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vantagemcp

vantage-mcp

by vantagemcp
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Python
Hybrid

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Deploy Server
One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

TDQS

A4.9/5.0

Scored across 9 tools

Disambiguation5/5

Each tool targets a clearly distinct step in the citation-audit workflow: single vs batch structure analysis, domain coverage, gap analysis, leaders, cited questions, trends, history, and quota. Near-overlaps like structure vs gap or coverage vs leaders are explicitly cross-referenced in the descriptions, so an agent can reliably disambiguate them.

Naming Consistency5/5

All tool names follow a consistent snake_case verb_noun pattern using the verbs analyze, check, find, and get. The only variation is the systematic _batch suffix, which clearly marks the batching variant of analyze_citation_structure.

Tool Count5/5

Nine tools is well within the well-scoped range for this server's purpose. Each tool earns its place, including the two zero-cost meta tools (get_usage and get_check_history) that support the metered workflow without adding noise.

Completeness5/5

The tool surface covers the full read-only citation-audit lifecycle: discovery (find_citation_leaders, find_cited_questions), coverage (check_prompt_coverage), structure (analyze_citation_structure/batch), gap analysis (analyze_citation_gap), trend tracking (analyze_citation_trend), history (get_check_history), and quota management (get_usage). There are no obvious dead ends in the intended workflow.

Maintenance

ActivityActive
ResponsivenessNo issues

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