Mencoro MCP server
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LLM Pulse MCP Serverofficial
AlicenseAqualityCmaintenanceMonitors brand mentions, citations, sentiment, competitor share of voice, and GEO performance across AI search engines.11MIT
TDQS
Scored across 61 tools
Despite 61 tools, descriptions are unusually explicit, with many tools cross-referencing their neighbors (e.g. get_mention_mix vs get_sentiment_breakdown vs get_mention_samples, project-level vs per-query time series) to steer selection. A few boundaries remain soft—list_keyword_listings, search_tracked_queries and get_project_rank_tracking_stats all surface overlapping query metrics—but most purposes are clearly distinct.
Nearly all names follow a snake_case verb_noun pattern (get_*, list_*, create_*, update_*, delete_*, restore_*, archive_*, run_*, discover_*). Minor deviations exist where the noun is dropped or a different verb is chosen (search_tracked_queries instead of list_, preview_operation, mencoro_setup), but the convention is broadly predictable.
61 tools is far beyond the 25-tool threshold, and many are narrow single-metric readers (get_share_of_voice_formula, get_metric_glossary, get_cluster_breakdown, etc.) that could be consolidated into fewer parameterized tools. The domain is genuinely broad, but the surface is too heavy for an agent to navigate efficiently.
The surface covers full lifecycles for organizations, projects, competitors, clusters, tracked queries, members and invitations, plus analytics, background jobs, feedback reporting and a confirmation/preview flow. Almost no obvious dead ends remain; archive/restore and pause/resume cover non-destructive alternatives.