README
¶
agentkit-demo
A CLI showcasing every major agentkit feature against an OpenAI-compatible
endpoint (default: iode's corrallm at llm.iodesystems.com).
go run ./examples/agentkit-demo <command> [flags]
| command | shows | needs the model? |
|---|---|---|
chat |
streaming chat + fair-share 429 backpressure retry | yes |
serve |
SSE streaming relay (StreamChunkToSSE) — stream a completion to a browser/curl |
yes |
tools |
local Go tool-call loop (get_weather, add) |
yes |
mcp |
MCP server integration: spawn, discover tools, call them | yes + npx |
schema |
client-side schema validation + fix loop | no |
structured |
reliable typed extraction: tool_choice + validator + terminal tool | yes |
grammar |
server-side constrained decoding (GBNF + json) | yes |
inject |
notification injection + queued-message batching | no |
lift |
async tool results (lifting) | no |
notify |
notification lifecycle: supersede / clear / preparer | no |
compact |
context shaping: LOD truncation + compaction | no |
converge |
capstone — lifted result + queued messages + notifications merged into one turn | yes |
Offline demos exercise the mechanics deterministically (no network). The live
demos hit the shared, capacity-limited model — a 429 is a feature demo: the
client honors the server's retry_after and retries until --timeout.
Add --trace to any Session-driven demo (tools, mcp, structured) to print
the loop's spans (Turn → streamChat, Shaper.Build) with timings — the same
agent.Tracer seam a host wires to OpenTelemetry.
mcp spawns the MCP reference "everything" server via npx -y @modelcontextprotocol/server-everything (first run downloads it). Point it at a
different server with --prompt "<command> <args…>".
Flags / env
--base-url OpenAI-compatible base URL ($AGENTKIT_BASE_URL, default https://llm.iodesystems.com)
--model model id ($AGENTKIT_MODEL, default Qwen3-6-27B-MPT)
--api-key API key = scheduling priority ($AGENTKIT_API_KEY)
--timeout deadline for a live call (429 retries count against it; default 120s)
--prompt override the command's default prompt
Files worth reading
store.go— a complete in-memoryagent.Store(+ inbox/notice helpers). Copy it as the starting point for a real host's store.tools.go— hand-written local tools + a dispatcher, and how errors-for-the-model differ from errors-that-abort.mcp.go— the entire MCP integration:mcpToolDefs(advertise) +mcpDispatcher(route toManager.CallTool). mcpmgr owns spawn/discovery.trace.go— a ~40-lineagent.Tracerimplementation (--trace).demos.go— each feature end to end.
Documentation
¶
Overview ¶
Command agentkit-demo showcases every major agentkit capability against a live OpenAI-compatible endpoint (default: iode's corrallm at llm.iodesystems.com). Each subcommand isolates one feature.
agentkit-demo chat streaming chat + fair-share 429 backpressure retry agentkit-demo tools local Go tool-call loop agentkit-demo schema client-side schema validation + fix loop agentkit-demo grammar server-side constrained decoding (GBNF + json) agentkit-demo inject notification injection into an in-flight session agentkit-demo lift async tool results (lifting) agentkit-demo print transclusion: reference tool output by placeholder agentkit-demo notify notification lifecycle: supersede / clear / preparer agentkit-demo ragnotify proactive document surfacing (RAG-notify) agentkit-demo compact context shaping: LOD truncation + compaction
The model at llm.iodesystems.com is small and often BUSY — expect 429 backpressure. That is a feature demo, not an error: the client honors the server's retry_after (header or JSON body) and keeps trying until the deadline. Set --timeout to bound a live call.
Source Files