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- 复制 reader-digest-flow skill 到 skills/ 目录（含 SKILL.md + references/） - README 新增 Agent Skill 章节说明供 Agent 使用的工作流
49 lines
2.8 KiB
Markdown
49 lines
2.8 KiB
Markdown
# Content Extraction Pipeline
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How the pipeline turns FreshRSS items into extractable article text.
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## Core Rule: FreshRSS items never re-fetch the original URL
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**FreshRSS is an RSS-only upstream.** The pipeline *never* makes an HTTP request to the original article URL for a FreshRSS item. This is enforced by `RSS_ONLY_UPSTREAMS = {"freshrss"}` in `pipeline.py`.
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The only exception: non-FreshRSS upstreams (future sources that don't set `upstream: freshrss`) may trigger `fetch_html()` as a fallback.
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## Content source priority chain
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`content_loader.py` tries sources in this order, using the **first one with ≥500 readable characters**:
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| Priority | Source | Meaning |
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|----------|--------|---------|
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| 1 | `raw_html` | HTML pre-injected via `ExtractionInput.raw_html`. Rarely used in normal FreshRSS runs. |
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| 2 | `item.raw_content` | RSS `<content:encoded>` — the full article body. Some feeds provide this; many don't. |
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| 3 | `item.raw_summary` | RSS `<description>` — the summary/snippet field. **This is the most common source in current runs.** |
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| 4 | `rss_content` | RSS content from non-item sources. |
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| — | `none` | Nothing usable → raises `RSS_CONTENT_MISSING` for FreshRSS items (because fetch is skipped). |
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## How `content_source` maps to actual text quality
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The `content_source` field in every `item-XX.extracted.json` tells you what the pipeline actually used:
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- **`item.raw_content`** → Full article text from RSS `<content:encoded>`. Best quality, same as reading the original page.
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- **`item.raw_summary`** → RSS summary/description only. **Not the full article.** Length varies wildly by source (300-2000 chars typical). The AI summary is based on this snippet, not the complete text.
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- **`rss_content`** → From standalone RSS content. Quality depends on the feed.
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- **`fetched_html`** → HTML fetched from the original URL (**never happens for FreshRSS**; only for non-FreshRSS upstreams).
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## What this means for digest quality
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If you see `content_source: item.raw_summary` in the extracted files (current norm), the AI is summarizing from a **feed summary/snippet**, not the full article body. Articles that seem shallow in the daily digest may simply have short RSS descriptions.
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To improve quality: either find feeds that provide full `<content:encoded>`, or switch the feed source to a system that provides full-text RSS (e.g., RSS-proxy with full-text extraction, or a third-party service like FiveFilters).
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## Quick check
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```bash
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# Check content_source for latest run
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grep -h "content_source" outputs/freshrss/rerun/*/extracted/item-*.json | sort | uniq -c
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```
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## Relevant code paths
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- `src/summary_mcp/core/pipeline.py` — `RSS_ONLY_UPSTREAMS`, `_should_skip_fetch()`, `extract_content()`
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- `src/summary_mcp/core/content_loader.py` — `choose_inline_content()` priority chain, `fetch_html()` (never called for FreshRSS)
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