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tracing SDK for Lemma","maintainers":[{"name":"chroline","email":"colegawin@gmail.com"},{"name":"rayshineeeee","email":"raysun12142006@gmail.com"}],"readme":"# @uselemma/tracing\n\nHTTP tracing SDK for AI agents. No OpenTelemetry setup is required: the SDK sends trace payloads directly to the Lemma API.\n\n## Installation\n\n```bash\nnpm install @uselemma/tracing\n```\n\n## Quick Start\n\n```typescript\nimport { Lemma } from \"@uselemma/tracing\";\n\nconst lemma = new Lemma({\n  apiKey: process.env.LEMMA_API_KEY,\n  projectId: process.env.LEMMA_PROJECT_ID,\n  release: \"1.8.3\", // or set LEMMA_RELEASE\n});\n\nconst answer = await lemma.trace(\n  {\n    name: \"support-agent\",\n    input: userMessage,\n    threadId: conversationId,\n    userId: user.id,\n  },\n  async (trace) => {\n    const docs = await searchDocs(userMessage);\n    trace.recordTool({\n      name: \"search_docs\",\n      input: { query: userMessage },\n      output: docs,\n    });\n\n    const response = await callModel(userMessage, docs);\n    trace.recordGeneration({\n      name: \"draft-reply\",\n      input: response.messages,\n      output: response.text,\n      model: \"gpt-4o\",\n    });\n\n    return response.text;\n  },\n);\n```\n\n`trace()` creates one Lemma trace. The callback receives a context object; any child span, generation, or tool recorded through that context is attached to the trace.\n\nPass `release` (or set `LEMMA_RELEASE`) to stamp the running app version on every ingest payload. An explicit constructor value wins. Empty or invalid values are omitted.\n\n## One-Off Events\n\nUse one-off calls when the work already happened and you want to record it:\n\n```typescript\ntrace.recordSpan({\n  name: \"rerank-results\",\n  input: { candidates: candidates.length },\n  output: { kept: ranked.length },\n});\n\ntrace.recordTool({\n  name: \"lookup_order\",\n  input: { orderId },\n  output: order,\n});\n\ntrace.recordGeneration({\n  name: \"answer\",\n  input: messages,\n  output: text,\n  model: \"gpt-4o\",\n  durationMs: measuredModelMs,\n  llmInputMessages: [{ role: \"user\", content: userMessage }],\n  llmInvocationParameters: { temperature: 0.2 },\n});\n```\n\nPass contract fields as native props such as `llmInputMessages`, `llmInvocationParameters`, and `toolParameters`. Use `attributes` only when you need to send raw span attributes that do not yet have a native SDK prop.\n\n### User-facing messaging tools\n\nWhen a tool delivers the agent's response to the end user, pass the exact\ndisplay text as `userFacingMessage`. Lemma renders that text as an assistant\nmessage while preserving the complete tool input and output in the span detail:\n\n```typescript\nconst input = {\n  message: \"Your order arrives Friday.\",\n  sendAsVoiceNote: false,\n  shouldTerminate: true,\n};\n\ntrace.recordTool({\n  name: \"send_whatsapp\",\n  input,\n  output: { delivered: true },\n  userFacingMessage: input.message,\n});\n```\n\nThe tool's own schema can call the value `message`, `text`, `body`, or anything\nelse. Lemma never guesses which input field the user saw. Omit\n`userFacingMessage` for internal tools; their payload and rendering are\nunchanged.\n\n## Live Spans\n\nUse `startSpan()`, `startTool()`, or `startGeneration()` when you want the SDK to measure work from a handle and finish it later:\n\n```typescript\nconst span = trace.startSpan({ name: \"retrieve-context\", input: query });\ntry {\n  const docs = await retrieve(query);\n  span.end({ output: docs });\n} catch (error) {\n  span.end({ error });\n  throw error;\n}\n```\n\n```typescript\nconst tool = trace.startTool({ name: \"search_docs\", input: { query } });\nconst docs = await searchDocs(query);\ntool.end({ output: docs });\n\nconst generation = trace.startGeneration({\n  name: \"answer\",\n  input: messages,\n  model: \"gpt-4o\",\n});\nconst response = await callModel(messages);\ngeneration.end({ output: response.text });\n```\n\nThe SDK measures live handle durations from start and end timestamps. Pass `durationMs` only when replaying historical work or overriding the measured duration with a value from another timer. When child spans, generations, or tools omit `durationMs`, Lemma derives timing from timestamps during ingest.\n\nYou can also create a trace handle first and record work on it over time:\n\n```typescript\nconst trace = lemma.trace({ name: \"support-agent\", input: userMessage });\n\nconst span = trace.startSpan(\"retrieve-context\");\nconst docs = await retrieve(userMessage);\nspan.recordTool({\n  name: \"search_docs\",\n  input: { query: userMessage },\n  output: docs,\n  toolParameters: { query: \"string\" },\n});\nspan.end({\n  output: { count: docs.length },\n});\n\nawait trace.end({ output: \"final answer\" });\n```\n\nFor live trace handles, `trace.end({ output })` is usually enough. Pass `durationMs` to `trace.end()` only when you need to override the measured trace duration.\n\n## Sending a Trace You Built Yourself\n\n`trace()` and handles assume the client owns the trace lifecycle within a single process. When the producer lives elsewhere — a cross-process buffer, a queue worker, a batch backfill — build a `TraceContext` yourself and deliver it with `ingest()`:\n\n```typescript\nimport { Lemma, TraceContext } from \"@uselemma/tracing\";\n\nconst lemma = new Lemma();\n\nconst context = new TraceContext({\n  id: turnId, // stable id for this execution (use for retries)\n  name: prompt,\n  input: prompt,\n  threadId: conversationId,\n});\ncontext.recordTool({ name: \"search_docs\", input, output, durationMs });\ncontext.recordGeneration({ name: \"answer\", model: \"gpt-4o\", output });\ncontext.output(finalAnswer);\n\nawait lemma.ingest(context, { startedAt });\n```\n\n`ingest()` POSTs one payload. Deliver **one complete trace** when the execution (agent turn) finishes: root input/output, thread/user, and all child spans in one call. This is required — patching a trace over time is not currently supported.\n\n`ingest()` is not an incremental merge API: omitted root fields do not preserve prior values, and after Lemma processes the trace once, a later re-delivery does not re-run issue extraction (occasional late child spans may still append to the tree for display). Retries of the same complete payload are safe — already-stored span IDs are skipped — so a failed send can be retried as-is. It throws on a non-2xx response and never mutates the trace's status.\n\nAutomatic delivery (`trace(options, fn)` and `TraceHandle.end()`) fails open: a Lemma ingest 4xx/5xx or network error is logged in debug mode and dropped so it cannot fail the caller's application. Framework integrations that close through `end()` inherit this. Use `ingest()` when you need a failed send to throw so you can retry.\n\n## Cross-process turns\n\nWhen a user turn spans a host and a sandbox such as E2B, record one trace. Export a context token on the host. The child records a journal with no API key. The host applies the journal and `ingest()`s once.\n\n```typescript\nimport { Lemma, attachTurn, startTurn } from \"@uselemma/tracing\";\n\nconst lemma = new Lemma();\nconst turn = startTurn(lemma, {\n  name: \"agent-turn\",\n  input: userMessage,\n  threadId: conversationId,\n});\nconst sandbox = turn.startSpan({ name: \"e2b-sandbox\" });\n\nawait e2b.run({\n  env: {\n    LEMMA_TURN: JSON.stringify(turn.export({ parentSpanId: sandbox.id })),\n  },\n});\nfor (const event of e2b.events) turn.apply(event);\n\nsandbox.end();\nawait turn.end({ output }); // strict ingest: retry the same payload on failure\n```\n\nIn the child process, do not construct `Lemma` and do not call `/traces/ingest`:\n\n```typescript\nimport { attachTurn } from \"@uselemma/tracing\";\n\nconst local = attachTurn(process.env.LEMMA_TURN);\nlocal.recordTool({ name: \"search_docs\", input: query, output: docs });\nconst generation = local.startGeneration({ name: \"answer\", model: \"gpt-4o\" });\ngeneration.end({ output: answer });\nprocess.stdout.write(JSON.stringify(local.records()));\n```\n\nRe-applying the same journal is idempotent (stable span ids). If the sandbox dies before a clean journal, end the host sandbox span as `ERROR`. Tools that started and never ended stay incomplete. `assembleTurn(token, journal)` builds a `TraceContext` when you already have the journal.\n\nA longer host and child sample is in [`examples/cross-process-turn.ts`](./examples/cross-process-turn.ts).\n\n## Coding Agent Harness Turns\n\nHarness adapters receive prompts, tools, and responses as separate lifecycle\nevents, often in separate processes. The coding-agent helpers reduce those\nevents into a serializable turn and materialize one complete trace only after\nthe assistant response arrives:\n\n```typescript\nimport {\n  codingAgentTurnTrace,\n  completeCodingAgentTurn,\n  recordCodingAgentToolResult,\n  recordCodingAgentToolStart,\n  startCodingAgentTurn,\n} from \"@uselemma/tracing\";\n\nlet turn = startCodingAgentTurn({\n  harness: \"codex\",\n  sessionId,\n  turnId,\n  prompt,\n  startedAt,\n});\nturn = recordCodingAgentToolStart(turn, toolStart);\nturn = recordCodingAgentToolResult(turn, toolResult);\nconst completed = completeCodingAgentTurn(turn, { response, endedAt });\nconst trace = codingAgentTurnTrace(completed);\n\nawait lemma.ingest(trace.context, {\n  startedAt: new Date(trace.startedAt),\n  endedAt: new Date(trace.endedAt),\n});\n```\n\nEach user turn is its own trace. `sessionId` becomes `thread_id`, so the turns\nremain one conversation without delaying delivery until the harness session\ncloses. Persist the turn between events and retry only the same completed turn;\ndo not send partial snapshots to the append-only ingest endpoint. Default trace\nand generation IDs are deterministic for the harness, session, and turn, so\nreplaying the same lifecycle stream produces the same payload identity.\n\nPass `generationStartedAt` and `generationEndedAt` to\n`completeCodingAgentTurn` only when the harness exposes exact model-call\nbounds. Without both values, the root still records the final response and the\nassembler emits the typed generation with `timing_missing` metadata and omits\nits timestamps instead of counting the whole turn as model latency. Missing\ntool starts and results likewise omit unavailable timestamps and carry\n`start_time_missing` or `result_missing` metadata; missing results are not\ntreated as execution errors unless the harness reports an error.\n\n## Vercel AI SDK\n\nPass a fresh `vercelAI()` to the AI SDK telemetry integrations option for each operation. The integration creates and closes the Lemma trace for the AI SDK run, puts the current user turn on the root, promotes `threadId` / `userId` from telemetry metadata, and records model calls and tool executions as child spans. AI SDK v7 uses `telemetry`; AI SDK v6 uses `experimental_telemetry`.\n\n```typescript\nimport { generateText } from \"ai\";\nimport { vercelAI } from \"@uselemma/tracing\";\n\nconst lemmaTelemetry = vercelAI({\n  apiKey: process.env.LEMMA_API_KEY,\n  projectId: process.env.LEMMA_PROJECT_ID,\n});\n\ntry {\n  const result = await generateText({\n    model,\n    prompt: userMessage,\n    telemetry: {\n      functionId: \"support-agent\",\n      metadata: {\n        threadId: conversationId,\n        userId: user.id,\n      },\n      integrations: [lemmaTelemetry],\n    },\n  });\n  await lemmaTelemetry.flush();\n  return result.text;\n} catch (error) {\n  await lemmaTelemetry.fail(error);\n  throw error;\n}\n```\n\nFor AI SDK v6, pass the same helper through `experimental_telemetry`:\n\n```typescript\nawait generateText({\n  model,\n  prompt: userMessage,\n  experimental_telemetry: {\n    functionId: \"support-agent\",\n    metadata: {\n      threadId: conversationId,\n      userId: user.id,\n    },\n    integrations: [lemmaTelemetry],\n  },\n});\n```\n\nUse `telemetry.functionId` / `experimental_telemetry.functionId` for the agent name, or set it on the integration with `vercelAI({ agentName: \"support-agent\" })`.\n\nPrompts, tool inputs, outputs, model output text, and error messages are always recorded.\n\nCall `fail(error)` when the AI SDK call throws before a terminal callback, then `flush()` to send the trace. Do not share one integration across concurrent AI SDK operations.\n\nFor advanced cases, you can still attach to an existing trace by passing `vercelAI({ trace })` or by calling AI SDK inside a `lemma.trace()` callback. When you pass a trace handle, the integration ends it from the AI SDK terminal callback: `onEnd` in AI SDK v7 and `onFinish` in AI SDK v6. When you use the callback form of `lemma.trace()`, the callback owns trace closure.\n\n## OpenAI Agents SDK\n\nRegister the Lemma processor with the OpenAI Agents SDK tracing provider:\n\n```typescript\nimport { addTraceProcessor } from \"@openai/agents\";\nimport { openAIAgents } from \"@uselemma/tracing\";\n\nconst processor = openAIAgents({\n  metadata: { service: \"support\" },\n});\naddTraceProcessor(processor);\n```\n\nThe processor creates one Lemma trace for each OpenAI Agents trace with root\ncurrent-turn input, final output or terminal error, promoted `threadId` /\n`userId`, and wall-clock bounds from child spans. OpenAI generation/response\nspans become Lemma generations, function spans become Lemma tool spans, and\nother OpenAI Agents spans are preserved as regular spans.\n\nPut conversation identity on the OpenAI Agents trace (`groupId` → `thread_id`,\nmetadata `userId` → `user_id`). Call `forceFlush()` to send the trace.\n\nFunction spans stay nested under their OpenAI parent span. To verify nesting\nlocally, enable debug mode and check that the tool span log includes the\ngeneration span ID as `parentId`:\n\n```typescript\nimport { enableDebugMode } from \"@uselemma/tracing\";\n\nenableDebugMode();\n```\n\nPrompts, tool inputs, outputs, model output text, and error messages are always\nrecorded.\n\n## LangChain and LangGraph\n\nPass `langChain()` as a LangChain callback handler. Each root run (chain, standalone\nLLM/tool/retriever) owns one Lemma trace with current-turn input, final output or\nroot error, promoted `threadId` / `userId`, and real wall-clock bounds. Nested\nchains, generations, tools, and retrievers keep typed parent IDs with orphan-safe\nfallback. Call `flush()` to send the trace.\n\n```typescript\nimport { ChatOpenAI } from \"@langchain/openai\";\nimport { langChain } from \"@uselemma/tracing\";\n\nconst callbacks = [\n  langChain({\n    agentName: \"support-agent\",\n    threadIdKey: \"conversation_id\",\n    userIdKey: \"user_id\",\n  }),\n];\n\nconst model = new ChatOpenAI({\n  model: \"gpt-4o\",\n  callbacks,\n});\n\nconst response = await model.invoke(userMessage, {\n  metadata: { conversation_id: threadId, user_id: userId },\n});\nawait callbacks[0].flush();\n```\n\n`langGraph()` is the same LangChain callback adapter with a LangGraph default\ntrace name (`langgraph-agent`):\n\n```typescript\nimport { langGraph } from \"@uselemma/tracing\";\n\nconst result = await graph.invoke(\n  { input: userMessage },\n  { callbacks: [langGraph({ agentName: \"support-graph\" })] },\n);\n```\n\nPrompts, tool inputs, outputs, model output text, and error messages are always\nrecorded.\n\nWhen a helper only has IDs, use the client-level methods:\n\n```typescript\nconst trace = lemma.trace();\n\nconst span = lemma.startSpan({ traceId: trace.id });\nlemma.recordTool({\n  traceId: trace.id,\n  parentSpanId: span.id,\n  name: \"tool call\",\n});\n\nawait trace.end();\n```\n\nDetached handle calls require `traceId`. If a detached observation has a parent, pass `parentSpanId`; calls that cannot attach safely warn and no-op.\n\n## Passing Trace Context\n\n```typescript\nimport type { TraceContext } from \"@uselemma/tracing\";\n\nexport function recordSearch(trace: TraceContext, docs: unknown[]) {\n  trace.recordTool({\n    name: \"search_docs\",\n    output: docs,\n  });\n}\n```\n\nPass the `trace` or span handle into helpers that need to record child work. The SDK does not use ambient trace context because one process can coordinate multiple traces at once.\n\n## Configuration\n\n| Option      | Environment variable | Default                   |\n| ----------- | -------------------- | ------------------------- |\n| `apiKey`    | `LEMMA_API_KEY`      | Required                  |\n| `projectId` | `LEMMA_PROJECT_ID`   | Required                  |\n| `baseUrl`   | none                 | `https://api.uselemma.ai` |\n\nThe SDK sends to `${baseUrl}/traces/ingest`.\n\nYou can pass configuration directly to the constructor instead of using\nenvironment variables:\n\n```typescript\nconst lemma = new Lemma({\n  apiKey: \"sk_...\",\n  projectId: \"proj_...\",\n  baseUrl: \"https://api.uselemma.ai\",\n});\n```\n\n## Debug Mode\n\nDebug mode logs trace starts, span starts, span completions, send attempts, and\nsend results as they happen:\n\n```typescript\nimport { enableDebugMode } from \"@uselemma/tracing\";\n\nenableDebugMode();\n```\n\nYou can also set `LEMMA_DEBUG=1` (`true` also works). Use this when validating that spans arrive\nin the expected order, parent IDs are attached, and the SDK is sending to the\nright URL.\n\n## Supported Contract Fields\n\nUse native SDK props for OpenInference-style fields:\n\n- LLM: `llmModelName`, `llmProvider`, `llmSystem`,\n  `llmInvocationParameters`, `llmInputMessages`, `llmOutputMessages`,\n  `llmTools`, `usage` (token counts when the provider supplies them — omit\n  when unknown; never invent zeros), and prompt template fields.\n- provenance: every span includes `lemma.sdk.language` and\n  `lemma.sdk.integration` (`manual` by default; framework integrations override)\n- tools: `toolName`, `toolDescription`, `toolParameters`, `userFacingMessage`\n- embeddings and rerankers: `embeddingModelName`,\n  `embeddingInvocationParameters`, `embeddingEmbeddings`,\n  `rerankerModelName`, `rerankerInputDocuments`, `rerankerOutputDocuments`\n\nUse `attributes` for raw attributes that do not yet have a native SDK prop.\n\n## Documentation\n\n- [Quickstart](https://docs.uselemma.ai/tracing/instrumentation/setup)\n- [Trace contract](https://docs.uselemma.ai/reference/trace-contract)\n\n## Examples\n\nRunnable docs-chat agents for every first-party stack live in the repo-root\n[`examples/`](../../../examples) directory. See\n[Runnable examples](https://docs.uselemma.ai/guides/examples).\n\nThis package also ships SDK API snippets in [`examples/`](./examples) (callback\ntracing, trace handles, record-by-ID, cross-process turns, and per-integration\nwiring).\n\n## License\n\nMIT\n","readmeFilename":"README.md"}