llmorbiter/AGENTS.md

llmorbiter LLM tool-calling orchestrator with provider abstraction.

Layout

src/
  index.js                    # public entry — re-exports everything
  LLMOrbiter.js               # core orchestrator  (~364 lines)
  Tool.js                     # defineTool() + ToolError + DirectReturnError
  providers/
    OpenRouterProvider.js     # streaming OpenRouter SSE provider

examples/
  weather.js                  # minimal tool-calling demo
  tool-error-retry.js         # tool-error + LLM self-correction demo (has PASS/FAIL asserts)
  pdf-pages.js                # PDF -> per-page LLM processing (500 lines, largest)
  tools/weather.js            # sample static-data weather tool

Public API (src/index.js)

Exports: LLMOrbiter, OpenRouterProvider, defineTool, ToolError, DirectReturnError.

• defineTool({ name, description, parameters, strict=false, invoke }) -> { spec, invoke, name }.
  • spec: OpenAI-compatible function schema ({ type: 'function', function: { name, description, parameters, strict } }).
  • parameters: JSON Schema object (defaults to { type: 'object', properties: {}, additionalProperties: false }).
  • invoke(args, { signal }): local async implementation.
• ToolError(message) — throw from a tool to signal a recoverable error back to the LLM.
• DirectReturnError(data) — throw from a tool to stop the loop immediately; run() resolves with { directReturn: true, data, ... }. Any remaining tool calls in the same turn are closed with synthetic skipped tool responses so the conversation transcript remains valid.

new LLMOrbiter(provider, opts)

opts are lifecycle callbacks:

• onLLMCall({ model, toolCount, tools, promptSize, messageCount, messages, iteration }) — called before each LLM call; messages is a comma-separated summary of roles (e.g. 'user,assistant,tool_response').
• onUsage({ cached, input, output, cost }) — called after each LLM call with that call's usage; provider's raw usage object is attached on non-enumerable .raw.
• onToolCall({ name, args }) — called before executing a tool.
• onToolResult({ name, result }) — called on successful tool execution.
• onToolError({ name, error, args, rawError }) — called when tool execution throws, returns { error }, has invalid JSON args, or references an unknown tool.
• onStatus(status) — forwarded from provider: 'connected' (HTTP headers received), 'streaming' (first SSE chunk received), or 'working' (tool calls started streaming).
• onContent(chunk) — forwarded from provider: incremental output content string (choice.delta.content).
• onReasoning(text) — forwarded from provider: accumulated reasoning string so far (aggregated from delta.reasoning, delta.reasoning_content, and delta.reasoning_details).

orbiter.run(opts)

{ prompt, messages, model, tools, maxIterations=10, tool_choice, extraBody, signal }.

• prompt: user message string to append (omit or pass null to continue without adding one).
• messages: transcript array to seed from; a leading { role: 'system' } is the system prompt.
• tools: array of tool objects created with defineTool().
• maxIterations: safety limit on tool-calling loop iterations (default: 10).
• tool_choice: tool choice setting (defaults to 'auto' when tools are present).
• extraBody: extra parameters merged into provider request payload.
• signal: external AbortSignal.

Loop: send messages + tool specs -> if tool_calls come back, invoke locals and feed results back -> repeat until no more tool calls or maxIterations.

Returns:

• content: final assistant message text (or null).
• toolResults: { [toolName]: [result, ...] } map of all tool results executed across iterations.
• usage: aggregated usage object { input, output, cached, tokenIn, tokenOut, tokenCached, costTotal, cost, raw }.
• rawUsage: single provider usage object (if 1 iteration) or array of usage objects (if multiple iterations).
• rawUsages: array of all iteration usage objects from the provider.
• iterations: count of iterations performed.
• messages: conversation transcript array for continuity in subsequent runs.
• directReturn: true if terminated by DirectReturnError.
• data: data payload passed to DirectReturnError.

orbiter.abort(reason) cancels the active run; aborts surface as DOMException('...', 'AbortError').

OpenRouterProvider

new OpenRouterProvider({ apiKey, apiUrl, siteUrl, siteName }).

• apiUrl defaults to https://openrouter.ai/api/v1/chat/completions.
• siteUrl sets HTTP-Referer header.
• siteName sets X-Title header.

Method: chatCompletions({ model, messages, tools, tool_choice, signal, extraBody, onStatus, onContent, onReasoning }) — streams SSE, assembles { content, tool_calls, finish_reason, usage, reasoning_details, reasoning }.

• If reasoning was returned, automatically appends { role: 'assistant', content: result.reasoning } to messages.
• Delta handling:
  • delta.content -> passes chunk to onContent(chunk).
  • delta.reasoning / delta.reasoning_content / delta.reasoning_details -> passes accumulated string to onReasoning(text).
  • delta.tool_calls -> triggers onStatus('working') once when tool calls begin streaming (tool calls are assembled into result.tool_calls without per-chunk streaming callbacks).