# io.github.mikerawsonnz/llm-orchestration-agent

> Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith

- name: io.github.mikerawsonnz/llm-orchestration-agent
- version: 1.0.0
- connection class: R0 (autonomous)
- trust: 86/100 flags: duplicate-repo
- quality: 83/100 (good)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/io.github.mikerawsonnz%2Fllm-orchestration-agent
- tools: https://api.protogrid.dev/v1/servers/io.github.mikerawsonnz%2Fllm-orchestration-agent/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "llm-orchestration-agent": {
      "type": "http",
      "url": "https://langchain-core-langchain-openai-l-736876.getvda.ai/mcp"
    }
  }
}
```


## Trust

- hygiene: 80
- liveness: 100
- freshness: 65
- provenance: 90
- drivers: +repository +namespace-matches-repo +website +reachable +uptime-100% ~updated-139d-ago -duplicate-repo(9 names)
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 83/100 (good)

### protocol: 88 (weight 25)

- pass `protocol.modern`: supports 2026-07-28 (server/discover)
- pass `protocol.stateless`: answers without a session
- pass `protocol.transport`: streamable HTTP
- warn `protocol.list_ttl`: tools/list carries no ttlMs, so clients re-fetch it

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 71 (weight 30)

- pass `tools.descriptions`: every tool has a description
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- fail `tools.annotations`: no tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
- fail `tools.directory_hints`: no tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: selftest (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); invoke (readOnlyHint, destructiveHint, idempotentHint, openWorldHint)
- pass `tools.token_cost`: about 179 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 100 (weight 15)

- pass `stability.changes`: no tool changes in 30 days
- pass `stability.rug_pull`: no tool changed its meaning under the same name

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 2, about 179 tokens to load them all
- tool set hash: eda947b79842fd4639908c5e5146fc51
- badge: [![protogrid quality](https://protogrid.dev/badge/io.github.mikerawsonnz/llm-orchestration-agent.svg)](https://protogrid.dev/servers/io.github.mikerawsonnz/llm-orchestration-agent)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

_No tool definition changes recorded._

## Remotes

- https://langchain-core-langchain-openai-l-736876.getvda.ai/mcp (streamable-http, auth none, reachable true, uptime30d 1)

## Packages

_none_

## Tools (2)

- `invoke`: Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith tracing.
- `selftest`: FREE, no payment required. Runs this agent's real capability on a fixed canned input and returns the genuine result, an honest assertion grade, and the full trust manifest (signed Agent Card, JWKS, governance/licence chain, safety posture) with a proof link for every claim. Intended for registries, graders and auditors: this is behavioural evidence, not a self-description.