# Send Insight Engine to your agent Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually. ## Fast path - Download the package from Yavira. - Extract it into a folder your agent can access. - Paste one of the prompts below and point your agent at the extracted folder. ## Suggested prompts ### New install ```text I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete. ``` ### Upgrade existing ```text I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run. ``` ## Machine-readable fields ```json { "schemaVersion": "1.0", "item": { "slug": "insight-engine", "name": "Insight Engine", "source": "tencent", "type": "skill", "category": "效率提升", "sourceUrl": "https://clawhub.ai/nissan/insight-engine", "canonicalUrl": "https://clawhub.ai/nissan/insight-engine", "targetPlatform": "OpenClaw" }, "install": { "downloadUrl": "/downloads/insight-engine", "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=insight-engine", "sourcePlatform": "tencent", "targetPlatform": "OpenClaw", "packageFormat": "ZIP package", "primaryDoc": "SKILL.md", "includedAssets": [ "SKILL.md", "references/architecture.md", "scripts/prompts/daily_analyst.md", "scripts/prompts/monthly_analyst.md", "scripts/prompts/weekly_analyst.md", "scripts/src/__init__.py" ], "downloadMode": "redirect", "sourceHealth": { "source": "tencent", "slug": "insight-engine", "status": "healthy", "reason": "direct_download_ok", "recommendedAction": "download", "checkedAt": "2026-04-30T04:41:59.732Z", "expiresAt": "2026-05-07T04:41:59.732Z", "httpStatus": 200, "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=insight-engine", "contentType": "application/zip", "probeMethod": "head", "details": { "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=insight-engine", "contentDisposition": "attachment; filename=\"insight-engine-1.0.4.zip\"", "redirectLocation": null, "bodySnippet": null, "slug": "insight-engine" }, "scope": "item", "summary": "Item download looks usable.", "detail": "Yavira can redirect you to the upstream package for this item.", "primaryActionLabel": "Download for OpenClaw", "primaryActionHref": "/downloads/insight-engine" }, "validation": { "installChecklist": [ "Use the Yavira download entry.", "Review SKILL.md after the package is downloaded.", "Confirm the extracted package contains the expected setup assets." ], "postInstallChecks": [ "Confirm the extracted package includes the expected docs or setup files.", "Validate the skill or prompts are available in your target agent workspace.", "Capture any manual follow-up steps the agent could not complete." ] } }, "links": { "detailUrl": "https://openagent3.xyz/skills/insight-engine", "downloadUrl": "https://openagent3.xyz/downloads/insight-engine", "agentUrl": "https://openagent3.xyz/skills/insight-engine/agent", "manifestUrl": "https://openagent3.xyz/skills/insight-engine/agent.json", "briefUrl": "https://openagent3.xyz/skills/insight-engine/agent.md" } } ``` ## Documentation ### insight-engine Data-driven insights from operational logs: collect → stats → LLM interpretation → Notion. ### Architecture collect (Python stats only) ├── Langfuse OTEL traces/scores/observations ├── OpenClaw/gateway logs ├── Git activity └── Control plane scores ↓ build_*_data_packet() ← all stats computed in Python before LLM call ↓ call_claude(system_prompt, structured_json) ← LLM interprets, doesn't compute ↓ write_*_reflection() → Notion See references/architecture.md for full design rationale. ### Quick start # Install deps pip install anthropic requests pyyaml # Configure cp scripts/config/analyst.yaml.example config/analyst.yaml # Edit config/analyst.yaml — set langfuse URL, notion IDs, model choices # Dry run (local Ollama, no Notion write) python3 scripts/src/engine.py --mode daily --dry-run # Print data packet + prompt to stdout (for agent consumption, no API calls) python3 scripts/src/engine.py --mode daily --data-only # Live run python3 scripts/src/engine.py --mode daily python3 scripts/src/engine.py --mode weekly python3 scripts/src/engine.py --mode monthly ### Required env vars ANTHROPIC_API_KEY=sk-ant-... # Anthropic API key NOTION_API_KEY=secret_... # Notion integration token LANGFUSE_BASE_URL=http://localhost:3100 # Langfuse server URL LANGFUSE_PUBLIC_KEY=pk-lf-... # Langfuse public key LANGFUSE_SECRET_KEY=sk-lf-... # Langfuse secret key NOTION_ROOT_PAGE_ID= # Root Notion page for reports NOTION_DAILY_DB_ID= # Notion database for daily entries Or configure in config/analyst.yaml. ### Key design principles Stats before LLM — Python computes all numbers. The LLM interprets, doesn't aggregate. Citation-enforcing prompts — System prompts require every claim to cite a specific number. No hallucinated trends — < 7 data points → report "insufficient data (n=X)" Dry-run mode — Uses local Ollama (free) to preview output; skip Notion write. Data-only mode — Outputs the full data packet + prompts for agent/subagent use. ### Cron setup (LaunchAgent example) StartCalendarInterval Hour23 Minute0 ProgramArguments /usr/bin/python3 /path/to/insight-engine/scripts/src/engine.py --modedaily ### Extending to new data sources Add a collector in scripts/src/collectors/: Create my_source.py with a fetch_*() function returning a plain dict Import and call it in build_daily_data_packet() in engine.py Reference the new key in prompts/daily_analyst.md under "Data sources" ### See also references/architecture.md — full design rationale and layer descriptions scripts/prompts/daily_analyst.md — system prompt with citation rules scripts/config/analyst.yaml.example — config template ## Trust - Source: tencent - Verification: Indexed source record - Publisher: nissan - Version: 1.0.3 ## Source health - Status: healthy - Item download looks usable. - Yavira can redirect you to the upstream package for this item. - Health scope: item - Reason: direct_download_ok - Checked at: 2026-04-30T04:41:59.732Z - Expires at: 2026-05-07T04:41:59.732Z - Recommended action: Download for OpenClaw ## Links - [Detail page](https://openagent3.xyz/skills/insight-engine) - [Send to Agent page](https://openagent3.xyz/skills/insight-engine/agent) - [JSON manifest](https://openagent3.xyz/skills/insight-engine/agent.json) - [Markdown brief](https://openagent3.xyz/skills/insight-engine/agent.md) - [Download page](https://openagent3.xyz/downloads/insight-engine)