g., all enrich_* into one parameterized tool, SEPA generation and download into one). This adds unnecessary complexity and cognitive load, making the toolset feel bloated rather than well-scoped.
The server covers many data enrichment and parsing tasks, but several practical gaps remain. Notably, create_batch_task returns a task_id with no polling/status tool to retrieve results, and there is no generic CSV parser or credit balance checker. These missing operations will hinder agent workflows that require batch processing or account monitoring.
