F
licenseNot graded
qualityB
maintenanceEnables multi-step AI reasoning by sending prompts to OpenRouter, performing a verification pass, and returning both responses with provider reasoning fields when available.
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llm-observability-orchestration
Server Details
Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith
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- Status
- Unhealthy
- Uptime
- 0.0% over 64 days
- Last Tested
- Transport
- Streamable HTTP
- URL
- Repository
- mikerawsonnz/gosce-agents
- GitHub Stars
- 1
- Server Listing
- A2A GOSCE Agents
TDQS
B3.3/5.0
Scored across 1 tool
Disambiguation5/5
Only one tool exists, so there is no possibility of confusion with other tools.
Naming Consistency5/5
With a single tool, the naming is trivially consistent. The verb 'invoke' is clear and unambiguous.
Tool Count2/5
A single tool is far too few for a server named 'llm-observability-orchestration', which implies a broader scope.
Completeness2/5
The tool only supports running a prompt, lacking any observability or orchestration features implied by the server name.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
1 tool update
- First observed
invoke
Related MCP Connectors
Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith
Proxy Gemini (Vertex AI) completions wrapped in OpenTelemetry trace spans; returns the answer plus t
JWT-gated LLM gateway: authenticate (bcrypt/JWT), then run a LangChain-on-Vertex Gemini completion.
JWT-gated LLM gateway: authenticate (bcrypt/JWT), then run a LangChain-on-Vertex Gemini completion.
Related MCP Servers
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- FlicenseAqualityDmaintenanceProvides a sequentialthinking tool for dynamic, reflective problem-solving via chain-of-thought reasoning. Supports local Stdio and remote SSE deployment on Google Cloud Run.1179,856 npm-
- FlicenseNot gradedqualityBmaintenanceEnables users to ask questions answered through the Google Gemini REST API's generateContent endpoint, exposed as a single tool that accepts a prompt plus optional model, temperature, and token-limit settings. It runs locally over stdio and can be wired into LM Studio, returning network, auth, timeout, and invalid-response failures as readable tool errors.-
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