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A trace is the full record of one agent run: every message, tool call, and step that shares one `conversation_id` (the trace ID).\n\n## Install\n\n```bash\nnpm install -g @moda-ai/cli\n```\n\nOr use without installing:\n\n```bash\nnpx -p @moda-ai/cli moda overview\n```\n\n## Setup\n\nRun the wizard to authenticate, pick an org, and provision an API key:\n\n```bash\nmoda init\n```\n\nOr set the key manually:\n\n```bash\nexport MODA_API_KEY=\"moda_sk_...\"\n```\n\nGet your API key from [moda.dev/settings](https://moda.dev/settings).\n\n## Diagnostics\n\n`moda doctor --online` checks configuration and cloud data flow. Experimental\nharness report citations, approval, and report sync do not affect normal doctor\nor status health; use the explicit harness commands to validate those reports.\nThe legacy `status.harnessReport` JSON field is retained as `skipped`. Source\nfolder presence is not evidence of SDK initialization, so doctor does not warn\nabout instrumentation solely because a `src` or `app` directory exists. Verify\nyour integration with a fresh application conversation and `moda audit`.\n\n## Usage\n\nFind things by meaning, then drill in:\n\n```bash\nmoda search \"user wants a refund\" --mode=semantic  # Semantic/keyword/hybrid message search\nmoda search \"stripe.charges.create\" --mode=keyword # Exact identifiers, incl. tool calls\nmoda search \"checkout\" --include-tool-io           # Search tool inputs/outputs too\nmoda context <conversation_id> --msg-index=5       # Read the exact turn\nmoda audit <conversation_id|trace_id>              # Raw span audit (trace ID or OTLP trace_id)\n```\n\nProduction intelligence:\n\n```bash\nmoda overview --days-back=30                     # Health briefing (KPIs, clusters, activity)\nmoda ask \"what should I fix first?\"              # Grounded answer with evidence\nmoda investigate                                 # Ranked issues worth fixing\nmoda problems                                    # Cross-signal Problems by root cause\nmoda problem <problem_id>                        # One Problem: full dossier\nmoda problem <problem_id> --evidence             #   ...attribution evidence (keyset paged)\nmoda problem <problem_id> --reports              #   ...investigation reports\nmoda problem <problem_id> --traces               #   ...affected traces\nmoda problem-feedback <problem_id> --action=mark_fixed   # Close the loop from the terminal\nmoda problem-linear <problem_id>                 # The Problem's Linear issue (key, state, URL)\nmoda problem-linear-file <problem_id>            # File it in Linear (needs Integrations -> Linear)\n```\n\nSignals:\n\n```bash\nmoda emotions --family=confusion                 # Multi-family emotion detections\nmoda hallucinations --kind=contradicted          # Grounding: contradicted/verified outputs\nmoda frustrations --include-window --window=1    # Legacy single-family frustration view\nmoda tool-failures                               # Tool failure overview\nmoda tool-failure-detail <tool_name> --include-window\nmoda step-scores <conversation_id>               # Graph-PRM per-step reward curves\n```\n\nTraces, clusters, memory:\n\n```bash\nmoda traces --search=\"error\" --environment=production\nmoda cluster-traces <node_id>                    # Traces assigned to one cluster node\nmoda clusters                                    # Walk the topic hierarchy\nmoda clusters --search=\"billing disputes\"        # Find a cluster by meaning\nmoda world-state <conversation_id>               # Agent memory (slots/threads/events)\nmoda world-state <id> --snapshot --msg-index=42  # What the agent believed at turn 42\nmoda world-state <id> --replay --message-count=50  # State evolution frame by frame\n```\n\nLive tail (one JSON line per new item — `tail -f` for your agent):\n\n```bash\nmoda tail                                        # New traces, every 15s\nmoda tail --signal=all --interval=30             # Traces + emotion detections\n```\n\nLegacy aliases (same behavior, kept for existing scripts): `moda conversations` = `moda traces`,\n`moda cluster-conversations` = `moda cluster-traces`, `--conversations` = `--traces`\n(`moda problem`, `moda prompts ab`), `--signal=conversations` = `--signal=traces`.\n\nPrompt management:\n\n```bash\nmoda prompts init                                # Create .moda/prompts.yml\nmoda prompts status                              # Read-only local prompt status\nmoda prompts sync                                # Upload changed prompt versions\nmoda prompts promote support.triage --label=prod --version=pver_abc123\n```\n\nFeedback:\n\n```bash\nmoda feedback \"cluster label looks wrong\" --category=bad_cluster_label\n```\n\nOutput adapts to where it runs: piped/CI/agent environments get schema-versioned\nJSON (`moda.agent.v1`), an interactive terminal gets human prose. Force a mode\nwith `--json`, `--agent`, or `--human`. In JSON modes, pipe to `jq`:\n\n```bash\nmoda overview | jq '.data.metrics'\nmoda frustrations | jq '.data.frustrations[].primary_cause'\n```\n\nEvery command supports `moda <command> --help` for scoped usage, and\n`moda manifest --json` describes the full machine protocol (commands, exit\ncodes, event schema) for agents.\n\n## Prompt Management\n\nPrompt management is code-first. Keep existing files and inline definitions in\nplace. The CLI resolves selected sources without importing or executing your app.\nExisting `prompts/**/*.prompt.md` and `prompts/**/*.prompt.json` projects continue\nto work unchanged.\n\n```bash\n# Discover prompt sources and preview the sync without saving local state.\nmoda prompts sync --dry-run\n# Run prompt-specific discovery, upload verified definitions, and save mappings.\nmoda prompts sync\n# Optionally investigate unresolved sources with an installed coding agent.\nmoda prompts sync --analyst=claude\n# Sync only configured sources, without discovery.\nmoda prompts sync --no-analyze\n```\n\nEvery sync reuses the prompt-specific harness analyzer. It discovers candidates\nlocally, then uses an installed Claude Code, Codex, or Cursor CLI to follow\nunresolved relationships and repair mappings. A separate agent session reviews\nnew candidates. Source resolution reads the actual files; agent-written prompt\ntext never becomes registry content. Uncertain candidates remain pending and\nare reported separately from sources eligible for sync.\n\nUse `--analyst=local-scan` or `--assist=none` to disable agent calls, or\n`--no-analyze` to sync only configured sources. Existing mappings remain\nauthoritative. Successful sync saves new accepted mappings in\n`.moda/prompts.yml`, preserving existing keys, legacy metadata, and negative\n`prompt_paths` patterns. Builders are stored as source definitions, not as\nclaims about their rendered runtime text.\n\nA plain `--dry-run` uses deterministic discovery. Add `--analyst=claude`,\n`--analyst=codex`, `--analyst=cursor`, or `--analyst=auto` to preview agent-assisted\ndiscovery without saving the manifest, lockfile, or registry versions. Agent\ninvestigations have no fixed wall-clock timeout and consume the installed\nagent's usage; interrupt the command to cancel. Sync prints scan and verification\nprogress to stderr, including periodic analyst heartbeats while waiting. JSON\nresults on stdout remain unchanged; `--quiet` suppresses progress and\n`--agent --stream` delivers progress as structured events.\n\n`--watch` starts with analysis and then watches mapped definitions; re-run sync\nto discover new sources that do not affect an existing mapping. You can also\nrun `harness analyze --experimental --concern=prompts` and import its report\nwith `prompts init --from-harness=<report>`. Discovery reports partial coverage:\nfinding a prompt fragment does not prove that every composition or model call\nhas been covered.\n\nPrompt discovery keeps semantic role separate from mechanical extraction kind.\nIndependent review can classify a source as an authored definition, builder,\nprompt transport, runtime context, non-prompt, or uncertain even when the\nresolver stored it as text, messages, template, or builder. Usage is tracked\nseparately as active, conditional, display-only, or unknown, with an endpoint\nverification flag. Automatic code/configuration registration requires an authored\ndefinition or builder with independently reviewed active or conditional model use\nand a local consumer citation. Custom framework hooks can qualify without a\nrecognized SDK binding. Consumer relationships are semantic reviewer judgments,\nnot deterministic dataflow proofs; locally valid citations alone do not establish\nmodel use. The separate `endpointVerified` flag reports SDK provenance. Display-only sources stay visible as related; sources\nwith unknown use remain pending. Helpers that forward prompt configuration or carry\nruntime context are retained as related discovery candidates and diagnostics,\nbut are not synced as prompt sources. Builder provenance remains the source\nmapping and dependency evidence, so discovery does not claim complete\nwhole-codebase classification.\n\nThe reviewer receives the complete parser-selected definition and can inspect\nsurrounding relationships. Its definition citations, source hash, and source\nstability are checked locally. Malformed review JSON gets one format-only repair\nattempt; a repair that changes an already stated role or decision stays pending.\n\nBefore uploading, sync checks statically resolvable JavaScript/TypeScript lookups\ninto the repository's `.moda/prompts.lock.json`. A missing key stops the upload\nand reports its source location. Preserve a stable runtime key by assigning it\nto the intended source mapping, or update the lookup to the selected mapping key.\nDynamic lookups and other languages are not exhaustively checked; attribution\ncoverage remains partial. A real sync with candidates but no eligible sources\nexits nonzero after printing discovery diagnostics; dry runs remain previews.\n\nConfigured mappings remain authoritative. To clean up sources previously\nregistered in error, remove their entries from `.moda/prompts.yml` and sync with\n`--allow-untrack`. This removes local tracking, not historical registry versions.\n\nYou can also configure `.moda/prompts.yml` directly:\n\n```yaml\nversion: 2\nprompt_paths:\n  - instructions/**/*.txt\n  - '!instructions/archive/**'\nsources:\n  - key: support.system\n    path: src/agent.ts\n    selector:\n      symbol: SYSTEM_PROMPT\n  - key: support.policy\n    path: config/agents.yaml\n    selector:\n      pointer: /support/prompt\n  - key: support.build\n    path: src/prompt.py\n    selector:\n      symbol: build_prompt\n    kind: builder\n    dependencies:\n      - path: config/policy.txt\n```\n\nSelectors support named TypeScript/JavaScript/Python definitions and JSON Pointer\nselection in JSON/YAML. Python resolution requires `python3`; the helper parses\nASTs without importing customer modules. Static literals and supported constant\ncompositions become text or messages. Templates retain placeholders. Functions,\nunsupported expressions, and runtime composition remain builder definitions with\nsource/dependency fingerprints and explicit incomplete coverage. Builders and\ntemplates cannot be replayed as plain prompt text; execute the application's\nbuilder and attribute the resulting model call to its registry version.\n\nJSON definitions accept `content`, `systemPrompt`, or `messages`, with `template`\nas a fallback when none supplies usable text. Explicit mappings are required for\nambiguous definitions. Exact file paths and globs are honored; duplicate keys,\nmissing selectors, unsafe paths, and malformed manifests fail before upload.\n\n`status` and `diff` are read-only. `sync` uploads changed versions and atomically\nwrites `.moda/prompts.lock.json` only after validating the response and rechecking\nlocal sources. A failed sync preserves the prior lock. Removing a tracked source\nrequires `--allow-untrack`; this removes its local lock entry, not remote versions.\n`promote` moves a remote `dev`, `staging`, or `prod` label.\n\nUse the lock entry's `{ key, promptId, versionId }` to attribute runtime calls.\nActual rendered messages belong in traces; request data should not produce a new\nregistry definition on each call. Plain renderable definitions can use the SDK:\n\n```typescript\nconst rendered = Moda.prompt(\"support.triage\").render({\n  ticket: { text: userMessage },\n});\n```\n\n```python\nrendered = moda.prompt(\"support.triage\").render({\n    \"ticket\": {\"text\": user_message},\n})\n```\n\n## Anchors and message windows\n\nRows returned by `moda frustrations` and `moda tool-failure-detail` carry\na top-level `anchor` block naming the exact turn the event fired on:\n\n```json\n// frustrations\n{ \"kind\": \"frustration\",  \"conversation_id\": \"...\", \"msg_index\": 12,\n  \"signal\": \"exasperation\", \"quote_preview\": \"...\", \"all_turns\": [...],\n  \"no_anchor\": false }\n\n// tool-failure-detail examples\n{ \"kind\": \"tool_failure\",  \"conversation_id\": \"...\", \"msg_index\": 7,\n  \"tool_name\": \"search\", \"tool_use_id\": \"...\",\n  \"error_subtype\": \"SEARCH_NO_RESULTS\", \"no_anchor\": false }\n```\n\n`msg_index` is the 0-indexed turn where the breakage happened. For\nfrustrations it's derived from `key_turns[0]` (the same turn the API centers\nthe embedded window on), falling back to `user_quotes[0].turn` when\n`key_turns` is empty. `no_anchor: true` means no anchor could be derived for\nthat row.\n\nBoth commands accept two flags to inline a message window per row:\n\n| Flag | Default | Description |\n|------|---------|-------------|\n| `--include-window` | off | Attach a `window` field with the message slice centered on the anchor |\n| `--window=N` | `1` | Half-width (1–5). `--window=1` ⇒ 3 messages total (anchor ± 1) |\n\n## Environment Variables\n\n| Variable | Required | Default | Description |\n|----------|----------|---------|-------------|\n| `MODA_API_KEY` | Yes | -- | Your Moda API key (`moda_sk_...`) |\n| `MODA_BASE_URL` | No | `https://moda.dev` | Base URL for the Data API |\n\n## Documentation\n\n- [CLI Reference](https://docs.moda.dev/data-api/cli)\n- [Data API Overview](https://docs.moda.dev/data-api/overview)\n- [Quickstart](https://docs.moda.dev/quickstart)\n\n## License\n\nMIT\n","readmeFilename":"README.md"}