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Sugra-Systems

Sugra API MCP

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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

A4.3/5.0

Scored across 8 tools

Disambiguation4/5

Most tools have clearly distinct purposes: entity screening, identifier lookup, catalog search/describe/call, and listing. Some ambiguity exists between sugra_entity_screen and sugra_entity_lookup (both produce screening signals) and between fetch_data and the search_endpoints/call_endpoint workflow, but descriptions make the intended use clear.

Naming Consistency4/5

The catalog tools consistently use verb_noun names like search_endpoints, describe_endpoint, call_endpoint, list_toolsets, and list_sources. The two entity tools use a different pattern with the sugra_entity_ prefix, creating a minor but noticeable inconsistency.

Tool Count5/5

Eight tools is well-scoped for a server that combines two specialized entity operations with a general endpoint-catalog workflow. Each tool earns its place, and the count avoids both sprawl and thinness.

Completeness5/5

The tool set covers the full loop for entity screening and identifier-based KYB lookup, plus discovery and execution of catalog endpoints via search, describe, and call. The one-step fetch_data and structured error handling prevent dead ends.

Maintenance

ActivityActive
ResponsivenessWithin a week

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