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CDS SIMBAD — astronomical object database (~14M objects) via TAP/script

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Status
Unhealthy
Last Tested
Transport
Streamable HTTP
URL
Repository
pipeworx-io/mcp-simbad
GitHub Stars
0
Server Listing
mcp-simbad

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TDQS

A3.5/5.0
Disambiguation4/5

Most tools have distinct purposes, with detailed descriptions. Minor overlap exists between ai_visibility_check and scan_competitor_ai_presence, and among company-related tools like entity_profile, compare_entities, and recent_changes, but descriptions clarify usage.

Naming Consistency2/5

Tool names use mixed conventions: snake_case (ai_visibility_check, ask_pipeworx), compound words (cone_search, discover_tools), and inconsistent patterns (pipeworx_feedback vs. generate_llms_txt). No consistent verb_noun pattern.

Tool Count3/5

23 tools is high but not extreme. The server aggregates multiple domains (SIMBAD, Pipeworx, Polymarket, memory), making the count borderline. It could benefit from splitting into separate servers for clarity.

Completeness3/5

The tool set covers astronomy, data queries, betting, memory, and AI visibility. However, it lacks update/delete for entities and direct pack-level tools (though discover_tools helps). Completeness varies by subdomain.