Ethora MCP Server
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TDQS
Scored across 89 tools
The tool descriptions are detailed, but the set is full of near-duplicate variants distinguished only by auth mode, legacy vs v2, or async vs wait behavior (e.g. ethora-sources-docs-upload vs ethora-sources-docs-upload-v2, ethora-sources-site-crawl-v2 vs ethora-sources-site-crawl-v2-wait, legacy bot tools vs agents tools). An agent would frequently struggle to pick the right variant, especially under time pressure.
Names are readable and consistently ethora-prefixed, but conventions are mixed: noun-verb and verb-noun orders both appear, singular/plural varies (user vs users, agent vs agents), and wait/v2 suffixes are placed inconsistently (ethora-wait-broadcast-job-v2 vs ethora-sources-site-crawl-v2-wait). The pattern is recognizable, but far from uniform.
With 89 tools, this far exceeds the 50+ extreme threshold in the calibration guide. Many tools are variants or wrappers of the same underlying operation, which inflates the surface and creates major selection overhead for agents.
The server covers a broad set of domains—apps, chats, messages, RAG sources, agents, files, users, tokens, and wallets—but lifecycle coverage is uneven. Apps and agents lack delete operations, users only have register/batch-create/login, and wallet support is a single balance-read, leaving notable gaps for full CRUD workflows.