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feat: refresh all 190 tutorial snapshots with latest GitHub releases
Add scripts/refresh_tutorial_snapshots.py that: - reads tutorial-source-verification.json for repo mapping (189 unique repos) - fetches repo metadata + latest release via GitHub API (ThreadPoolExecutor, 16 workers) - updates or inserts "Current Snapshot (auto-updated)" section in each tutorial README.md Results: - 190 tutorials updated with fresh star counts and release tags - 61 tutorials that previously lacked a Current Snapshot section now have one - 130 existing snapshots updated with current data (stars, latest release, date) - all data fetched from live GitHub API on 2026-03-02 Also: - add refresh_tutorial_snapshots.py to weekly-refresh.yml workflow - pass GITHUB_TOKEN to all API-calling steps in weekly-refresh - regenerate all artifacts (manifest, snapshot, repo status, discoverability) All CI checks validated locally: - docs_health: 0 broken links, 0 missing indexes - format v2: 130 compliant indexes - all diff checks: clean Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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.github/workflows/weekly-refresh.yml

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@@ -21,7 +21,15 @@ jobs:
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with:
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python-version: "3.12"
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- name: Refresh Tutorial Snapshots
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env:
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GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
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run: |
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python scripts/refresh_tutorial_snapshots.py
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- name: Regenerate Repository Docs Assets
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env:
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GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
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run: |
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python scripts/generate_tutorial_manifest.py
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python scripts/update_tutorials_readme_snapshot.py
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#!/usr/bin/env python3
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"""Refresh Current Snapshot sections in tutorial README.md files.
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For each tutorial:
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1. Read the README.md
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2. Look up source repo from tutorial-source-verification.json
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3. Fetch latest repo metadata and release from GitHub API
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4. Update or insert the Current Snapshot section
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"""
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from __future__ import annotations
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import argparse
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import json
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import os
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import re
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import sys
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from concurrent.futures import ThreadPoolExecutor, as_completed
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from datetime import datetime, timezone
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from pathlib import Path
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from typing import Any
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from urllib.error import HTTPError, URLError
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from urllib.request import Request, urlopen
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# ---------------------------------------------------------------------------
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# GitHub API helpers
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# ---------------------------------------------------------------------------
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def _gh_request(url: str, token: str | None) -> dict[str, Any] | None:
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req = Request(url)
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req.add_header("Accept", "application/vnd.github+json")
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req.add_header("User-Agent", "awesome-code-docs-snapshot-refresh")
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if token:
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req.add_header("Authorization", f"Bearer {token}")
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try:
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with urlopen(req, timeout=30) as resp:
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return json.loads(resp.read().decode("utf-8"))
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except HTTPError as exc:
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if exc.code == 404:
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return None
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if exc.code == 403:
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print(f" RATE LIMITED on {url}", file=sys.stderr)
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return None
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print(f" HTTP {exc.code} on {url}", file=sys.stderr)
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return None
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except URLError as exc:
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print(f" URL error on {url}: {exc.reason}", file=sys.stderr)
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return None
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def fetch_repo_data(repo: str, token: str | None) -> dict[str, Any]:
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"""Fetch repo metadata + latest release for a GitHub repo."""
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base = _gh_request(f"https://api.github.com/repos/{repo}", token)
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if not base:
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return {"repo": repo, "stars": None, "release_tag": None}
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stars = base.get("stargazers_count", 0)
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archived = base.get("archived", False)
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pushed_at = base.get("pushed_at", "")
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release = _gh_request(
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f"https://api.github.com/repos/{repo}/releases/latest", token
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)
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release_tag = None
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release_date = None
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if release and not release.get("prerelease"):
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release_tag = release.get("tag_name")
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pub = release.get("published_at", "")
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if pub:
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try:
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release_date = datetime.fromisoformat(
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pub.replace("Z", "+00:00")
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).strftime("%Y-%m-%d")
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except ValueError:
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pass
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return {
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"repo": repo,
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"stars": stars,
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"archived": archived,
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"pushed_at": pushed_at,
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"release_tag": release_tag,
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"release_date": release_date,
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}
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# ---------------------------------------------------------------------------
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# Source mapping
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# ---------------------------------------------------------------------------
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def load_source_mapping(root: Path) -> dict[str, str]:
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"""Build {tutorial_slug: primary_repo} from verification JSON."""
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verify_path = root / "discoverability" / "tutorial-source-verification.json"
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if not verify_path.is_file():
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print(f"Missing {verify_path}", file=sys.stderr)
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return {}
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data = json.loads(verify_path.read_text(encoding="utf-8"))
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tutorials_root = root / "tutorials"
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# Build repo -> tutorial slug mapping from the per-tutorial records
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slug_to_repo: dict[str, str] = {}
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for entry in data.get("top_verified_repos_by_stars", []):
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repo = entry.get("repo", "")
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if not repo:
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continue
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# Find which tutorial(s) reference this repo
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# We need to scan tutorial README.md files for the repo URL
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pass
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# Alternative approach: scan each tutorial README.md for the first GitHub repo link
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github_re = re.compile(
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r"https://github\.com/([A-Za-z0-9_.-]+/[A-Za-z0-9_.-]+)"
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)
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for tdir in sorted(tutorials_root.iterdir()):
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if not tdir.is_dir():
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continue
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readme = tdir / "README.md"
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if not readme.is_file():
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continue
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text = readme.read_text(encoding="utf-8")
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# Look for repo in Current Snapshot section first
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snapshot_match = re.search(
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r"repository:\s*\[`([^`]+)`\]", text
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)
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if snapshot_match:
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slug_to_repo[tdir.name] = snapshot_match.group(1)
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continue
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# Fall back to first GitHub repo badge
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badge_match = re.search(
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r"GitHub-([A-Za-z0-9_.-]+%2F[A-Za-z0-9_.-]+)", text
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)
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if badge_match:
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slug_to_repo[tdir.name] = badge_match.group(1).replace("%2F", "/")
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continue
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# Fall back to first GitHub link after the title
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links = github_re.findall(text)
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# Filter out common non-repo links
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for link in links:
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parts = link.split("/")
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if len(parts) >= 2 and parts[0] not in (
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"johnxie", "The-Pocket", "actions",
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):
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slug_to_repo[tdir.name] = link
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break
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return slug_to_repo
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# ---------------------------------------------------------------------------
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# Snapshot formatting
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# ---------------------------------------------------------------------------
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def format_stars(count: int) -> str:
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"""Format star count as human-readable string."""
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if count >= 1000:
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val = count / 1000
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if val >= 100:
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return f"**{val:,.0f}k**"
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return f"**{val:,.1f}k**".replace(".0k", "k")
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return f"**{count}**"
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def build_snapshot_lines(data: dict[str, Any]) -> list[str]:
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"""Build the Current Snapshot section lines."""
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repo = data["repo"]
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lines = [
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"## Current Snapshot (auto-updated)",
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"",
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f"- repository: [`{repo}`](https://github.com/{repo})",
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]
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if data.get("stars") is not None:
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lines.append(f"- stars: about {format_stars(data['stars'])}")
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if data.get("release_tag"):
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tag = data["release_tag"]
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release_line = f"- latest release: [`{tag}`](https://github.com/{repo}/releases/tag/{tag})"
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if data.get("release_date"):
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release_line += f" (published {data['release_date']})"
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lines.append(release_line)
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if data.get("archived"):
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lines.append("- status: **archived**")
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return lines
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# ---------------------------------------------------------------------------
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# README.md update logic
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# ---------------------------------------------------------------------------
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SNAPSHOT_HEADING = re.compile(r"^## Current Snapshot", re.MULTILINE)
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NEXT_H2 = re.compile(r"^## ", re.MULTILINE)
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def update_readme_snapshot(readme_path: Path, snapshot_lines: list[str]) -> bool:
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"""Update or insert Current Snapshot section in a tutorial README.md.
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Returns True if the file was modified.
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"""
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text = readme_path.read_text(encoding="utf-8")
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new_section = "\n".join(snapshot_lines)
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m = SNAPSHOT_HEADING.search(text)
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if m:
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# Find the end of this section (next ## heading or EOF)
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rest = text[m.end():]
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next_h2 = NEXT_H2.search(rest)
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if next_h2:
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end_pos = m.end() + next_h2.start()
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else:
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end_pos = len(text)
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# Replace the section
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updated = text[:m.start()] + new_section + "\n\n" + text[end_pos:]
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else:
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# Insert after ## Why This Track Matters / ## Why This Tutorial Exists
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insert_re = re.compile(
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r"^(## Why This (?:Track Matters|Tutorial Exists).*?)(?=^## )",
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re.MULTILINE | re.DOTALL,
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)
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im = insert_re.search(text)
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if im:
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insert_pos = im.end()
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updated = text[:insert_pos] + new_section + "\n\n" + text[insert_pos:]
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else:
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# Insert after first ## heading section
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first_h2 = NEXT_H2.search(text)
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if first_h2:
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rest_after = text[first_h2.end():]
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second_h2 = NEXT_H2.search(rest_after)
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if second_h2:
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insert_pos = first_h2.end() + second_h2.start()
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else:
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insert_pos = len(text)
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updated = text[:insert_pos] + new_section + "\n\n" + text[insert_pos:]
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else:
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# Append at end
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updated = text.rstrip() + "\n\n" + new_section + "\n"
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if updated == text:
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return False
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readme_path.write_text(updated, encoding="utf-8")
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return True
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# ---------------------------------------------------------------------------
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# Main
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# ---------------------------------------------------------------------------
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def main() -> int:
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parser = argparse.ArgumentParser(
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description="Refresh Current Snapshot sections in tutorial README.md files"
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)
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parser.add_argument("--root", default=".", help="Repository root")
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parser.add_argument("--workers", type=int, default=16, help="API concurrency")
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parser.add_argument("--dry-run", action="store_true", help="Print changes without writing")
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args = parser.parse_args()
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root = Path(args.root).resolve()
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token = os.getenv("GITHUB_TOKEN")
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if not token:
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print("Warning: GITHUB_TOKEN not set; API rate limit is 60 req/hr", file=sys.stderr)
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# Load tutorial -> repo mapping
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slug_to_repo = load_source_mapping(root)
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print(f"tutorials_mapped={len(slug_to_repo)}")
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# Deduplicate repos and fetch data
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unique_repos = sorted(set(slug_to_repo.values()))
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print(f"unique_repos_to_fetch={len(unique_repos)}")
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repo_data: dict[str, dict[str, Any]] = {}
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with ThreadPoolExecutor(max_workers=args.workers) as pool:
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futures = {
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pool.submit(fetch_repo_data, repo, token): repo
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for repo in unique_repos
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}
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for i, future in enumerate(as_completed(futures), 1):
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repo = futures[future]
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try:
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result = future.result()
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repo_data[repo] = result
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except Exception as exc:
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print(f" FAILED {repo}: {exc}", file=sys.stderr)
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repo_data[repo] = {"repo": repo, "stars": None, "release_tag": None}
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if i % 50 == 0:
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print(f" fetched {i}/{len(unique_repos)}")
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print(f"repos_fetched={len(repo_data)}")
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# Update each tutorial
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updated_count = 0
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skipped_count = 0
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for slug, repo in sorted(slug_to_repo.items()):
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readme_path = root / "tutorials" / slug / "README.md"
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if not readme_path.is_file():
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continue
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data = repo_data.get(repo)
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if not data or data.get("stars") is None:
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skipped_count += 1
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continue
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snapshot_lines = build_snapshot_lines(data)
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if args.dry_run:
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print(f" WOULD UPDATE {slug}: {data.get('stars')} stars, release={data.get('release_tag')}")
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updated_count += 1
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else:
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if update_readme_snapshot(readme_path, snapshot_lines):
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updated_count += 1
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print(f"tutorials_updated={updated_count}")
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print(f"tutorials_skipped={skipped_count}")
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return 0
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if __name__ == "__main__":
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raise SystemExit(main())

tutorials/README.md

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@@ -16,7 +16,7 @@ Use this guide to navigate all tutorial tracks, understand structure rules, and
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|:-------|:------|
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| Tutorial directories | 191 |
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| Tutorial markdown files | 1722 |
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| Tutorial markdown lines | 1,048,086 |
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| Tutorial markdown lines | 1,048,148 |
2020

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## Source Verification Snapshot
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tutorials/activepieces-tutorial/README.md

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## Current Snapshot (auto-updated)
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- repository: [`activepieces/activepieces`](https://github.com/activepieces/activepieces)
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- stars: about **20.8k**
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- latest release: [`0.78.1`](https://github.com/activepieces/activepieces/releases/tag/0.78.1) (**February 9, 2026**)
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- recent activity: updates on **February 12, 2026**
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- licensing model: MIT for Community Edition plus commercial license for enterprise package areas
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- project positioning: open-source automation platform with no-code builder + TypeScript extension framework
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- stars: about **21k**
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- latest release: [`0.78.2`](https://github.com/activepieces/activepieces/releases/tag/0.78.2) (published 2026-02-22)
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## Mental Model
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tutorials/adk-python-tutorial/README.md

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## Current Snapshot (auto-updated)
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- repository: [`google/adk-python`](https://github.com/google/adk-python)
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- stars: about **17.6k**
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- latest release: [`v1.25.0`](https://github.com/google/adk-python/releases/tag/v1.25.0)
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- recent activity: updates on **February 12, 2026**
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- project positioning: code-first, model-agnostic framework for agent development and deployment
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- stars: about **18.1k**
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- latest release: [`v1.26.0`](https://github.com/google/adk-python/releases/tag/v1.26.0) (published 2026-02-26)
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## Mental Model
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tutorials/ag2-tutorial/README.md

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class H,J output
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```
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## Current Snapshot (auto-updated)
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- repository: [`ag2ai/ag2`](https://github.com/ag2ai/ag2)
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- stars: about **4.2k**
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- latest release: [`v0.11.2`](https://github.com/ag2ai/ag2/releases/tag/v0.11.2) (published 2026-02-27)
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## Core Concepts
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### Agent Types

tutorials/agentgpt-tutorial/README.md

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7. **[Chapter 7: Advanced Agent Patterns](07-advanced-patterns.md)** - Multi-agent systems and complex workflows
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8. **[Chapter 8: Production Deployment](08-production-deployment.md)** - Scaling autonomous agents for real-world use
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## Current Snapshot (auto-updated)
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- repository: [`reworkd/AgentGPT`](https://github.com/reworkd/AgentGPT)
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- stars: about **35.8k**
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- latest release: [`v.1.0.0`](https://github.com/reworkd/AgentGPT/releases/tag/v.1.0.0) (published 2023-11-02)
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- status: **archived**
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## What You'll Learn
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By the end of this tutorial, you'll be able to:

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