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Smith: agent runtime","maintainers":[{"name":"synw","email":"synwx@protonmail.com"}],"readme":"# @agent-smith/agent\n\n**Recursive tool-calling agent runtime with streaming inference for OpenAI-compatible backends.**\n\n## Features\n\n- πŸ”„ **Recursive Inference Loop** β€” Automatically iterates when the model calls tools, feeding results back into context until no more tools are needed\n- πŸ”Œ **Tool Calling** β€” Autonomous or supervised tool execution with `canRun` authorization callbacks\n- πŸ“‘ **SSE Streaming** β€” Real-time token streaming with eventsource-parser for progressive output\n- 🧠 **Thinking/Reasoning Support** β€” Dedicated callbacks for reasoning_content (think tokens) separate from response text\n- 🌐 **OpenAI-Compatible API** β€” Works with any OpenAI-compatible server: llama.cpp, Ollama, vLLM, OpenRouter, etc.\n- πŸ–₯️ **Dual Environment** β€” Runs in both Node.js and browsers\n- πŸ“ **Template System** β€” YAML-based `AgentSpec` with variable substitution, system prompts, and few-shot shots\n- πŸ“Š **Performance Metrics** β€” Cache hit rates, token throughput, prompt processing progress tracking\n\n## Documentation\n\n### For AI Agents\n- [Codebase Summary](.agents/documentation/codebase-summary.md) β€” Architecture, key files, and patterns for the agent package\n- [Get Started](https://raw.githubusercontent.com/lynxai-team/agent-smith/refs/heads/main/docsite/public/doc/libraries/agent/1.get_started.md) β€” Installation and basic usage\n- [Tools](https://raw.githubusercontent.com/lynxai-team/agent-smith/refs/heads/main/docsite/public/doc/libraries/agent/2.tools.md) β€” Defining and configuring tools for agents\n- [Templates](https://raw.githubusercontent.com/lynxai-team/agent-smith/refs/heads/main/docsite/public/doc/libraries/agent/3.templates.md) β€” System prompts, YAML specs, and few-shot examples\n- [Supervision](https://raw.githubusercontent.com/lynxai-team/agent-smith/refs/heads/main/docsite/public/doc/libraries/agent/4.supervision.md) β€” Human-in-the-loop tool authorization\n\n### For Humans\n- [Get Started](https://lynxai-team.github.io/agent-smith/libraries/agent/) β€” Overview and usage guide\n- [Tools](https://lynxai-team.github.io/agent-smith/libraries/agent/tools) β€” Defining and configuring tools for agents\n- [Templates](https://lynxai-team.github.io/agent-smith/libraries/agent/templates) β€” System prompts, YAML specs, and few-shot examples\n- [Supervision](https://lynxai-team.github.io/agent-smith/libraries/agent/supervision) β€” Human-in-the-loop tool authorization\n\n## Installation\n\n```bash\nnpm install @agent-smith/agent\n```\n\n**Dependencies:** `@agent-smith/types`, `eventsource-parser`, `restmix`, `yaml`\n\n## Quick Start\n\nCreate an agent, connect it to a local llama.cpp server, and run your first inference:\n\n```typescript\nimport { Agent, Lm } from \"@agent-smith/agent\";\n\n// 1. Create the language model client\nconst lm = new Lm({\n name: \"llamacpp\",\n serverUrl: \"http://localhost:8080/v1\",\n});\n\n// 2. Initialize the agent with callbacks\nconst agent = new Agent({\n name: \"my-agent\",\n lm,\n onToken: (t) => process.stdout.write(t),\n onThinkingToken: (t) => console.log(`[thinking] ${t}`),\n});\n\n// 3. Run an inference query\nconst result = await agent.run(\"Explain quantum computing in simple terms\", {\n params: {\n model: \"qwen35b\",\n temperature: 0.6,\n top_k: 40,\n max_tokens: 2048,\n },\n});\n\nconsole.log(\"\\n\\nResponse:\", result.text);\n```\n\n## Usage\n\n### Running with Tools\n\nEnable autonomous tool calling by passing `ToolSpec` definitions to the `run()` method:\n\n```typescript\nimport { Agent, Lm } from \"@agent-smith/agent\";\n\nconst lm = new Lm({\n name: \"openrouter\",\n serverUrl: \"https://openrouter.ai/api/v1\",\n apiKey: process.env.OPENROUTER_API_KEY,\n});\n\nconst agent = new Agent({\n name: \"weather-agent\",\n lm,\n onToken: (t) => process.stdout.write(t),\n});\n\n// Define a tool\nconst weatherTool = {\n name: \"get_current_weather\",\n description: \"Get the current weather for a location\",\n arguments: {\n location: {\n description: \"The city and state, e.g. San Francisco, CA\",\n type: \"string\",\n required: true,\n },\n },\n type: \"action\",\n parallelCalls: false,\n execute: async (args) => {\n const location = args?.location ?? \"unknown\";\n return { temp: 20.5, weather: \"rainy\", location };\n },\n};\n\n// Run with tools β€” the agent will autonomously call get_current_weather\nconst result = await agent.run(\n \"I'm landing in Barcelona tomorrow. What's the weather like?\",\n {\n params: {\n model: \"qwen3-30b-a3b\",\n temperature: 0.4,\n top_k: 40,\n max_tokens: 16384,\n },\n tools: [weatherTool],\n }\n);\n\n// Check if tool calls were made\nif (result.toolCalls) {\n console.log(\"Tools called:\", result.toolCalls.map(tc => tc.name));\n}\n```\n\n### Using AgentSpec Templates (YAML)\n\nLoad agent definitions from YAML for reusable, configuration-driven agents:\n\n```typescript\nimport { Agent, Lm } from \"@agent-smith/agent\";\nimport { readFileSync } from \"fs\";\n\nconst lm = new Lm({\n name: \"llamacpp\",\n serverUrl: \"http://localhost:8080/v1\",\n onToken: (t) => process.stdout.write(t),\n});\n\n// Load agent spec from YAML file\nconst yamlContent = readFileSync(\"./agents/chat.yml\", \"utf-8\");\nconst agent = Agent.fromYaml({ lm }, yamlContent);\n\n// The prompt gets substituted into the {prompt} placeholder in the YAML\nconst result = await agent.run(\"Tell me about Barcelona weather\");\n```\n\nExample `agents/chat.yml`:\n\n```yaml\nname: chat\nprompt: \"{prompt}\"\ndescription: \"A helpful chat agent\"\nmodel: \"qwen3-30b\"\ntemplate:\n system: \"You are a helpful assistant that uses tools when needed.\"\ninferParams:\n temperature: 0.4\n max_tokens: 16384\nshots:\n - user: \"What is AI?\"\n assistant: \"Artificial Intelligence is...\"\n```\n\n### Supervised Tool Execution\n\nRequire human authorization before a tool executes:\n\n```typescript\nimport { Agent, Lm } from \"@agent-smith/agent\";\nimport type { ToolCallSpec } from \"@agent-smith/types\";\nimport { createInterface } from \"readline/promises\";\nimport { stdin as input, stdout as output } from \"process\";\n\nconst rl = createInterface({ input, output });\n\nasync function askPermission(tool: ToolCallSpec): Promise {\n const args = Object.keys(tool.arguments ?? {}).join(\", \");\n const answer = await rl.question(\n `Execute ${tool.name}(${args})? (y/n): `\n );\n return answer.toLowerCase() === \"y\";\n}\n\nconst deleteFileTool = {\n name: \"delete_file\",\n description: \"Delete a file from the filesystem\",\n arguments: {\n path: { type: \"string\", required: true, description: \"File path to delete\" },\n },\n type: \"action\",\n parallelCalls: false,\n execute: async (args) => {\n const fs = await import(\"fs/promises\");\n await fs.unlink(args.path);\n return { deleted: args.path };\n },\n canRun: askPermission, // ← human gate\n};\n\nconst agent = new Agent({ lm });\nawait agent.run(\"Delete the temp file\", {\n params: { model: \"qwen3-30b\", max_tokens: 1024 },\n tools: [deleteFileTool],\n});\n```\n\n### Error Handling\n\nWrap inference calls in try/catch to handle server errors, tool failures, and aborts:\n\n```typescript\nimport { Agent, Lm } from \"@agent-smith/agent\";\n\nconst lm = new Lm({\n name: \"llamacpp\",\n serverUrl: \"http://localhost:8080/v1\",\n onError: (err, from) => {\n console.error(`[${from}] Error:`, err);\n },\n});\n\nconst agent = new Agent({ name: \"safe-agent\", lm });\n\ntry {\n const result = await agent.run(\"Do something complex\", {\n params: { model: \"qwen3-30b\", max_tokens: 4096 },\n });\n console.log(\"Result:\", result.text);\n} catch (err) {\n if (err instanceof Error) {\n console.error(\"Inference failed:\", err.message);\n }\n}\n```\n\n### Aborting a Running Inference\n\nUse the `Lm.abort()` method to cancel a long-running inference:\n\n```typescript\nconst lm = new Lm({ name: \"llamacpp\", serverUrl: \"http://localhost:8080/v1\" });\nconst agent = new Agent({ name: \"abortable\", lm });\n\n// Start inference\nconst promise = agent.run(\"Generate a long essay\", {\n params: { model: \"qwen3-30b\", max_tokens: 8192 },\n});\n\n// Abort after 5 seconds\nsetTimeout(() => lm.abort(), 5000);\n\ntry {\n const result = await promise;\n console.log(\"Completed or aborted:\", result.text);\n} catch (err) {\n console.log(\"Aborted:\", err.message);\n}\n```\n\n## Complete Example\n\nHere's a full working example demonstrating creation, initialization, tool usage, and error handling:\n\n```typescript\nimport { Agent, Lm } from \"@agent-smith/agent\";\nimport type { ToolCallSpec, ToolSpec } from \"@agent-smith/types\";\n\nasync function main() {\n // 1. Create LM client\n const lm = new Lm({\n name: \"llamacpp\",\n serverUrl: \"http://localhost:8080/v1\",\n onToken: (t) => process.stdout.write(t),\n onThinkingToken: (t) => console.log(`\\n[🧠] ${t}`),\n onError: (err) => console.error(\"[❌]\", err),\n });\n\n // 2. Define tools\n const calculatorTool: ToolSpec = {\n name: \"calculator\",\n description: \"Perform arithmetic calculations\",\n arguments: {\n expression: {\n type: \"string\",\n required: true,\n description: \"Mathematical expression, e.g. '2 + 2 * 3'\",\n },\n },\n type: \"action\",\n parallelCalls: false,\n execute: async (args) => {\n const result = eval(args.expression); // In production, use a safe evaluator\n return { expression: args.expression, result };\n },\n };\n\n const current_time_tool: ToolSpec = {\n name: \"current_time\",\n description: \"Get the current date and time\",\n arguments: {},\n type: \"action\",\n parallelCalls: false,\n execute: async () => ({\n time: new Date().toISOString(),\n timezone: Intl.DateTimeFormat().resolvedOptions().timeZone,\n }),\n };\n\n // 3. Create agent\n const agent = new Agent({\n name: \"assistant\",\n lm,\n onToolCall: (tc) => console.log(`\\n[πŸ”§] Calling tool: ${tc.name}`),\n onToolCallEnd: (tc, result) => console.log(`[βœ…] Tool ${tc.name} returned:`, result),\n onTurnStart: () => console.log(\"\\n[πŸ’¬] New turn\"),\n onTurnEnd: (ht) => console.log(\"[🏁] Turn complete\"),\n });\n\n // 4. Run inference with tools\n try {\n const result = await agent.run(\n \"What is the current time, and what is 17 times 23?\",\n {\n params: {\n model: \"qwen3-30b\",\n temperature: 0.3,\n top_k: 20,\n max_tokens: 4096,\n },\n tools: [calculatorTool, current_time_tool],\n }\n );\n\n console.log(\"\\n\\n=== Final Response ===\");\n console.log(result.text);\n if (result.toolCalls) {\n console.log(\"\\nTools used:\", result.toolCalls.map(tc => tc.name).join(\", \"));\n }\n } catch (err) {\n console.error(\"Failed:\", err);\n }\n}\n\nmain();\n```\n\n## API Reference\n\n### `new Lm(params: LmProviderParams)`\n\nCreates an OpenAI-compatible HTTP client for streaming inference.\n\n| Parameter | Type | Description |\n|-----------|------|-------------|\n| `name` | `string` | Identifier for this provider instance |\n| `serverUrl` | `string` | Base URL of the inference server (e.g., `http://localhost:8080/v1`) |\n| `apiKey` | `string` _(optional)_ | Bearer token for authentication |\n| `onToken` | `(t: string, from: string) => void` _(optional)_ | Callback for each generated token |\n| `onThinkingToken` | `(t: string, from: string) => void` _(optional)_ | Callback for reasoning/thinking tokens |\n| `onStartThinking` | `(from: string) => void` _(optional)_ | Callback when thinking phase starts |\n| `onEndThinking` | `(from: string) => void` _(optional)_ | Callback when thinking phase ends |\n| `onError` | `(err: any, from: string) => void` _(optional)_ | Error callback |\n| `onToolCallInProgress` | `(tc: ToolCallSpec[], from: string) => void` _(optional)_ | Callback as tool calls are being parsed |\n\n**Methods:**\n\n| Method | Signature | Description |\n|--------|-----------|-------------|\n| `infer()` | `(prompt: string, options?: ClientInferenceOptions) => Promise` | Run inference with streaming or non-streaming mode |\n| `abort()` | `() => Promise` | Abort the currently running inference |\n| `modelsInfo()` | `() => Promise` | List available models on the server |\n| `tokenize()` | `(text: string) => Promise` | Tokenize text via the server |\n| `detokenize()` | `(tokens: number[]) => Promise` | Detokenize tokens back to text |\n\n### `new Agent(params: AgentParams, spec?: AgentSpec)`\n\nCreates an agent with recursive tool-calling inference loop.\n\n| Parameter | Type | Description |\n|-----------|------|-------------|\n| `name` | `string` _(optional)_ | Agent identifier for callback context |\n| `lm` | `LmProvider` | Language model client instance |\n| `onToken` | `(t: string, from: string) => void` _(optional)_ | Token callback (delegated to `lm`) |\n| `onThinkingToken` | `(t: string, from: string) => void` _(optional)_ | Thinking token callback (delegated to `lm`) |\n| `onToolCall` | `(tc: ToolCallSpec, type: string, from: string) => void` _(optional)_ | Called before a tool executes |\n| `onToolCallEnd` | `(tc: ToolCallSpec, result: any, type: string, from: string) => void` _(optional)_ | Called after a tool completes |\n| `onToolsTurnStart` | `(tcs: ToolCallSpec[], from: string) => void` _(optional)_ | Called when a batch of tool calls starts |\n| `onToolsTurnEnd` | `(tts: ToolTurn[], from: string) => void` _(optional)_ | Called when all tools in a turn complete |\n| `onTurnStart` | `(from: string) => void` _(optional)_ | Called at the start of each inference turn |\n| `onTurnEnd` | `(ht: HistoryTurn, from: string) => void` _(optional)_ | Called at the end of each turn |\n| `onAssistant` | `(txt: string, from: string) => void` _(optional)_ | Callback for assistant response text |\n| `onThink` | `(txt: string, from: string) => void` _(optional)_ | Callback for thinking/reasoning text |\n\n**Static Factory:**\n\n| Method | Signature | Description |\n|--------|-----------|-------------|\n| `fromYaml()` | `(params: AgentParams, yaml: string) => Agent` | Create an agent from a YAML `AgentSpec` string |\n\n### `agent.run(prompt: string, options?: AgentInferenceOptions)`\n\nRuns the inference loop. Returns when no more tool calls are needed or the model produces final text.\n\n| Option | Type | Description |\n|--------|------|-------------|\n| `params` | `InferenceParams` | Sampling parameters (model, temperature, top_k, max_tokens, etc.) |\n| `tools` | `ToolSpec[]` | Available tools for the agent to call |\n| `history` | `HistoryTurn[]` | Conversation history to prepend |\n| `system` | `string` | System prompt (overrides spec if provided) |\n| `debug` | `boolean` | Enable verbose debug logging |\n| `verbosity` | `VerbosityOptions` | Control output detail level |\n\n**Returns:** `Promise`\n\n```typescript\ninterface InferenceResult {\n text: string; // Final assistant response\n thinkingText: string; // Reasoning/thinking content (if any)\n stats: PerformanceMetrics; // Token throughput, cache hits, timing\n toolCalls?: ToolCallSpec[]; // Tool calls made in the last turn\n}\n```\n\n### `AgentSpec` (YAML Agent Definition)\n\n| Field | Type | Description |\n|-------|------|-------------|\n| `name` | `string` | Agent identifier |\n| `prompt` | `string` | Prompt template with `{prompt}` placeholder |\n| `description` | `string` | Human-readable description |\n| `model` | `string` | Default model name |\n| `template.system` | `string` | System message template |\n| `inferParams` | `InferenceParams` | Default sampling parameters |\n| `shots` | `HistoryTurn[]` | Few-shot example turns (prepended to history) |\n| `variables` | `AgentVariables` | Required/optional variable definitions |\n\n## Important Notes\n\n- **Environment**: Works in both Node.js and browser environments. In browsers, the server must support CORS.\n- **Streaming First**: Default inference mode is streaming (SSE). Set `stream: false` in params for non-streaming.\n- **Recursive Loop**: The agent automatically loops when tool calls are returned, feeding results back as new history turns until no more tools are called.\n- **Tool Authorization**: Tools with `canRun` returning `false` are skipped β€” the agent receives an error message and continues to the next turn.\n- **Parallel Calls**: Set `parallelCalls: true` on a `ToolSpec` to run multiple instances concurrently via `Promise.allSettled`.\n- **Subagents**: Agents can call other agents as tools (type: `\"agent\"`). Subagents receive a fresh context by default unless `propagateModel`/`propagateInferParams` are set.\n- **Abort Safety**: Calling `lm.abort()` during inference cancels the underlying fetch request. The agent may still complete its current tool calls before returning.\n\n## Documentation Links\n\n| Resource | Link |\n|----------|------|\n| πŸ“– Get Started Guide | https://lynxai-team.github.io/agent-smith/libraries/agent/get_started |\n| πŸ”Œ Tools Guide | https://lynxai-team.github.io/agent-smith/libraries/agent/tools |\n| πŸ“ Templates Guide | https://lynxai-team.github.io/agent-smith/libraries/agent/templates |\n| πŸ‘οΈ Supervision Guide | https://lynxai-team.github.io/agent-smith/libraries/agent/supervision |\n| πŸ—ΊοΈ Full Docsite | https://lynxai-team.github.io/agent-smith/ |\n\n## License\n\nMIT\n","readmeFilename":"README.md"}