Skip to main content
Glama

Flights

by io.github.pipeworx-io
OverviewDiscussionsAdmin

Server Details

Flights MCP — live aircraft tracking + aircraft/route registry

Glama couldn't complete the latest health check. If this server requires authentication, missing or expired test credentials may be the cause. A test profile lets Glama authenticate for health checks and discover tools; it is separate from your personal connections.

If you are the author, claim ownership, then add or update a test profile under Admin → Test Profile.

Status
Unhealthy
Uptime
42.0% over 41 days
Last Tested
Transport
Streamable HTTP
URL
Repository
pipeworx-io/mcp-flights
GitHub Stars
0
Server Listing
mcp-flights

TDQS

A3.9/5.0

Scored across 36 tools

Disambiguation3/5

Most tools have distinct purposes, but there is real overlap: ask_pipeworx / ask_pipeworx_beta / ask_pipeworx_grounded are three near-identical universal routers (beta explicitly states it currently matches ask_pipeworx exactly), and polymarket_edges vs polymarket_arbitrage both scan markets for opportunities. The descriptions are unusually detailed and provide disambiguation guidance, which rescues several borderline pairs, but the router triad is genuinely confusable.

Naming Consistency3/5

Everything is snake_case, which is consistent, but verb conventions are mixed: get_/list_/scan_/search_/resolve_/validate_/compare_ prefixes coexist with bare nouns (entity_profile, deep_research, polymarket_edges) and adjective prefixes (recent_changes, recent_alerts). The namespace prefixes (pipeworx_, polymarket_, ask_pipeworx_*) are readable and predictable even though the overall pattern is not uniform.

Tool Count2/5

36 tools is heavy, and for a server named 'flights' it is a severe mismatch — only 5 of the tools are aviation-related. The remainder is a general-purpose data gateway (routers, entity resolution, Polymarket, memory, subscriptions, marketing/feedback helpers), so no single coherent scope justifies the count.

Completeness3/5

For the stated 'flights' domain the surface is thin and has gaps: live position/route lookups exist but there is no scheduled timetable, airport metadata, airline lookup, or historical window (historical windows are noted as requiring self-hosting credentials). Judged as a Pipeworx data-gateway set it is fairly complete (discovery, research, comparison, memory, subscriptions, feedback), which lifts it above a failing grade.

Tool Schema Changelog

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

  1. 1 tool update
    • Changedbet_research2 fields changed
      • changedInput schema / examples
        Previous value: -[
-  {
-    "market": "when-will-bitcoin-hit-150k"
-  },
-  {
-    "market": "https://polymarket.com/event/when-will-bitcoin-hit-150k"
-  }
-]New value: +[
+  {
+    "market": "will-kristi-noem-win-the-2028-republican-presidential-nomination"
+  },
+  {
+    "market": "https://polymarket.com/event/will-kristi-noem-win-the-2028-republican-presidential-nomination"
+  }
+]
      • changedInput schema / properties / market / description
        Previous value: -"Polymarket slug (\"when-will-bitcoin-hit-150k\"), full URL (\"https://polymarket.com/event/...\"), or question text (\"Will Bitcoin hit $150k?\"). Dated slugs stop resolving once they settle — Polymarket de-indexes resolved markets — so prefer an undated one."New value: +"Polymarket slug (\"will-kristi-noem-win-the-2028-republican-presidential-nomination\"), full URL (\"https://polymarket.com/event/...\"), or question text (\"Will Bitcoin hit $150k?\"). Dated slugs stop resolving once they settle — Polymarket de-indexes resolved markets — so prefer an undated one."
  2. 2 tool updates
    • Changedbet_research2 fields changed
      • changedInput schema / examples
        Previous value: -[
-  {
-    "market": "will-bitcoin-reach-100k-in-july-2026"
-  },
-  {
-    "market": "https://polymarket.com/event/will-bitcoin-hit-150k-by-june-30-2026"
-  }
-]New value: +[
+  {
+    "market": "when-will-bitcoin-hit-150k"
+  },
+  {
+    "market": "https://polymarket.com/event/when-will-bitcoin-hit-150k"
+  }
+]
      • changedInput schema / properties / market / description
        Previous value: -"Polymarket slug (\"will-bitcoin-hit-150k-by-june-30-2026\"), full URL (\"https://polymarket.com/event/...\"), or question text (\"Will Bitcoin hit $150k by June 30?\")"New value: +"Polymarket slug (\"when-will-bitcoin-hit-150k\"), full URL (\"https://polymarket.com/event/...\"), or question text (\"Will Bitcoin hit $150k?\"). Dated slugs stop resolving once they settle — Polymarket de-indexes resolved markets — so prefer an undated one."
    • Changedpolymarket_kalshi_spread2 fields changed
      • changedInput schema / examples
        Previous value: -[
-  {
-    "topic": "fed"
-  },
-  {
-    "topic": "btc"
-  }
-]New value: +[
+  {
+    "topic": "fed"
+  },
+  {
+    "topic": "btc"
+  },
+  {
+    "topic": "bitcoin"
+  },
+  {
+    "topic": "fed rate decision"
+  }
+]
      • changedInput schema / properties / topic / description
        Previous value: -"Pre-mapped: fed | btc | cpi | gdp | sp500 | recession | next_pope | next_uk_pm | next_israel_pm | 2028_president"New value: +"Subject to compare. Canonical keys: fed | btc | eth | cpi | gdp | sp500 | recession | next_pope | next_uk_pm | next_israel_pm | 2028_president — but aliases and keywords resolve too (\"bitcoin\", \"fed rate decision\", \"ethereum\", \"inflation\", \"s&p 500\", \"us recession\", \"next pope\", \"2028 election\"). Check resolution.topic_matched_by in the response: \"exact\"/\"alias\" is a curated pairing, \"phrase\"/\"token\" is a keyword guess."

Related MCP Connectors

Related MCP Servers

Try in Browser
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

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources