A
license-
qualityD
maintenanceMCP server that provides tools to query 17+ astronomical databases (e.g., SIMBAD, VizieR, Gaia) via HTTP/TAP APIs, enabling AI applications to access astronomical data through natural language.
22
2
BSD 3-Clause
Simbad
Server Details
CDS SIMBAD — astronomical object database (~14M objects) via TAP/script
- Status
- Unhealthy
- Last Tested
- Transport
- Streamable HTTP
- URL
- Repository
- pipeworx-io/mcp-simbad
- GitHub Stars
- 0
- Server Listing
- mcp-simbad
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Tool Definition Quality
A3.5/5.0
Tool DescriptionsA
Average 4.3/5 across 23 of 23 tools scored. Lowest: 2.7/5.
Server CoherenceB
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.
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{
"$schema": "https://glama.ai/mcp/schemas/connector.json",
"maintainers": [{ "email": "your-email@example.com" }]
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The connector status is unhealthy when Glama is unable to successfully connect to the server. This can happen for several reasons:
The server is experiencing an outage
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