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Min","email":"minlongbing@gmail.com"},"license":"Apache-2.0","homepage":"https://github.com/gobing-ai/ts-libs#readme","keywords":["typescript","jsonl","llm","history","etl"],"repository":{"url":"git+https://github.com/gobing-ai/ts-libs.git","type":"git","directory":"packages/llm-jsonl-importer"},"description":"@gobing-ai/ts-llm-jsonl-importer — Generic JSONL importer for LLM agent history files.","contributors":[{"name":"Robin Min","email":"minlongbing@gmail.com"}],"maintainers":[{"name":"robinmin2026","email":"minlongbing@outlook.com"}],"readme":"# @gobing-ai/ts-llm-jsonl-importer\n\nGeneric JSONL import pipeline for AI-agent history-style files: discover files, parse rows, normalize source fields, redact sensitive values, deduplicate by ledger hash, and persist ETL rows.\n\n## What It Provides\n\n`ts-llm-jsonl-importer` is a common JSONL importer. It is intentionally not a conversation-history domain model. Built-in source definitions cover common agent file shapes, but downstream systems consume normalized ETL rows and ledger metadata.\n\n| Export | Purpose |\n| -------- | --------- |\n| `runJsonlImport()` | Runs discovery, parsing, validation, redaction, dedupe, and persistence. Accepts a built-in source string **or** a custom `SourceDefinition`. |\n| `applyHistoryImportSchema()` | Installs importer-owned checkpoint, ledger, and typed contract tables |\n| `SOURCE_DEFINITIONS` | Built-in source definitions |\n| `getSourceDefinition()` | Returns one built-in definition by key (throws `HistoryImportError` for unknown keys) |\n| `resolveSourceDefinition()` | Resolves a `string \\| SourceDefinition` into a validated definition |\n| `validateSourceDefinition()` | Validates a custom definition (target-table names, required fields) before pipeline entry |\n| `VALID_TABLE_NAME` | Regex governing every importer-owned ETL table name |\n| `redactRecord()` / `redactValue()` | Applies redaction rules before persistence |\n| `sha256()` / `stableJson()` | Stable hash helpers used by the ledger |\n| `HISTORY_IMPORT_SCHEMA_SQL` | SQL schema string for explicit migration flows |\n\nBuilt-in source keys are `claude`, `codex`, `gemini`, `pi`, `opencode`, `antigravity`, `openclaw`, `omp`, `grok`, `agy`, and `deepseek`. The `agy` source scans `~/.gemini/antigravity-cli`, covering both `history.jsonl` and `brain/**` transcripts; conversation `.db` stores under `conversations/` are not imported.\n\nThe `deepseek` source scans `$DSH_HOME/sessions` (falling back to `~/.dsh/sessions`) for `session-<uuid>/` directories containing `session.v3.jsonl` or `session.v3.jsonl.zstd`. Compressed session logs are decompressed through the system `zstd` CLI — zstd must be on `PATH`, else the import fails with an actionable error naming zstd and the file. The session header line is imported as a `meta` row with the session `cwd`; `user/message` and `assistant/message` events map to user/assistant message rows (joined text content, epoch-ms `time` → ISO timestamp, `source.model` when present), while any other plugin-extensible event type (compaction, hooks, titles) is tolerated and skipped; torn crash tails are skipped (`corruptLinePolicy: 'skip'`).\n\n## Installation\n\n```bash\nbun add @gobing-ai/ts-llm-jsonl-importer @gobing-ai/ts-db\n```\n\nThe importer expects a `DbAdapter`-compatible object from `@gobing-ai/ts-db`.\n\n## Basic Import\n\n```ts\nimport { createDbAdapter } from '@gobing-ai/ts-db';\nimport { runJsonlImport } from '@gobing-ai/ts-llm-jsonl-importer';\n\nconst db = await createDbAdapter({ driver: 'bun-sqlite', url: './history-import.db' });\n\nconst result = await runJsonlImport('codex', {\n    db,\n    roots: ['./agent-history'],\n    mode: 'incremental',\n});\n\nresult.importedRecords;\nresult.skippedDuplicates;\n```\n\n`runJsonlImport()` applies the package-owned schema automatically before processing. Use `applyHistoryImportSchema(db)` directly when your application has an explicit migration step.\n\n## Import Modes\n\n| Mode | Behavior |\n| ------ | ---------- |\n| `incremental` | Reads each file from the last imported line checkpoint |\n| `full` | Clears checkpoints for selected files, scans all lines, and still deduplicates by ledger hash |\n| `force-file` | Scans selected files without using the checkpoint, while preserving ledger-based duplicate protection |\n\nAll modes preserve parse and validation issues in the returned `ImportResult`; malformed rows are not inserted.\n\n## Streaming\n\nFor uncompressed JSONL, the importer uses `FileSystem.readFileStream` when available (ADR-021), reading\none line at a time — **O(line) memory** for the line-reading component, so multi-MB or multi-GB history\nfiles need no full-text buffer. Behavior is identical to the previous `readFile` + split approach (same\n`source_line` values, same `ImportResult`).\n\nTwo paths buffer the complete text before line splitting, so their memory scales with the **decompressed\nor file size** rather than the line count:\n\n- `*.jsonl.zstd` files (the `deepseek` source) are decompressed whole through the system `zstd` CLI\n  before splitting.\n- When `readFileStream` is unavailable (e.g. Cloudflare Workers), the importer falls back to\n  `readFile` + split transparently.\n\nThe `O(line)` bound describes the line reader only — registry discovery, checkpoint maps, and ledger\nbatches are outside that claim.\n\n## Cancellation\n\nBoth entry points accept a cooperative `signal` (`AbortSignal`, [Spur feature A21](https://github.com/gobing-ai/spur/blob/main/docs/features/A21_reusable-execution-deadlines-and-unlimited-jobs.md) / [Spur ADR-112](https://github.com/gobing-ai/spur/blob/main/docs/00_ADR.md)):\n\n```ts\nconst controller = new AbortController();\nconst resultPromise = runJsonlImport('codex', {\n    db,\n    roots: ['./agent-history'],\n    mode: 'incremental',\n    signal: controller.signal,\n});\ncontroller.abort(); // cancel from a watchdog, shutdown hook, or deadline\n```\n\nCancellation is cooperative: the signal is checked at safe boundaries — before schema and\ncheckpoint writes, before each source file, and between bounded batches — never inside a\ntransaction. A batch already in flight settles first (its record, ledger, and checkpoint writes\ncommit atomically), then the run rejects with `ImportCancelledError` (a `HistoryImportError`).\nNo invocation-owned write happens after settlement, and incremental resume continues from the\nlast committed checkpoint; a cancelled mid-file run never arms the file-identity short-circuit.\n`runOpenCodeImport` discards queued-but-unissued operations when cancelled, so the OpenCode\nstore stays authoritative for the next run. A cancellation cannot interrupt a synchronous SQLite\ncall mid-flight — the containing process remains the hard fallback for blocking work. Omitting\n`signal` preserves existing behavior.\n\n## Import Specific Files\n\n```ts\nconst result = await runJsonlImport('pi', {\n    db,\n    files: ['/tmp/session-1.jsonl', '/tmp/session-2.jsonl'],\n    mode: 'full',\n    now: () => new Date(),\n});\n```\n\nWhen `files` is provided, roots are ignored. When roots are provided, the importer walks each root and selects files matching the source definition's patterns.\n\n## Redaction\n\nRedaction runs before hashing and persistence, so the ledger hash represents the persisted redacted payload.\n\n```ts\nimport { DEFAULT_REDACTION_RULES, runJsonlImport } from '@gobing-ai/ts-llm-jsonl-importer';\n\nawait runJsonlImport('openclaw', {\n    db,\n    roots: ['./history'],\n    redactionRules: [\n        ...DEFAULT_REDACTION_RULES,\n        { name: 'account-id', pattern: /acct_[a-z0-9]+/gi, replacement: '[REDACTED:account]' },\n    ],\n});\n```\n\nRules are applied recursively to string fields in the normalized record.\n\n## Result Shape\n\n```ts\ninterface ImportResult {\n    source: string;\n    mode: 'incremental' | 'full' | 'force-file';\n    scannedFiles: number;\n    processedLines: number;\n    importedRecords: number;\n    skippedDuplicates: number;\n    parseErrors: ImportIssue[];\n    validationErrors: ImportIssue[];\n    checkpointUpdates: number;\n}\n```\n\nUse `parseErrors` for invalid JSON or non-object rows. Use `validationErrors` for source rows that parse but fail the source definition schema.\n\n## Stored Tables\n\nThe schema contains:\n\n| Table | Purpose |\n| ------- | --------- |\n| `history_import_checkpoint` | Per-source/per-file last imported line |\n| `history_import_ledger` | Stable hash ledger for dedupe and provenance |\n| `history_message` | Typed normalized messages from built-in forensic mappers |\n| `history_tool_call` | Typed normalized tool calls from built-in forensic mappers |\n| `history_etl_<source>` | Redacted payloads for generic/custom definitions; created only after an accepted row targets one |\n\nGeneric ETL tables store normalized payload JSON plus source file, source line, split index, hash, and timestamps.\nSchema setup, empty scans, validation failures, and dry runs do not create empty ETL tables.\nClaude tool results copy native `toolUseResult.durationMs` or `durationSeconds` into `duration_ms`; absent timing\nstays `NULL` and is never inferred from message timestamps.\n\n## Split Records\n\nA source can split one JSONL row into several typed or generic records. Built-in source mappers normalize supported records into `history_message` and `history_tool_call`; custom definitions may target a generic ETL table.\n\n```ts\nconst result = await runJsonlImport('pi', { db, files: ['session.jsonl'], mode: 'full' });\n```\n\nDownstream consumers should treat `source_file`, `source_line`, and `split_index` as the stable provenance tuple.\n\n## Custom Source Definitions\n\nBeyond the built-in source keys, `runJsonlImport()` accepts a fully-specified `SourceDefinition`\nfor any custom agent history format. Unknown strings throw `HistoryImportError`; custom definitions\nare validated before any I/O (target-table names must match `VALID_TABLE_NAME` = `/^history_[a-z_]+$/`,\ncovering `history_etl_*` blob tables and the typed `history_message` / `history_tool_call` tables,\nand required fields must be present).\n\n```ts\nimport { z } from 'zod';\nimport { createDbAdapter } from '@gobing-ai/ts-db';\nimport { runJsonlImport, type SourceDefinition } from '@gobing-ai/ts-llm-jsonl-importer';\n\nconst acme: SourceDefinition = {\n    source: 'acme',\n    displayName: 'Acme Assistant',\n    defaultRoots: ['.acme'],\n    filePatterns: ['*.jsonl'],\n    targetTable: 'history_etl_acme',\n    splitConfig: { mode: 'one-to-one' },\n    fieldMap: { id: 'source_record_id', timestamp: 'created_at', content: 'content' },\n    fieldTransforms: {},\n    schema: z.object({\n        source_record_id: z.string().min(1),\n        created_at: z.string().min(1),\n        content: z.string().min(1),\n    }),\n};\n\nconst db = await createDbAdapter({ driver: 'bun-sqlite', url: './history.db' });\nconst result = await runJsonlImport(acme, { db, roots: ['~/.acme'], mode: 'incremental' });\n```\n\nThe custom `source` name flows through checkpoints, the ledger, and `ImportResult.source` exactly\nlike a built-in key. The importer creates the target ETL table on demand if it does not exist\n(idempotent `CREATE TABLE IF NOT EXISTS`), so built-in tables are unaffected.\n\n## Skill-Call Capability Facts (E93)\n\n`history_skill_call` classifies every observed skill invocation with four nullable facts plus a\nstable identity:\n\n- `invocation_id` — content-hash identity over `(source, session, kind, id, ordinal, file, line)`;\n  correlated representations of one invocation (e.g. a codex `$skill` marker plus its companion\n  `<skill>` block) share one id.\n- `capability_kind` — `skill`, `command`, or `subagent` — where the invocation's target artifact\n  was resolved to (native classification first, then a unique supplied origin; `NULL` when unknown).\n- `origin_identity` — the origin index identity for the resolved artifact.\n- `evidence_kind` — `load` (skill observed executing/loaded), `request` (command spelled by the\n  user), or `delegation` (agent-to-agent subagent dispatch).\n- `status` — `unknown` until a paired tool result rides the row (`ok`/`error`) or the harness\n  wrapper itself is the verified injection.\n\nCapability classification never infers from name spelling alone: a `$sp-dev-run` marker without a\nmatching command record or skill block classifies as unknown. Pass a verified origin index to make\nresolved origins part of the import contract (invalid entries reject the run before any write):\n\n```ts\nconst result = await runJsonlImport('codex', {\n    db,\n    files,\n    mode: 'incremental',\n    capabilityOrigins: [\n        {\n            source: 'codex',\n            skillName: 'sp:dev-run',\n            skillPath: '/skills/sp-dev-run/SKILL.md',\n            artifactDigest: sha256Text(body.trim()),\n            capabilityKind: 'skill',\n            originIdentity: 'sp/src/skills/dev-run',\n        },\n    ],\n});\n```\n\nDigest mismatches and conflicting origin entries never cause a silent guess: the row classifies as\nunknown and the run reports a bounded, deduplicated validation finding. Shell reads of `SKILL.md`\nfiles (`cat`, `sed -n '<range>p'`) inside tool payloads — including nested\n`tools.exec_command({cmd: ...})` literals — surface as implicit loads. Results may arrive in a later\nincremental run; pairing falls back to the database and upgrades the existing row in place.\n\n## Boundary Notes\n\n- This package imports JSONL files and writes importer-owned tables; it does not model conversations, turns, tool calls, or analytics semantics.\n- Source definitions are the normalization boundary. Downstream applications own domain-specific interpretation of ETL rows.\n- The importer never stores raw malformed rows. Parse and validation failures are reported in memory through `ImportResult`.\n","readmeFilename":"README.md"}