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Simbad

by io.github.pipeworx-io
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Server Details

SIMBAD MCP — CDS astronomical object database.

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Status
Unhealthy
Uptime
0.0% over 59 days
Last Tested
Transport
Streamable HTTP
URL
Repository
pipeworx-io/mcp-simbad
GitHub Stars
0
Server Listing
mcp-simbad

TDQS

A3.5/5.0

Scored across 23 tools

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.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 1 tool update
    • Changedbet_research1 field changed
      • addedInput schema / properties / include_raw
        Added value: +{
+  "description": "Default false. When false (recommended), FRED/FDA/GDELT/Federal-Register evidence is summarized to the few fields agents actually use — keeps responses under ~20KB. Pass true to get full upstream payloads (50KB-500KB) when you need to recompute deltas, cite specific observations, or post-process.",
+  "type": "boolean"
+}
  2. 2 tool updates
    • Changedai_visibility_check4 fields changed
      • addedInput schema / properties / _apiKey
        Added value: +{
+  "description": "Optional Anthropic API key (sk-ant-...) — only needed if \"anthropic\" is in models. Passed straight through to api.anthropic.com.",
+  "type": "string"
+}
      • changedInput schema / properties / context / description
        Previous value: -"Optional: a phrase locating the entity (e.g. \"Boston restaurant\", \"B2B SaaS\", \"Polish painter\"). Helps disambiguate common names."New value: +"Optional: a phrase locating the entity (e.g. \"Boston restaurant\", \"B2B SaaS\"). Helps disambiguate common names."
      • changedInput schema / properties / entity / description
        Previous value: -"The thing to ask about. Brand/business name, product name, person, or topic. E.g. \"Pipeworx\", \"OpenInvoice\", \"Acme Corp pricing\", \"the company behind ChatGPT\"."New value: +"The thing to ask about. Brand/business name, product name, person, or topic. E.g. \"Pipeworx\", \"OpenInvoice\", \"Acme Corp pricing\"."
      • addedInput schema / properties / models
        Added value: +{
+  "description": "Which models to probe. Supported: \"workers-ai\" (free default), \"anthropic\" (requires _apiKey). Omit for just workers-ai.",
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}
    • Addedscan_competitor_ai_presence
  3. 2 tool updates
    • Addedai_visibility_check
    • Addedgenerate_llms_txt
  4. 2 tool updates
    • Addedpipeworx_trending
    • Addedpolymarket_kalshi_spread
  5. 18 tool updates
    • First observedask_pipeworx
    • First observedbet_research
    • First observedcompare_entities
    • First observedcone_search
    • First observeddiscover_tools
    • First observedentity_profile
    • First observedforget
    • First observedobject
    • First observedpipeworx_feedback
    • First observedpolymarket_arbitrage
    • First observedpolymarket_edges
    • First observedrecall
    • First observedrecent_changes
    • First observedremember
    • First observedresolve_entity
    • First observedscript
    • First observedtap
    • First observedvalidate_claim

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