diff --git a/.github/workflows/weekly-refresh.yml b/.github/workflows/weekly-refresh.yml
index f3e415a..90b0b4b 100644
--- a/.github/workflows/weekly-refresh.yml
+++ b/.github/workflows/weekly-refresh.yml
@@ -21,7 +21,15 @@ jobs:
         with:
           python-version: "3.12"
 
+      - name: Refresh Tutorial Snapshots
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          python scripts/refresh_tutorial_snapshots.py
+
       - name: Regenerate Repository Docs Assets
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         run: |
           python scripts/generate_tutorial_manifest.py
           python scripts/update_tutorials_readme_snapshot.py
diff --git a/scripts/refresh_tutorial_snapshots.py b/scripts/refresh_tutorial_snapshots.py
new file mode 100644
index 0000000..11331b4
--- /dev/null
+++ b/scripts/refresh_tutorial_snapshots.py
@@ -0,0 +1,317 @@
+#!/usr/bin/env python3
+"""Refresh Current Snapshot sections in tutorial README.md files.
+
+For each tutorial:
+1. Read the README.md
+2. Look up source repo from tutorial-source-verification.json
+3. Fetch latest repo metadata and release from GitHub API
+4. Update or insert the Current Snapshot section
+"""
+
+from __future__ import annotations
+
+import argparse
+import json
+import os
+import re
+import sys
+from concurrent.futures import ThreadPoolExecutor, as_completed
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import Any
+from urllib.error import HTTPError, URLError
+from urllib.request import Request, urlopen
+
+# ---------------------------------------------------------------------------
+# GitHub API helpers
+# ---------------------------------------------------------------------------
+
+def _gh_request(url: str, token: str | None) -> dict[str, Any] | None:
+    req = Request(url)
+    req.add_header("Accept", "application/vnd.github+json")
+    req.add_header("User-Agent", "awesome-code-docs-snapshot-refresh")
+    if token:
+        req.add_header("Authorization", f"Bearer {token}")
+    try:
+        with urlopen(req, timeout=30) as resp:
+            return json.loads(resp.read().decode("utf-8"))
+    except HTTPError as exc:
+        if exc.code == 404:
+            return None
+        if exc.code == 403:
+            print(f"  RATE LIMITED on {url}", file=sys.stderr)
+            return None
+        print(f"  HTTP {exc.code} on {url}", file=sys.stderr)
+        return None
+    except URLError as exc:
+        print(f"  URL error on {url}: {exc.reason}", file=sys.stderr)
+        return None
+
+
+def fetch_repo_data(repo: str, token: str | None) -> dict[str, Any]:
+    """Fetch repo metadata + latest release for a GitHub repo."""
+    base = _gh_request(f"https://api.github.com/repos/{repo}", token)
+    if not base:
+        return {"repo": repo, "stars": None, "release_tag": None}
+
+    stars = base.get("stargazers_count", 0)
+    archived = base.get("archived", False)
+    pushed_at = base.get("pushed_at", "")
+
+    release = _gh_request(
+        f"https://api.github.com/repos/{repo}/releases/latest", token
+    )
+    release_tag = None
+    release_date = None
+    if release and not release.get("prerelease"):
+        release_tag = release.get("tag_name")
+        pub = release.get("published_at", "")
+        if pub:
+            try:
+                release_date = datetime.fromisoformat(
+                    pub.replace("Z", "+00:00")
+                ).strftime("%Y-%m-%d")
+            except ValueError:
+                pass
+
+    return {
+        "repo": repo,
+        "stars": stars,
+        "archived": archived,
+        "pushed_at": pushed_at,
+        "release_tag": release_tag,
+        "release_date": release_date,
+    }
+
+
+# ---------------------------------------------------------------------------
+# Source mapping
+# ---------------------------------------------------------------------------
+
+def load_source_mapping(root: Path) -> dict[str, str]:
+    """Build {tutorial_slug: primary_repo} from verification JSON."""
+    verify_path = root / "discoverability" / "tutorial-source-verification.json"
+    if not verify_path.is_file():
+        print(f"Missing {verify_path}", file=sys.stderr)
+        return {}
+
+    data = json.loads(verify_path.read_text(encoding="utf-8"))
+    tutorials_root = root / "tutorials"
+
+    # Build repo -> tutorial slug mapping from the per-tutorial records
+    slug_to_repo: dict[str, str] = {}
+    for entry in data.get("top_verified_repos_by_stars", []):
+        repo = entry.get("repo", "")
+        if not repo:
+            continue
+        # Find which tutorial(s) reference this repo
+        # We need to scan tutorial README.md files for the repo URL
+        pass
+
+    # Alternative approach: scan each tutorial README.md for the first GitHub repo link
+    github_re = re.compile(
+        r"https://github\.com/([A-Za-z0-9_.-]+/[A-Za-z0-9_.-]+)"
+    )
+    for tdir in sorted(tutorials_root.iterdir()):
+        if not tdir.is_dir():
+            continue
+        readme = tdir / "README.md"
+        if not readme.is_file():
+            continue
+        text = readme.read_text(encoding="utf-8")
+        # Look for repo in Current Snapshot section first
+        snapshot_match = re.search(
+            r"repository:\s*\[`([^`]+)`\]", text
+        )
+        if snapshot_match:
+            slug_to_repo[tdir.name] = snapshot_match.group(1)
+            continue
+        # Fall back to first GitHub repo badge
+        badge_match = re.search(
+            r"GitHub-([A-Za-z0-9_.-]+%2F[A-Za-z0-9_.-]+)", text
+        )
+        if badge_match:
+            slug_to_repo[tdir.name] = badge_match.group(1).replace("%2F", "/")
+            continue
+        # Fall back to first GitHub link after the title
+        links = github_re.findall(text)
+        # Filter out common non-repo links
+        for link in links:
+            parts = link.split("/")
+            if len(parts) >= 2 and parts[0] not in (
+                "johnxie", "The-Pocket", "actions",
+            ):
+                slug_to_repo[tdir.name] = link
+                break
+
+    return slug_to_repo
+
+
+# ---------------------------------------------------------------------------
+# Snapshot formatting
+# ---------------------------------------------------------------------------
+
+def format_stars(count: int) -> str:
+    """Format star count as human-readable string."""
+    if count >= 1000:
+        val = count / 1000
+        if val >= 100:
+            return f"**{val:,.0f}k**"
+        return f"**{val:,.1f}k**".replace(".0k", "k")
+    return f"**{count}**"
+
+
+def build_snapshot_lines(data: dict[str, Any]) -> list[str]:
+    """Build the Current Snapshot section lines."""
+    repo = data["repo"]
+    lines = [
+        "## Current Snapshot (auto-updated)",
+        "",
+        f"- repository: [`{repo}`](https://github.com/{repo})",
+    ]
+    if data.get("stars") is not None:
+        lines.append(f"- stars: about {format_stars(data['stars'])}")
+    if data.get("release_tag"):
+        tag = data["release_tag"]
+        release_line = f"- latest release: [`{tag}`](https://github.com/{repo}/releases/tag/{tag})"
+        if data.get("release_date"):
+            release_line += f" (published {data['release_date']})"
+        lines.append(release_line)
+    if data.get("archived"):
+        lines.append("- status: **archived**")
+    return lines
+
+
+# ---------------------------------------------------------------------------
+# README.md update logic
+# ---------------------------------------------------------------------------
+
+SNAPSHOT_HEADING = re.compile(r"^## Current Snapshot", re.MULTILINE)
+NEXT_H2 = re.compile(r"^## ", re.MULTILINE)
+
+
+def update_readme_snapshot(readme_path: Path, snapshot_lines: list[str]) -> bool:
+    """Update or insert Current Snapshot section in a tutorial README.md.
+
+    Returns True if the file was modified.
+    """
+    text = readme_path.read_text(encoding="utf-8")
+    new_section = "\n".join(snapshot_lines)
+
+    m = SNAPSHOT_HEADING.search(text)
+    if m:
+        # Find the end of this section (next ## heading or EOF)
+        rest = text[m.end():]
+        next_h2 = NEXT_H2.search(rest)
+        if next_h2:
+            end_pos = m.end() + next_h2.start()
+        else:
+            end_pos = len(text)
+        # Replace the section
+        updated = text[:m.start()] + new_section + "\n\n" + text[end_pos:]
+    else:
+        # Insert after ## Why This Track Matters / ## Why This Tutorial Exists
+        insert_re = re.compile(
+            r"^(## Why This (?:Track Matters|Tutorial Exists).*?)(?=^## )",
+            re.MULTILINE | re.DOTALL,
+        )
+        im = insert_re.search(text)
+        if im:
+            insert_pos = im.end()
+            updated = text[:insert_pos] + new_section + "\n\n" + text[insert_pos:]
+        else:
+            # Insert after first ## heading section
+            first_h2 = NEXT_H2.search(text)
+            if first_h2:
+                rest_after = text[first_h2.end():]
+                second_h2 = NEXT_H2.search(rest_after)
+                if second_h2:
+                    insert_pos = first_h2.end() + second_h2.start()
+                else:
+                    insert_pos = len(text)
+                updated = text[:insert_pos] + new_section + "\n\n" + text[insert_pos:]
+            else:
+                # Append at end
+                updated = text.rstrip() + "\n\n" + new_section + "\n"
+
+    if updated == text:
+        return False
+
+    readme_path.write_text(updated, encoding="utf-8")
+    return True
+
+
+# ---------------------------------------------------------------------------
+# Main
+# ---------------------------------------------------------------------------
+
+def main() -> int:
+    parser = argparse.ArgumentParser(
+        description="Refresh Current Snapshot sections in tutorial README.md files"
+    )
+    parser.add_argument("--root", default=".", help="Repository root")
+    parser.add_argument("--workers", type=int, default=16, help="API concurrency")
+    parser.add_argument("--dry-run", action="store_true", help="Print changes without writing")
+    args = parser.parse_args()
+
+    root = Path(args.root).resolve()
+    token = os.getenv("GITHUB_TOKEN")
+    if not token:
+        print("Warning: GITHUB_TOKEN not set; API rate limit is 60 req/hr", file=sys.stderr)
+
+    # Load tutorial -> repo mapping
+    slug_to_repo = load_source_mapping(root)
+    print(f"tutorials_mapped={len(slug_to_repo)}")
+
+    # Deduplicate repos and fetch data
+    unique_repos = sorted(set(slug_to_repo.values()))
+    print(f"unique_repos_to_fetch={len(unique_repos)}")
+
+    repo_data: dict[str, dict[str, Any]] = {}
+    with ThreadPoolExecutor(max_workers=args.workers) as pool:
+        futures = {
+            pool.submit(fetch_repo_data, repo, token): repo
+            for repo in unique_repos
+        }
+        for i, future in enumerate(as_completed(futures), 1):
+            repo = futures[future]
+            try:
+                result = future.result()
+                repo_data[repo] = result
+            except Exception as exc:
+                print(f"  FAILED {repo}: {exc}", file=sys.stderr)
+                repo_data[repo] = {"repo": repo, "stars": None, "release_tag": None}
+            if i % 50 == 0:
+                print(f"  fetched {i}/{len(unique_repos)}")
+
+    print(f"repos_fetched={len(repo_data)}")
+
+    # Update each tutorial
+    updated_count = 0
+    skipped_count = 0
+    for slug, repo in sorted(slug_to_repo.items()):
+        readme_path = root / "tutorials" / slug / "README.md"
+        if not readme_path.is_file():
+            continue
+
+        data = repo_data.get(repo)
+        if not data or data.get("stars") is None:
+            skipped_count += 1
+            continue
+
+        snapshot_lines = build_snapshot_lines(data)
+
+        if args.dry_run:
+            print(f"  WOULD UPDATE {slug}: {data.get('stars')} stars, release={data.get('release_tag')}")
+            updated_count += 1
+        else:
+            if update_readme_snapshot(readme_path, snapshot_lines):
+                updated_count += 1
+
+    print(f"tutorials_updated={updated_count}")
+    print(f"tutorials_skipped={skipped_count}")
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tutorials/README.md b/tutorials/README.md
index 0a7689d..944a5d7 100644
--- a/tutorials/README.md
+++ b/tutorials/README.md
@@ -16,7 +16,7 @@ Use this guide to navigate all tutorial tracks, understand structure rules, and
 |:-------|:------|
 | Tutorial directories | 191 |
 | Tutorial markdown files | 1722 |
-| Tutorial markdown lines | 1,048,086 |
+| Tutorial markdown lines | 1,048,148 |
 
 ## Source Verification Snapshot
 
diff --git a/tutorials/activepieces-tutorial/README.md b/tutorials/activepieces-tutorial/README.md
index d6a3816..62837fb 100644
--- a/tutorials/activepieces-tutorial/README.md
+++ b/tutorials/activepieces-tutorial/README.md
@@ -28,11 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`activepieces/activepieces`](https://github.com/activepieces/activepieces)
-- stars: about **20.8k**
-- latest release: [`0.78.1`](https://github.com/activepieces/activepieces/releases/tag/0.78.1) (**February 9, 2026**)
-- recent activity: updates on **February 12, 2026**
-- licensing model: MIT for Community Edition plus commercial license for enterprise package areas
-- project positioning: open-source automation platform with no-code builder + TypeScript extension framework
+- stars: about **21k**
+- latest release: [`0.78.2`](https://github.com/activepieces/activepieces/releases/tag/0.78.2) (published 2026-02-22)
 
 ## Mental Model
 
diff --git a/tutorials/adk-python-tutorial/README.md b/tutorials/adk-python-tutorial/README.md
index 673c5ff..ebbbe90 100644
--- a/tutorials/adk-python-tutorial/README.md
+++ b/tutorials/adk-python-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`google/adk-python`](https://github.com/google/adk-python)
-- stars: about **17.6k**
-- latest release: [`v1.25.0`](https://github.com/google/adk-python/releases/tag/v1.25.0)
-- recent activity: updates on **February 12, 2026**
-- project positioning: code-first, model-agnostic framework for agent development and deployment
+- stars: about **18.1k**
+- latest release: [`v1.26.0`](https://github.com/google/adk-python/releases/tag/v1.26.0) (published 2026-02-26)
 
 ## Mental Model
 
diff --git a/tutorials/ag2-tutorial/README.md b/tutorials/ag2-tutorial/README.md
index 486b109..2cdca27 100644
--- a/tutorials/ag2-tutorial/README.md
+++ b/tutorials/ag2-tutorial/README.md
@@ -67,6 +67,12 @@ flowchart TD
     class H,J output
 ```
 
+## Current Snapshot (auto-updated)
+
+- repository: [`ag2ai/ag2`](https://github.com/ag2ai/ag2)
+- stars: about **4.2k**
+- latest release: [`v0.11.2`](https://github.com/ag2ai/ag2/releases/tag/v0.11.2) (published 2026-02-27)
+
 ## Core Concepts
 
 ### Agent Types
diff --git a/tutorials/agentgpt-tutorial/README.md b/tutorials/agentgpt-tutorial/README.md
index a2d8995..4cafa01 100644
--- a/tutorials/agentgpt-tutorial/README.md
+++ b/tutorials/agentgpt-tutorial/README.md
@@ -57,6 +57,13 @@ Welcome to your journey through autonomous AI agent development! This tutorial e
 7. **[Chapter 7: Advanced Agent Patterns](07-advanced-patterns.md)** - Multi-agent systems and complex workflows
 8. **[Chapter 8: Production Deployment](08-production-deployment.md)** - Scaling autonomous agents for real-world use
 
+## Current Snapshot (auto-updated)
+
+- repository: [`reworkd/AgentGPT`](https://github.com/reworkd/AgentGPT)
+- stars: about **35.8k**
+- latest release: [`v.1.0.0`](https://github.com/reworkd/AgentGPT/releases/tag/v.1.0.0) (published 2023-11-02)
+- status: **archived**
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/agenticseek-tutorial/README.md b/tutorials/agenticseek-tutorial/README.md
index e0296f2..55d0f28 100644
--- a/tutorials/agenticseek-tutorial/README.md
+++ b/tutorials/agenticseek-tutorial/README.md
@@ -28,10 +28,7 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`Fosowl/agenticSeek`](https://github.com/Fosowl/agenticSeek)
-- stars: about **25.0k**
-- latest release: **none tagged** (rolling `main`)
-- recent push activity: **November 15, 2025**
-- project positioning: fully local Manus-style autonomous assistant with multi-agent routing
+- stars: about **25.4k**
 
 ## Mental Model
 
diff --git a/tutorials/agents-md-tutorial/README.md b/tutorials/agents-md-tutorial/README.md
index 4ab5db2..fca6e20 100644
--- a/tutorials/agents-md-tutorial/README.md
+++ b/tutorials/agents-md-tutorial/README.md
@@ -28,10 +28,7 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`agentsmd/agents.md`](https://github.com/agentsmd/agents.md)
-- stars: about **17.3k**
-- latest release: **none tagged** (rolling `main`)
-- recent activity: updates on **December 19, 2025**
-- project positioning: open format specification and examples for coding-agent guidance
+- stars: about **18.4k**
 
 ## Mental Model
 
diff --git a/tutorials/agno-tutorial/README.md b/tutorials/agno-tutorial/README.md
index 27fd514..af682c8 100644
--- a/tutorials/agno-tutorial/README.md
+++ b/tutorials/agno-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`agno-agi/agno`](https://github.com/agno-agi/agno)
-- stars: about **37.8k**
-- latest release: [`v2.4.8`](https://github.com/agno-agi/agno/releases/tag/v2.4.8)
-- development activity: active with frequent updates
-- project positioning: multi-agent framework with learning, memory, and production runtime support
+- stars: about **38.3k**
+- latest release: [`v2.5.5`](https://github.com/agno-agi/agno/releases/tag/v2.5.5) (published 2026-02-25)
 
 ## Mental Model
 
diff --git a/tutorials/aider-tutorial/README.md b/tutorials/aider-tutorial/README.md
index 56977e4..70ecf21 100644
--- a/tutorials/aider-tutorial/README.md
+++ b/tutorials/aider-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`Aider-AI/aider`](https://github.com/Aider-AI/aider)
-- stars: about **40.5k**
-- latest release: [`v0.86.0`](https://github.com/Aider-AI/aider/releases/tag/v0.86.0)
-- package name in source: `aider-chat`
-- Python requirement in source: `>=3.10,<3.13`
+- stars: about **41.1k**
+- latest release: [`v0.86.0`](https://github.com/Aider-AI/aider/releases/tag/v0.86.0) (published 2025-08-09)
 
 ## Mental Model
 
diff --git a/tutorials/anthropic-skills-tutorial/README.md b/tutorials/anthropic-skills-tutorial/README.md
index c3da8da..ca3e457 100644
--- a/tutorials/anthropic-skills-tutorial/README.md
+++ b/tutorials/anthropic-skills-tutorial/README.md
@@ -123,9 +123,8 @@ Ready to begin? Start with [Chapter 1: Getting Started](01-getting-started.md).
 
 ## Current Snapshot (auto-updated)
 
-- repository: [anthropics/skills](https://github.com/anthropics/skills)
-- stars: about **1.2K**
-- project positioning: official reference implementation for the Agent Skills format specification
+- repository: [`anthropics/skills`](https://github.com/anthropics/skills)
+- stars: about **81.2k**
 
 ## What You Will Learn
 
diff --git a/tutorials/anything-llm-tutorial/README.md b/tutorials/anything-llm-tutorial/README.md
index 90343fb..41d01c0 100644
--- a/tutorials/anything-llm-tutorial/README.md
+++ b/tutorials/anything-llm-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`Mintplex-Labs/anything-llm`](https://github.com/Mintplex-Labs/anything-llm)
-- stars: about **54.5k**
-- latest release: [`v1.10.0`](https://github.com/Mintplex-Labs/anything-llm/releases/tag/v1.10.0)
-- development activity: active with recent updates
-- project positioning in repo: full-stack desktop and Docker app for RAG, agents, and MCP-compatible workflows
+- stars: about **55.3k**
+- latest release: [`v1.11.0`](https://github.com/Mintplex-Labs/anything-llm/releases/tag/v1.11.0) (published 2026-02-18)
 
 ## Mental Model
 
diff --git a/tutorials/athens-research-knowledge-graph/README.md b/tutorials/athens-research-knowledge-graph/README.md
index 2297094..9ce7d6a 100644
--- a/tutorials/athens-research-knowledge-graph/README.md
+++ b/tutorials/athens-research-knowledge-graph/README.md
@@ -114,9 +114,9 @@ Ready to begin? Start with [Chapter 1: System Overview](01-system-overview.md).
 
 ## Current Snapshot (auto-updated)
 
-- repository: [athensresearch/athens](https://github.com/athensresearch/athens)
-- stars: about **9.5K**
-- project positioning: open-source Roam Research alternative with graph database architecture
+- repository: [`athensresearch/athens`](https://github.com/athensresearch/athens)
+- stars: about **6.3k**
+- latest release: [`v2.0.0`](https://github.com/athensresearch/athens/releases/tag/v2.0.0) (published 2022-08-22)
 
 ## What You Will Learn
 
diff --git a/tutorials/autoagent-tutorial/README.md b/tutorials/autoagent-tutorial/README.md
index 4418d9e..44ab31f 100644
--- a/tutorials/autoagent-tutorial/README.md
+++ b/tutorials/autoagent-tutorial/README.md
@@ -29,9 +29,6 @@ This track focuses on:
 
 - repository: [`HKUDS/AutoAgent`](https://github.com/HKUDS/AutoAgent)
 - stars: about **8.6k**
-- latest release: **none tagged** (rolling `main`)
-- recent activity: repository is actively maintained; verify latest commits before rollout
-- project positioning: natural-language-driven agent and workflow creation framework
 
 ## Mental Model
 
diff --git a/tutorials/autogen-tutorial/README.md b/tutorials/autogen-tutorial/README.md
index e21fa40..414914c 100644
--- a/tutorials/autogen-tutorial/README.md
+++ b/tutorials/autogen-tutorial/README.md
@@ -58,6 +58,12 @@ Welcome to your journey through multi-agent AI systems! This tutorial explores h
 7. **[Chapter 7: Multi-Agent Workflows](07-multi-agent-workflows.md)** - Orchestrating complex agent interactions
 8. **[Chapter 8: Production Deployment](08-production-deployment.md)** - Scaling multi-agent systems for real-world applications
 
+## Current Snapshot (auto-updated)
+
+- repository: [`microsoft/autogen`](https://github.com/microsoft/autogen)
+- stars: about **55.1k**
+- latest release: [`python-v0.7.5`](https://github.com/microsoft/autogen/releases/tag/python-v0.7.5) (published 2025-09-30)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/awesome-claude-code-tutorial/README.md b/tutorials/awesome-claude-code-tutorial/README.md
index fc07c63..e8d4688 100644
--- a/tutorials/awesome-claude-code-tutorial/README.md
+++ b/tutorials/awesome-claude-code-tutorial/README.md
@@ -28,10 +28,7 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`hesreallyhim/awesome-claude-code`](https://github.com/hesreallyhim/awesome-claude-code)
-- stars: about **23.5k**
-- latest release: no tagged GitHub release published yet
-- recent activity: updates on **February 12, 2026**
-- project positioning: highly active curated index for Claude Code ecosystem resources
+- stars: about **25.8k**
 
 ## Mental Model
 
diff --git a/tutorials/awesome-claude-skills-tutorial/README.md b/tutorials/awesome-claude-skills-tutorial/README.md
index 9ded4e2..58d3653 100644
--- a/tutorials/awesome-claude-skills-tutorial/README.md
+++ b/tutorials/awesome-claude-skills-tutorial/README.md
@@ -28,10 +28,7 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`ComposioHQ/awesome-claude-skills`](https://github.com/ComposioHQ/awesome-claude-skills)
-- stars: about **34.2k**
-- latest release: no tagged GitHub release published yet
-- recent activity: updates on **February 11, 2026**
-- project positioning: high-volume curated skills ecosystem for Claude workflows and app automation
+- stars: about **39.6k**
 
 ## Mental Model
 
diff --git a/tutorials/awesome-mcp-servers-tutorial/README.md b/tutorials/awesome-mcp-servers-tutorial/README.md
index f9c508e..659f610 100644
--- a/tutorials/awesome-mcp-servers-tutorial/README.md
+++ b/tutorials/awesome-mcp-servers-tutorial/README.md
@@ -28,10 +28,7 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`punkpeye/awesome-mcp-servers`](https://github.com/punkpeye/awesome-mcp-servers)
-- stars: about **80.7k**
-- latest release: no tagged GitHub release published
-- recent activity: updates on **February 11, 2026**
-- project positioning: primary high-volume discovery hub for MCP server implementations
+- stars: about **82k**
 
 ## Mental Model
 
diff --git a/tutorials/awslabs-mcp-tutorial/README.md b/tutorials/awslabs-mcp-tutorial/README.md
index 5dd16b9..1eec312 100644
--- a/tutorials/awslabs-mcp-tutorial/README.md
+++ b/tutorials/awslabs-mcp-tutorial/README.md
@@ -28,11 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`awslabs/mcp`](https://github.com/awslabs/mcp)
-- stars: about **8.1k**
-- latest release: [`2026.02.20260212091017`](https://github.com/awslabs/mcp/releases/tag/2026.02.20260212091017) (**February 12, 2026**)
-- license: Apache-2.0
-- recent activity: updates on **February 12, 2026**
-- project positioning: official AWS MCP server ecosystem spanning multiple solution domains
+- stars: about **8.3k**
+- latest release: [`2026.02.20260224185711`](https://github.com/awslabs/mcp/releases/tag/2026.02.20260224185711) (published 2026-02-24)
 
 ## Mental Model
 
diff --git a/tutorials/babyagi-tutorial/README.md b/tutorials/babyagi-tutorial/README.md
index 4d6e6f5..c24962d 100644
--- a/tutorials/babyagi-tutorial/README.md
+++ b/tutorials/babyagi-tutorial/README.md
@@ -28,12 +28,7 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`yoheinakajima/babyagi`](https://github.com/yoheinakajima/babyagi)
-- stars: about **18k**
-- original release: **March 2023**
-- author: Yohei Nakajima
-- license: MIT
-- recent activity: ongoing evolution via babyagi-2o and babyagi3 branches
-- project positioning: foundational reference implementation for autonomous task-based AI agents
+- stars: about **22.2k**
 
 ## Mental Model
 
diff --git a/tutorials/beads-tutorial/README.md b/tutorials/beads-tutorial/README.md
index 49779af..9c35b08 100644
--- a/tutorials/beads-tutorial/README.md
+++ b/tutorials/beads-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`steveyegge/beads`](https://github.com/steveyegge/beads)
-- stars: about **16.0k**
-- latest release: [`v0.49.6`](https://github.com/steveyegge/beads/releases/tag/v0.49.6)
-- recent activity: updates on **February 12, 2026**
-- project positioning: distributed, git-backed graph issue tracker for coding agents
+- stars: about **17.9k**
+- latest release: [`v0.57.0`](https://github.com/steveyegge/beads/releases/tag/v0.57.0) (published 2026-03-01)
 
 ## Mental Model
 
diff --git a/tutorials/bentoml-tutorial/README.md b/tutorials/bentoml-tutorial/README.md
index 80dec72..66fe273 100644
--- a/tutorials/bentoml-tutorial/README.md
+++ b/tutorials/bentoml-tutorial/README.md
@@ -62,6 +62,12 @@ Welcome to your journey through production ML deployment! This tutorial explores
 7. **[Chapter 7: Monitoring & Observability](07-monitoring-observability.md)** - Performance monitoring and logging
 8. **[Chapter 8: Production Scaling](08-production-scaling.md)** - Scaling ML services for high traffic
 
+## Current Snapshot (auto-updated)
+
+- repository: [`bentoml/BentoML`](https://github.com/bentoml/BentoML)
+- stars: about **8.5k**
+- latest release: [`v1.4.35`](https://github.com/bentoml/BentoML/releases/tag/v1.4.35) (published 2026-02-03)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/bolt-diy-tutorial/README.md b/tutorials/bolt-diy-tutorial/README.md
index 99f0d36..554e255 100644
--- a/tutorials/bolt-diy-tutorial/README.md
+++ b/tutorials/bolt-diy-tutorial/README.md
@@ -26,10 +26,8 @@ Most bolt.diy guides stop at setup. This track is for engineers and teams that w
 ## Current Snapshot (auto-updated)
 
 - repository: [`stackblitz-labs/bolt.diy`](https://github.com/stackblitz-labs/bolt.diy)
-- stars: about **19k**
-- latest stable release: [`v1.0.0`](https://github.com/stackblitz-labs/bolt.diy/releases/tag/v1.0.0) (published May 12, 2025)
-- default branch activity: active (`main`, recent pushes)
-- package manager from source: `pnpm@9.14.4`
+- stars: about **19.1k**
+- latest release: [`v1.0.0`](https://github.com/stackblitz-labs/bolt.diy/releases/tag/v1.0.0) (published 2025-05-12)
 
 ## Mental Model
 
diff --git a/tutorials/botpress-tutorial/README.md b/tutorials/botpress-tutorial/README.md
index a86dd04..a6034bf 100644
--- a/tutorials/botpress-tutorial/README.md
+++ b/tutorials/botpress-tutorial/README.md
@@ -29,6 +29,12 @@ This comprehensive tutorial will guide you through Botpress, a powerful open sou
 - **Analytics & Insights**: Monitor bot performance and user interactions
 - **Enterprise Features**: Scale bots for production use with advanced security
 
+## Current Snapshot (auto-updated)
+
+- repository: [`botpress/botpress`](https://github.com/botpress/botpress)
+- stars: about **14.6k**
+- latest release: [`v12.30.9`](https://github.com/botpress/botpress/releases/tag/v12.30.9) (published 2023-06-22)
+
 ## 📚 Tutorial Chapters
 
 1. **[Getting Started with Botpress](01-getting-started.md)** - Installation, setup, and first chatbot
diff --git a/tutorials/browser-use-tutorial/README.md b/tutorials/browser-use-tutorial/README.md
index a73647e..4b14394 100644
--- a/tutorials/browser-use-tutorial/README.md
+++ b/tutorials/browser-use-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`browser-use/browser-use`](https://github.com/browser-use/browser-use)
-- stars: about **78.2k**
-- latest release: [`0.11.9`](https://github.com/browser-use/browser-use/releases/tag/0.11.9)
-- development activity: active with frequent updates
-- project positioning in repo: framework for autonomous browser agents with cloud and local workflows
+- stars: about **79.4k**
+- latest release: [`0.12.0`](https://github.com/browser-use/browser-use/releases/tag/0.12.0) (published 2026-02-26)
 
 ## Mental Model
 
diff --git a/tutorials/chatbox-tutorial/README.md b/tutorials/chatbox-tutorial/README.md
index bb8e3c3..89b8475 100644
--- a/tutorials/chatbox-tutorial/README.md
+++ b/tutorials/chatbox-tutorial/README.md
@@ -56,6 +56,12 @@ Welcome to your journey through modern AI chat interface development! This tutor
 7. **[Chapter 7: Plugin Architecture](07-plugin-system.md)** - Extending functionality
 8. **[Chapter 8: Production Deployment](08-production-deployment.md)** - Building and distributing chat applications
 
+## Current Snapshot (auto-updated)
+
+- repository: [`Bin-Huang/chatbox`](https://github.com/Bin-Huang/chatbox)
+- stars: about **38.7k**
+- latest release: [`v1.19.0`](https://github.com/Bin-Huang/chatbox/releases/tag/v1.19.0) (published 2026-02-13)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/cherry-studio-tutorial/README.md b/tutorials/cherry-studio-tutorial/README.md
index 192b632..848fe55 100644
--- a/tutorials/cherry-studio-tutorial/README.md
+++ b/tutorials/cherry-studio-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`CherryHQ/cherry-studio`](https://github.com/CherryHQ/cherry-studio)
-- stars: about **39.7k**
-- latest release: [`v1.7.18`](https://github.com/CherryHQ/cherry-studio/releases/tag/v1.7.18)
-- recent activity: updates on **February 12, 2026**
-- project positioning: cross-platform AI productivity studio with assistant + MCP ecosystem
+- stars: about **40.5k**
+- latest release: [`v1.7.22`](https://github.com/CherryHQ/cherry-studio/releases/tag/v1.7.22) (published 2026-03-02)
 
 ## Mental Model
 
diff --git a/tutorials/chroma-tutorial/README.md b/tutorials/chroma-tutorial/README.md
index 42da8fa..28d4e79 100644
--- a/tutorials/chroma-tutorial/README.md
+++ b/tutorials/chroma-tutorial/README.md
@@ -57,6 +57,12 @@ Welcome to your journey through AI-native vector databases! This tutorial explor
 7. **[Chapter 7: Production Deployment](07-production-deployment.md)** - Scaling Chroma for production workloads
 8. **[Chapter 8: Performance Optimization](08-performance-optimization.md)** - Tuning and optimizing Chroma performance
 
+## Current Snapshot (auto-updated)
+
+- repository: [`chroma-core/chroma`](https://github.com/chroma-core/chroma)
+- stars: about **26.4k**
+- latest release: [`1.5.2`](https://github.com/chroma-core/chroma/releases/tag/1.5.2) (published 2026-02-27)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/chrome-devtools-mcp-tutorial/README.md b/tutorials/chrome-devtools-mcp-tutorial/README.md
index 7a3aea3..a73aff0 100644
--- a/tutorials/chrome-devtools-mcp-tutorial/README.md
+++ b/tutorials/chrome-devtools-mcp-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`ChromeDevTools/chrome-devtools-mcp`](https://github.com/ChromeDevTools/chrome-devtools-mcp)
-- stars: about **24.1k**
-- latest release: [`chrome-devtools-mcp-v0.17.0`](https://github.com/ChromeDevTools/chrome-devtools-mcp/releases/tag/chrome-devtools-mcp-v0.17.0)
-- recent activity: updates on **February 11, 2026**
-- project positioning: MCP server for browser automation, debugging, and performance analysis
+- stars: about **27.2k**
+- latest release: [`chrome-devtools-mcp-v0.18.1`](https://github.com/ChromeDevTools/chrome-devtools-mcp/releases/tag/chrome-devtools-mcp-v0.18.1) (published 2026-02-25)
 
 ## Mental Model
 
diff --git a/tutorials/cipher-tutorial/README.md b/tutorials/cipher-tutorial/README.md
index df33442..8e7e8ab 100644
--- a/tutorials/cipher-tutorial/README.md
+++ b/tutorials/cipher-tutorial/README.md
@@ -29,9 +29,7 @@ This track focuses on:
 
 - repository: [`campfirein/cipher`](https://github.com/campfirein/cipher)
 - stars: about **3.5k**
-- latest release: [`v0.3.0`](https://github.com/campfirein/cipher/releases/tag/v0.3.0)
-- recent activity: updates on **January 25, 2026**
-- project positioning: MCP-compatible memory layer for coding agents
+- latest release: [`v0.3.0`](https://github.com/campfirein/cipher/releases/tag/v0.3.0) (published 2025-08-28)
 
 ## Mental Model
 
diff --git a/tutorials/claude-code-router-tutorial/README.md b/tutorials/claude-code-router-tutorial/README.md
index b7d56ef..e7a7827 100644
--- a/tutorials/claude-code-router-tutorial/README.md
+++ b/tutorials/claude-code-router-tutorial/README.md
@@ -28,10 +28,7 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`musistudio/claude-code-router`](https://github.com/musistudio/claude-code-router)
-- stars: about **27.7k**
-- latest release: no tagged GitHub release published yet
-- recent activity: updates on **January 10, 2026**
-- project positioning: multi-provider Claude Code routing layer with CLI + server architecture
+- stars: about **28.8k**
 
 ## Mental Model
 
diff --git a/tutorials/claude-code-tutorial/README.md b/tutorials/claude-code-tutorial/README.md
index b43de2f..f702128 100644
--- a/tutorials/claude-code-tutorial/README.md
+++ b/tutorials/claude-code-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`anthropics/claude-code`](https://github.com/anthropics/claude-code)
-- stars: about **66.1k**
-- latest release: [`v2.1.39`](https://github.com/anthropics/claude-code/releases/tag/v2.1.39)
-- official docs and guides: Claude Code section in Anthropic docs
-- focus areas in project docs: terminal agent workflows, approvals, and integration patterns
+- stars: about **72.7k**
+- latest release: [`v2.1.63`](https://github.com/anthropics/claude-code/releases/tag/v2.1.63) (published 2026-02-28)
 
 ## Mental Model
 
diff --git a/tutorials/claude-flow-tutorial/README.md b/tutorials/claude-flow-tutorial/README.md
index da0b004..ed61a3c 100644
--- a/tutorials/claude-flow-tutorial/README.md
+++ b/tutorials/claude-flow-tutorial/README.md
@@ -28,11 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`ruvnet/claude-flow`](https://github.com/ruvnet/claude-flow)
-- stars: about **14.0k**
-- latest release: [`v2.7.1-agentic-flow-1.7.4`](https://github.com/ruvnet/claude-flow/releases/tag/v2.7.1-agentic-flow-1.7.4)
-- license: MIT
-- recent activity: repository is actively maintained; verify latest commits for current status
-- project positioning: orchestration layer for Claude-centered multi-agent workflows with V3 modular package split
+- stars: about **17.8k**
+- latest release: [`v2.7.1-agentic-flow-1.7.4`](https://github.com/ruvnet/claude-flow/releases/tag/v2.7.1-agentic-flow-1.7.4) (published 2025-10-24)
 
 ## Mental Model
 
diff --git a/tutorials/claude-mem-tutorial/README.md b/tutorials/claude-mem-tutorial/README.md
index 70f2932..a8d3f0e 100644
--- a/tutorials/claude-mem-tutorial/README.md
+++ b/tutorials/claude-mem-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`thedotmack/claude-mem`](https://github.com/thedotmack/claude-mem)
-- stars: about **27.4k**
-- latest release: [`v10.0.4`](https://github.com/thedotmack/claude-mem/releases/tag/v10.0.4)
-- recent activity: updates on **February 12, 2026**
-- project positioning: persistent context and memory compression plugin for Claude Code
+- stars: about **32.3k**
+- latest release: [`v10.5.2`](https://github.com/thedotmack/claude-mem/releases/tag/v10.5.2) (published 2026-02-26)
 
 ## Mental Model
 
diff --git a/tutorials/claude-plugins-official-tutorial/README.md b/tutorials/claude-plugins-official-tutorial/README.md
index fadd6f7..460d3a3 100644
--- a/tutorials/claude-plugins-official-tutorial/README.md
+++ b/tutorials/claude-plugins-official-tutorial/README.md
@@ -27,10 +27,7 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`anthropics/claude-plugins-official`](https://github.com/anthropics/claude-plugins-official)
-- stars: about **7.3k**
-- latest release: **none tagged** (rolling `main`)
-- recent activity: updates on **February 11, 2026**
-- project positioning: Anthropic-managed directory for Claude Code plugins
+- stars: about **8.8k**
 
 ## Mental Model
 
diff --git a/tutorials/claude-quickstarts-tutorial/README.md b/tutorials/claude-quickstarts-tutorial/README.md
index bb50187..257a3e2 100644
--- a/tutorials/claude-quickstarts-tutorial/README.md
+++ b/tutorials/claude-quickstarts-tutorial/README.md
@@ -264,9 +264,8 @@ Ready to begin? Start with [Chapter 1: Getting Started](01-getting-started.md).
 
 ## Current Snapshot (auto-updated)
 
-- repository: [anthropics/anthropic-quickstarts](https://github.com/anthropics/anthropic-quickstarts)
-- stars: about **7.5K**
-- project positioning: official Anthropic reference projects for production Claude integrations
+- repository: [`anthropics/anthropic-quickstarts`](https://github.com/anthropics/anthropic-quickstarts)
+- stars: about **15k**
 
 ## What You Will Learn
 
diff --git a/tutorials/claude-squad-tutorial/README.md b/tutorials/claude-squad-tutorial/README.md
index f65b39d..cfb2e13 100644
--- a/tutorials/claude-squad-tutorial/README.md
+++ b/tutorials/claude-squad-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`smtg-ai/claude-squad`](https://github.com/smtg-ai/claude-squad)
-- stars: about **6.0k**
-- latest release: [`v1.0.14`](https://github.com/smtg-ai/claude-squad/releases/tag/v1.0.14)
-- recent activity: updates on **December 24, 2025**
-- project positioning: terminal orchestrator for multiple agent sessions
+- stars: about **6.2k**
+- latest release: [`v1.0.16`](https://github.com/smtg-ai/claude-squad/releases/tag/v1.0.16) (published 2026-03-01)
 
 ## Mental Model
 
diff --git a/tutorials/claude-task-master-tutorial/README.md b/tutorials/claude-task-master-tutorial/README.md
index 71b9f2a..2c3a071 100644
--- a/tutorials/claude-task-master-tutorial/README.md
+++ b/tutorials/claude-task-master-tutorial/README.md
@@ -58,6 +58,12 @@ Welcome to your journey through AI-powered task management! This tutorial explor
 7. **[Chapter 7: Automation](07-automation.md)** - Automating recurring workflows and task orchestration
 8. **[Chapter 8: Production Project Management](08-production.md)** - Scaling Task Master for large projects
 
+## Current Snapshot (auto-updated)
+
+- repository: [`eyaltoledano/claude-task-master`](https://github.com/eyaltoledano/claude-task-master)
+- stars: about **25.7k**
+- latest release: [`task-master-ai@0.43.0`](https://github.com/eyaltoledano/claude-task-master/releases/tag/task-master-ai@0.43.0) (published 2026-02-04)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/clickhouse-tutorial/README.md b/tutorials/clickhouse-tutorial/README.md
index f564122..c9c41be 100644
--- a/tutorials/clickhouse-tutorial/README.md
+++ b/tutorials/clickhouse-tutorial/README.md
@@ -62,6 +62,12 @@ Welcome to your journey through high-performance analytical databases! This tuto
 7. **[Chapter 7: Performance Tuning](07-performance-tuning.md)** - Optimization techniques and monitoring
 8. **[Chapter 8: Production Deployment](08-production-deployment.md)** - Scaling, backup, and enterprise features
 
+## Current Snapshot (auto-updated)
+
+- repository: [`ClickHouse/ClickHouse`](https://github.com/ClickHouse/ClickHouse)
+- stars: about **46.1k**
+- latest release: [`v26.2.3.2-stable`](https://github.com/ClickHouse/ClickHouse/releases/tag/v26.2.3.2-stable) (published 2026-03-02)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/cline-tutorial/README.md b/tutorials/cline-tutorial/README.md
index 1ae3c68..eae433d 100644
--- a/tutorials/cline-tutorial/README.md
+++ b/tutorials/cline-tutorial/README.md
@@ -28,10 +28,8 @@ This tutorial focuses on those outcomes.
 ## Current Snapshot (auto-updated)
 
 - repository: [`cline/cline`](https://github.com/cline/cline)
-- stars: about **57.8k**
-- latest release: [`v3.57.1`](https://github.com/cline/cline/releases/tag/v3.57.1)
-- extension package version in source: `3.57.1`
-- docs surface includes: CLI, MCP integration, hooks, plan/act, worktrees, tasks, enterprise controls
+- stars: about **58.6k**
+- latest release: [`v3.68.0`](https://github.com/cline/cline/releases/tag/v3.68.0) (published 2026-02-27)
 
 ## Cline Operating Model
 
diff --git a/tutorials/codemachine-cli-tutorial/README.md b/tutorials/codemachine-cli-tutorial/README.md
index 6018fe7..f668222 100644
--- a/tutorials/codemachine-cli-tutorial/README.md
+++ b/tutorials/codemachine-cli-tutorial/README.md
@@ -29,9 +29,7 @@ This track focuses on:
 
 - repository: [`moazbuilds/CodeMachine-CLI`](https://github.com/moazbuilds/CodeMachine-CLI)
 - stars: about **2.3k**
-- latest release: [`v0.8.0`](https://github.com/moazbuilds/CodeMachine-CLI/releases/tag/v0.8.0)
-- development activity: active with recent updates
-- project positioning: orchestration layer for coding-agent engines (Claude/Codex/Cursor and others)
+- latest release: [`v0.8.0`](https://github.com/moazbuilds/CodeMachine-CLI/releases/tag/v0.8.0) (published 2026-02-02)
 
 ## Mental Model
 
diff --git a/tutorials/codex-analysis-platform/README.md b/tutorials/codex-analysis-platform/README.md
index 09f5fcb..077e9d5 100644
--- a/tutorials/codex-analysis-platform/README.md
+++ b/tutorials/codex-analysis-platform/README.md
@@ -26,10 +26,9 @@ This track focuses on:
 
 ## Current Snapshot (auto-updated)
 
-- tutorial scope: design and implementation patterns for code analysis platforms
-- primary references: TypeScript Compiler API, Babel parser/traverse, Tree-sitter, and LSP specification
-- chapter set includes architecture -> implementation -> operations
-- structure and links validated by repository docs-health checks
+- repository: [`microsoft/TypeScript`](https://github.com/microsoft/TypeScript)
+- stars: about **108k**
+- latest release: [`v5.9.3`](https://github.com/microsoft/TypeScript/releases/tag/v5.9.3) (published 2025-10-01)
 
 ## Mental Model
 
diff --git a/tutorials/codex-cli-tutorial/README.md b/tutorials/codex-cli-tutorial/README.md
index dcabf3b..7b95d62 100644
--- a/tutorials/codex-cli-tutorial/README.md
+++ b/tutorials/codex-cli-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`openai/codex`](https://github.com/openai/codex)
-- stars: about **60.0k**
-- latest release: [`rust-v0.99.0`](https://github.com/openai/codex/releases/tag/rust-v0.99.0)
-- recent activity: updates on **February 12, 2026**
-- project positioning: lightweight terminal coding agent with local-first execution model
+- stars: about **62.7k**
+- latest release: [`rust-v0.106.0`](https://github.com/openai/codex/releases/tag/rust-v0.106.0) (published 2026-02-26)
 
 ## Mental Model
 
diff --git a/tutorials/comfyui-tutorial/README.md b/tutorials/comfyui-tutorial/README.md
index 8ba5bb7..927780d 100644
--- a/tutorials/comfyui-tutorial/README.md
+++ b/tutorials/comfyui-tutorial/README.md
@@ -63,6 +63,12 @@ Welcome to your journey through advanced AI image generation! This tutorial expl
 7. **[Chapter 7: Advanced Workflows & Automation](07-advanced-workflows.md)** - Complex multi-step generation pipelines
 8. **[Chapter 8: Production & Optimization](08-production-optimization.md)** - Performance tuning and batch processing
 
+## Current Snapshot (auto-updated)
+
+- repository: [`comfyanonymous/ComfyUI`](https://github.com/comfyanonymous/ComfyUI)
+- stars: about **105k**
+- latest release: [`v0.15.1`](https://github.com/comfyanonymous/ComfyUI/releases/tag/v0.15.1) (published 2026-02-26)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/composio-tutorial/README.md b/tutorials/composio-tutorial/README.md
index 19a2e4b..7d64960 100644
--- a/tutorials/composio-tutorial/README.md
+++ b/tutorials/composio-tutorial/README.md
@@ -28,11 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`ComposioHQ/composio`](https://github.com/ComposioHQ/composio)
-- stars: about **26.5k**
-- latest release: [`v0.11.1`](https://github.com/ComposioHQ/composio/releases/tag/v0.11.1) (**February 10, 2026**)
-- default branch: `next`
-- recent activity: updates on **February 12, 2026**
-- project positioning: unified SDK/control layer for tool-enabled agent workflows
+- stars: about **27.2k**
+- latest release: [`@composio/cli@0.1.33`](https://github.com/ComposioHQ/composio/releases/tag/@composio/cli@0.1.33) (published 2026-02-28)
 
 ## Mental Model
 
diff --git a/tutorials/compound-engineering-plugin-tutorial/README.md b/tutorials/compound-engineering-plugin-tutorial/README.md
index a4b93d2..ff9627b 100644
--- a/tutorials/compound-engineering-plugin-tutorial/README.md
+++ b/tutorials/compound-engineering-plugin-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`EveryInc/compound-engineering-plugin`](https://github.com/EveryInc/compound-engineering-plugin)
-- stars: about **8.5k**
-- latest release: [`v0.4.0`](https://github.com/EveryInc/compound-engineering-plugin/releases/tag/v0.4.0)
-- recent activity: updates on **February 11, 2026**
-- project positioning: Claude Code marketplace with compound-engineering workflow system and cross-provider conversion CLI
+- stars: about **9.7k**
+- latest release: [`v0.8.0`](https://github.com/EveryInc/compound-engineering-plugin/releases/tag/v0.8.0) (published 2026-02-17)
 
 ## Mental Model
 
diff --git a/tutorials/context7-tutorial/README.md b/tutorials/context7-tutorial/README.md
index 1557c06..eca1bb8 100644
--- a/tutorials/context7-tutorial/README.md
+++ b/tutorials/context7-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`upstash/context7`](https://github.com/upstash/context7)
-- stars: about **45.5k**
-- latest release: [`ctx7@0.2.4`](https://github.com/upstash/context7/releases/tag/ctx7%400.2.4)
-- recent activity: updates on **February 11, 2026**
-- project positioning: MCP + API service for current, version-specific code docs in AI coding workflows
+- stars: about **47.4k**
+- latest release: [`@upstash/context7-mcp@2.1.2`](https://github.com/upstash/context7/releases/tag/@upstash/context7-mcp@2.1.2) (published 2026-02-23)
 
 ## Mental Model
 
diff --git a/tutorials/continue-tutorial/README.md b/tutorials/continue-tutorial/README.md
index 6dc7522..7b162ed 100644
--- a/tutorials/continue-tutorial/README.md
+++ b/tutorials/continue-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`continuedev/continue`](https://github.com/continuedev/continue)
-- stars: about **31.3k**
-- latest VS Code release tag: [`v1.3.31-vscode`](https://github.com/continuedev/continue/releases/tag/v1.3.31-vscode) (published February 4, 2026)
-- VS Code extension version in source: `1.3.31`
-- active surfaces include Mission Control, CLI headless mode, and CLI TUI mode
+- stars: about **31.6k**
+- latest release: [`v1.5.44`](https://github.com/continuedev/continue/releases/tag/v1.5.44) (published 2026-03-02)
 
 ## Mental Model
 
diff --git a/tutorials/copilot-cli-tutorial/README.md b/tutorials/copilot-cli-tutorial/README.md
index ede6624..f6e1d3a 100644
--- a/tutorials/copilot-cli-tutorial/README.md
+++ b/tutorials/copilot-cli-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`github/copilot-cli`](https://github.com/github/copilot-cli)
-- stars: about **8.3k**
-- latest release: [`v0.0.407`](https://github.com/github/copilot-cli/releases/tag/v0.0.407)
-- recent activity: updates on **February 11, 2026**
-- project positioning: public-preview Copilot coding agent for terminal workflows
+- stars: about **8.9k**
+- latest release: [`v0.0.420`](https://github.com/github/copilot-cli/releases/tag/v0.0.420) (published 2026-02-27)
 
 ## Mental Model
 
diff --git a/tutorials/copilotkit-tutorial/README.md b/tutorials/copilotkit-tutorial/README.md
index 909a639..1fd4682 100644
--- a/tutorials/copilotkit-tutorial/README.md
+++ b/tutorials/copilotkit-tutorial/README.md
@@ -59,6 +59,12 @@ flowchart TD
     class J,K,L external
 ```
 
+## Current Snapshot (auto-updated)
+
+- repository: [`CopilotKit/CopilotKit`](https://github.com/CopilotKit/CopilotKit)
+- stars: about **29.1k**
+- latest release: [`v1.52.1`](https://github.com/CopilotKit/CopilotKit/releases/tag/v1.52.1) (published 2026-02-27)
+
 ## What's New in 2025
 
 > **v1.10.0+**: Complete headless UI overhaul with agentic features including Generative UI, Suggestions, Agentic Generative UI, and Interrupts.
diff --git a/tutorials/create-python-server-tutorial/README.md b/tutorials/create-python-server-tutorial/README.md
index f55fa99..f292edf 100644
--- a/tutorials/create-python-server-tutorial/README.md
+++ b/tutorials/create-python-server-tutorial/README.md
@@ -28,12 +28,9 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`modelcontextprotocol/create-python-server`](https://github.com/modelcontextprotocol/create-python-server)
-- stars: about **476**
-- repository status: **archived**
-- latest release tag: [`v1.0.5`](https://github.com/modelcontextprotocol/create-python-server/tags) (tag commit)
-- recent activity: updated on **February 4, 2026**
-- package: `uvx create-mcp-server` (recommended) or `pip install create-mcp-server`
-- license: MIT
+- stars: about **477**
+- latest release: [`v1.0.5`](https://github.com/modelcontextprotocol/create-python-server/releases/tag/v1.0.5) (published 2024-11-24)
+- status: **archived**
 
 ## Mental Model
 
diff --git a/tutorials/create-typescript-server-tutorial/README.md b/tutorials/create-typescript-server-tutorial/README.md
index b09ec1a..d8ab918 100644
--- a/tutorials/create-typescript-server-tutorial/README.md
+++ b/tutorials/create-typescript-server-tutorial/README.md
@@ -29,11 +29,8 @@ This track focuses on:
 
 - repository: [`modelcontextprotocol/create-typescript-server`](https://github.com/modelcontextprotocol/create-typescript-server)
 - stars: about **172**
-- repository status: **archived**
-- latest tag: [`0.3.1`](https://github.com/modelcontextprotocol/create-typescript-server/tags)
-- recent activity: updated on **January 15, 2026**
-- package baseline: `npx @modelcontextprotocol/create-server <project-name>`
-- license: MIT
+- latest release: [`0.3.1`](https://github.com/modelcontextprotocol/create-typescript-server/releases/tag/0.3.1) (published 2024-11-25)
+- status: **archived**
 
 ## Mental Model
 
diff --git a/tutorials/crewai-tutorial/README.md b/tutorials/crewai-tutorial/README.md
index f0d5ef0..f35c7de 100644
--- a/tutorials/crewai-tutorial/README.md
+++ b/tutorials/crewai-tutorial/README.md
@@ -57,6 +57,12 @@ Welcome to your journey through collaborative AI agent teams! This tutorial expl
 7. **[Chapter 7: Advanced Crew Patterns](07-advanced-patterns.md)** - Complex multi-crew systems and hierarchies
 8. **[Chapter 8: Production Deployment](08-production-deployment.md)** - Scaling AI crews for real-world applications
 
+## Current Snapshot (auto-updated)
+
+- repository: [`crewAIInc/crewAI`](https://github.com/crewAIInc/crewAI)
+- stars: about **45k**
+- latest release: [`1.10.0`](https://github.com/crewAIInc/crewAI/releases/tag/1.10.0) (published 2026-02-27)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/crush-tutorial/README.md b/tutorials/crush-tutorial/README.md
index 043d7fb..08f7791 100644
--- a/tutorials/crush-tutorial/README.md
+++ b/tutorials/crush-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`charmbracelet/crush`](https://github.com/charmbracelet/crush)
-- stars: about **19.7k**
-- latest release: [`v0.42.0`](https://github.com/charmbracelet/crush/releases/tag/v0.42.0)
-- recent activity: updates on **February 11, 2026**
-- project positioning: terminal-first coding agent with multi-provider, multi-session workflows
+- stars: about **20.7k**
+- latest release: [`v0.46.1`](https://github.com/charmbracelet/crush/releases/tag/v0.46.1) (published 2026-02-27)
 
 ## Mental Model
 
diff --git a/tutorials/daytona-tutorial/README.md b/tutorials/daytona-tutorial/README.md
index 60af080..e458ca7 100644
--- a/tutorials/daytona-tutorial/README.md
+++ b/tutorials/daytona-tutorial/README.md
@@ -28,11 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`daytonaio/daytona`](https://github.com/daytonaio/daytona)
-- stars: about **55.3k**
-- latest release: [`v0.141.0`](https://github.com/daytonaio/daytona/releases/tag/v0.141.0) (**February 11, 2026**)
-- license: AGPL-3.0 (repository)
-- recent activity: updates on **February 12, 2026**
-- project positioning: secure and elastic infrastructure for running AI-generated code
+- stars: about **61.6k**
+- latest release: [`v0.148.0`](https://github.com/daytonaio/daytona/releases/tag/v0.148.0) (published 2026-02-27)
 
 ## Mental Model
 
diff --git a/tutorials/deer-flow-tutorial/README.md b/tutorials/deer-flow-tutorial/README.md
index 804c29b..cbd528d 100644
--- a/tutorials/deer-flow-tutorial/README.md
+++ b/tutorials/deer-flow-tutorial/README.md
@@ -34,6 +34,11 @@ has_children: true
 - 🔌 **Extensible Architecture** - Custom task types and integrations
 - ⏱️ **Scheduling** - Time-based and event-driven execution
 
+## Current Snapshot (auto-updated)
+
+- repository: [`bytedance/deer-flow`](https://github.com/bytedance/deer-flow)
+- stars: about **23.4k**
+
 ## 🏗️ Architecture Overview
 
 ```mermaid
diff --git a/tutorials/devika-tutorial/README.md b/tutorials/devika-tutorial/README.md
index fbf9ad3..f58bbf0 100644
--- a/tutorials/devika-tutorial/README.md
+++ b/tutorials/devika-tutorial/README.md
@@ -29,9 +29,6 @@ This track focuses on:
 
 - repository: [`stitionai/devika`](https://github.com/stitionai/devika)
 - stars: about **19.5k**
-- latest release: latest main branch
-- recent activity: updates on **2025**
-- project positioning: open-source autonomous AI software engineer, alternative to Devin by Cognition AI
 
 ## Mental Model
 
diff --git a/tutorials/dify-platform-deep-dive/README.md b/tutorials/dify-platform-deep-dive/README.md
index cad278d..3187855 100644
--- a/tutorials/dify-platform-deep-dive/README.md
+++ b/tutorials/dify-platform-deep-dive/README.md
@@ -125,9 +125,9 @@ Ready to begin? Start with [Chapter 1: System Overview](01-system-overview.md).
 
 ## Current Snapshot (auto-updated)
 
-- repository: [langgenius/dify](https://github.com/langgenius/dify)
-- stars: about **68K**
-- project positioning: leading open-source LLM application development platform
+- repository: [`langgenius/dify`](https://github.com/langgenius/dify)
+- stars: about **131k**
+- latest release: [`1.13.0`](https://github.com/langgenius/dify/releases/tag/1.13.0) (published 2026-02-11)
 
 ## What You Will Learn
 
diff --git a/tutorials/dspy-tutorial/README.md b/tutorials/dspy-tutorial/README.md
index d185ff6..f21681c 100644
--- a/tutorials/dspy-tutorial/README.md
+++ b/tutorials/dspy-tutorial/README.md
@@ -53,6 +53,12 @@ flowchart TD
     class D,E result
 ```
 
+## Current Snapshot (auto-updated)
+
+- repository: [`stanfordnlp/dspy`](https://github.com/stanfordnlp/dspy)
+- stars: about **32.5k**
+- latest release: [`3.1.3`](https://github.com/stanfordnlp/dspy/releases/tag/3.1.3) (published 2026-02-05)
+
 ## Core Concepts
 
 ### Signatures
diff --git a/tutorials/dyad-tutorial/README.md b/tutorials/dyad-tutorial/README.md
index cbe1177..1bdd036 100644
--- a/tutorials/dyad-tutorial/README.md
+++ b/tutorials/dyad-tutorial/README.md
@@ -26,10 +26,8 @@ Dyad is one of the fastest-moving local-first vibe-coding tools. To use it effec
 ## Current Snapshot (auto-updated)
 
 - repository: [`dyad-sh/dyad`](https://github.com/dyad-sh/dyad)
-- stars: about **19.6k**
-- latest release: [`v0.36.0`](https://github.com/dyad-sh/dyad/releases/tag/v0.36.0) (published February 9, 2026)
-- development activity: frequent updates on `main`
-- licensing model in repo: Apache 2.0 for most code and fair-source licensing in `src/pro`
+- stars: about **19.8k**
+- latest release: [`v0.37.0`](https://github.com/dyad-sh/dyad/releases/tag/v0.37.0) (published 2026-02-23)
 
 ## Mental Model
 
diff --git a/tutorials/elizaos-tutorial/README.md b/tutorials/elizaos-tutorial/README.md
index 846b6d3..c9c7f0e 100644
--- a/tutorials/elizaos-tutorial/README.md
+++ b/tutorials/elizaos-tutorial/README.md
@@ -27,6 +27,12 @@ ElizaOS is an open-source framework for building, deploying, and managing autono
 | **Model Agnostic** | OpenAI, Anthropic, Gemini, Llama, Grok — any LLM backend |
 | **Desktop & Web** | Tauri desktop app, React web dashboard, CLI tools |
 
+## Current Snapshot (auto-updated)
+
+- repository: [`elizaOS/eliza`](https://github.com/elizaOS/eliza)
+- stars: about **17.7k**
+- latest release: [`v1.7.2`](https://github.com/elizaOS/eliza/releases/tag/v1.7.2) (published 2026-01-19)
+
 ## Architecture Overview
 
 ```mermaid
diff --git a/tutorials/everything-claude-code-tutorial/README.md b/tutorials/everything-claude-code-tutorial/README.md
index 19aef13..ad84000 100644
--- a/tutorials/everything-claude-code-tutorial/README.md
+++ b/tutorials/everything-claude-code-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`affaan-m/everything-claude-code`](https://github.com/affaan-m/everything-claude-code)
-- stars: about **44.7k**
-- latest release: [`v1.5.0`](https://github.com/affaan-m/everything-claude-code/releases/tag/v1.5.0)
-- recent activity: updates on **February 12, 2026**
-- project positioning: comprehensive Claude Code configuration collection with cross-platform support
+- stars: about **57k**
+- latest release: [`v1.7.0`](https://github.com/affaan-m/everything-claude-code/releases/tag/v1.7.0) (published 2026-02-27)
 
 ## Mental Model
 
diff --git a/tutorials/fabric-tutorial/README.md b/tutorials/fabric-tutorial/README.md
index 4851048..07399b7 100644
--- a/tutorials/fabric-tutorial/README.md
+++ b/tutorials/fabric-tutorial/README.md
@@ -34,6 +34,12 @@ has_children: true
 - 📝 **Markdown Integration** - Seamless document processing
 - 🌐 **API Access** - REST API for integrations
 
+## Current Snapshot (auto-updated)
+
+- repository: [`danielmiessler/fabric`](https://github.com/danielmiessler/fabric)
+- stars: about **39.4k**
+- latest release: [`v1.4.428`](https://github.com/danielmiessler/fabric/releases/tag/v1.4.428) (published 2026-03-02)
+
 ## 🏗️ Architecture Overview
 
 ```mermaid
diff --git a/tutorials/fastmcp-tutorial/README.md b/tutorials/fastmcp-tutorial/README.md
index 98bb191..1aafdd5 100644
--- a/tutorials/fastmcp-tutorial/README.md
+++ b/tutorials/fastmcp-tutorial/README.md
@@ -28,11 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`jlowin/fastmcp`](https://github.com/jlowin/fastmcp)
-- stars: about **22.8k**
-- latest release: [`v2.14.5`](https://github.com/jlowin/fastmcp/releases/tag/v2.14.5) (**February 3, 2026**)
-- license: Apache-2.0
-- recent activity: updates on **February 12, 2026**
-- project positioning: high-signal Python framework for MCP server/client development
+- stars: about **23.3k**
+- latest release: [`v3.0.2`](https://github.com/jlowin/fastmcp/releases/tag/v3.0.2) (published 2026-02-22)
 
 ## Mental Model
 
diff --git a/tutorials/figma-context-mcp-tutorial/README.md b/tutorials/figma-context-mcp-tutorial/README.md
index c3cccae..079a771 100644
--- a/tutorials/figma-context-mcp-tutorial/README.md
+++ b/tutorials/figma-context-mcp-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`GLips/Figma-Context-MCP`](https://github.com/GLips/Figma-Context-MCP)
-- stars: about **13.1k**
-- latest release: [`v0.6.4`](https://github.com/GLips/Figma-Context-MCP/releases/tag/v0.6.4)
-- development activity: active with recent updates
-- project positioning: MCP bridge that simplifies Figma API output for coding agents
+- stars: about **13.3k**
+- latest release: [`v0.6.4`](https://github.com/GLips/Figma-Context-MCP/releases/tag/v0.6.4) (published 2025-10-06)
 
 ## Mental Model
 
diff --git a/tutorials/firecrawl-mcp-server-tutorial/README.md b/tutorials/firecrawl-mcp-server-tutorial/README.md
index 488473d..6edc3a5 100644
--- a/tutorials/firecrawl-mcp-server-tutorial/README.md
+++ b/tutorials/firecrawl-mcp-server-tutorial/README.md
@@ -29,10 +29,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`firecrawl/firecrawl-mcp-server`](https://github.com/firecrawl/firecrawl-mcp-server)
-- stars: about **5.5k**
-- latest release: [`v3.2.1`](https://github.com/firecrawl/firecrawl-mcp-server/releases/tag/v3.2.1)
-- recent activity: repository is actively updated; verify latest commits for current status
-- positioning: official Firecrawl MCP server for scraping, crawling, extraction, and search workflows
+- stars: about **5.6k**
+- latest release: [`v3.2.1`](https://github.com/firecrawl/firecrawl-mcp-server/releases/tag/v3.2.1) (published 2025-09-26)
 
 ## Mental Model
 
diff --git a/tutorials/firecrawl-tutorial/README.md b/tutorials/firecrawl-tutorial/README.md
index f79acac..d299d86 100644
--- a/tutorials/firecrawl-tutorial/README.md
+++ b/tutorials/firecrawl-tutorial/README.md
@@ -54,6 +54,12 @@ Welcome to your journey through web scraping and data extraction for AI applicat
 7. **[Chapter 7: Scaling & Performance](07-scaling-performance.md)** - Handling large-scale scraping operations
 8. **[Chapter 8: Production Deployment](08-production-deployment.md)** - Deploying scraping systems at scale
 
+## Current Snapshot (auto-updated)
+
+- repository: [`mendableai/firecrawl`](https://github.com/mendableai/firecrawl)
+- stars: about **87.4k**
+- latest release: [`v2.8.0`](https://github.com/mendableai/firecrawl/releases/tag/v2.8.0) (published 2026-02-03)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/fireproof-tutorial/README.md b/tutorials/fireproof-tutorial/README.md
index cb38d45..106fa8c 100644
--- a/tutorials/fireproof-tutorial/README.md
+++ b/tutorials/fireproof-tutorial/README.md
@@ -28,10 +28,7 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`fireproof-storage/fireproof`](https://github.com/fireproof-storage/fireproof)
-- stars: about **946**
-- latest tags: `v0.24.1-dev-react19` and `v0.23.8`
-- recent activity: updates on **February 11, 2026**
-- project positioning: local-first embedded document database with encrypted sync
+- stars: about **950**
 
 ## Mental Model
 
diff --git a/tutorials/flowise-llm-orchestration/README.md b/tutorials/flowise-llm-orchestration/README.md
index 2056edd..b6d8277 100644
--- a/tutorials/flowise-llm-orchestration/README.md
+++ b/tutorials/flowise-llm-orchestration/README.md
@@ -116,9 +116,9 @@ Ready to begin? Start with [Chapter 1: System Overview](01-system-overview.md).
 
 ## Current Snapshot (auto-updated)
 
-- repository: [FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise)
-- stars: about **34K**
-- project positioning: popular open-source visual LLM workflow builder with 100+ pre-built nodes
+- repository: [`FlowiseAI/Flowise`](https://github.com/FlowiseAI/Flowise)
+- stars: about **49.5k**
+- latest release: [`flowise@3.0.13`](https://github.com/FlowiseAI/Flowise/releases/tag/flowise@3.0.13) (published 2026-02-03)
 
 ## What You Will Learn
 
diff --git a/tutorials/gemini-cli-tutorial/README.md b/tutorials/gemini-cli-tutorial/README.md
index bdb4ad2..9ef269d 100644
--- a/tutorials/gemini-cli-tutorial/README.md
+++ b/tutorials/gemini-cli-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`google-gemini/gemini-cli`](https://github.com/google-gemini/gemini-cli)
-- stars: about **94.3k**
-- latest release: [`v0.28.2`](https://github.com/google-gemini/gemini-cli/releases/tag/v0.28.2)
-- recent activity: updates on **February 12, 2026**
-- project positioning: open-source Gemini-powered terminal AI agent with first-class docs and extension model
+- stars: about **96.2k**
+- latest release: [`v0.31.0`](https://github.com/google-gemini/gemini-cli/releases/tag/v0.31.0) (published 2026-02-27)
 
 ## Mental Model
 
diff --git a/tutorials/genai-toolbox-tutorial/README.md b/tutorials/genai-toolbox-tutorial/README.md
index 59de391..aa50c96 100644
--- a/tutorials/genai-toolbox-tutorial/README.md
+++ b/tutorials/genai-toolbox-tutorial/README.md
@@ -28,11 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`googleapis/genai-toolbox`](https://github.com/googleapis/genai-toolbox)
-- stars: about **12.9k**
-- latest release: [`v0.26.0`](https://github.com/googleapis/genai-toolbox/releases/tag/v0.26.0) (**January 23, 2026**)
-- license: Apache-2.0
-- recent activity: updates on **February 12, 2026**
-- project positioning: open-source MCP server for databases with native SDK and MCP integration surfaces
+- stars: about **13.2k**
+- latest release: [`v0.27.0`](https://github.com/googleapis/genai-toolbox/releases/tag/v0.27.0) (published 2026-02-13)
 
 ## Mental Model
 
diff --git a/tutorials/github-mcp-server-tutorial/README.md b/tutorials/github-mcp-server-tutorial/README.md
index 9d3f45b..3a3cae0 100644
--- a/tutorials/github-mcp-server-tutorial/README.md
+++ b/tutorials/github-mcp-server-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`github/github-mcp-server`](https://github.com/github/github-mcp-server)
-- stars: about **26.9k**
-- latest release: [`v0.30.3`](https://github.com/github/github-mcp-server/releases/tag/v0.30.3)
-- recent activity: updates on **February 11, 2026**
-- project positioning: official GitHub MCP server for repository-aware AI automation
+- stars: about **27.4k**
+- latest release: [`v0.31.0`](https://github.com/github/github-mcp-server/releases/tag/v0.31.0) (published 2026-02-19)
 
 ## Mental Model
 
diff --git a/tutorials/goose-tutorial/README.md b/tutorials/goose-tutorial/README.md
index fd68cab..0de04cf 100644
--- a/tutorials/goose-tutorial/README.md
+++ b/tutorials/goose-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`block/goose`](https://github.com/block/goose)
-- stars: about **30.3k**
-- latest release: [`v1.23.2`](https://github.com/block/goose/releases/tag/v1.23.2)
-- recent activity: updates on **February 12, 2026**
-- project positioning: local, extensible AI agent for end-to-end engineering automation
+- stars: about **32.1k**
+- latest release: [`v1.26.1`](https://github.com/block/goose/releases/tag/v1.26.1) (published 2026-02-27)
 
 ## Mental Model
 
diff --git a/tutorials/gpt-oss-tutorial/README.md b/tutorials/gpt-oss-tutorial/README.md
index 344f898..2ded01f 100644
--- a/tutorials/gpt-oss-tutorial/README.md
+++ b/tutorials/gpt-oss-tutorial/README.md
@@ -64,6 +64,11 @@ flowchart TD
     class D1,D2,D3 prod
 ```
 
+## Current Snapshot (auto-updated)
+
+- repository: [`karpathy/nanoGPT`](https://github.com/karpathy/nanoGPT)
+- stars: about **54k**
+
 ## Tutorial Structure
 
 This tutorial is organized into 8 chapters that progressively build your understanding:
diff --git a/tutorials/gptme-tutorial/README.md b/tutorials/gptme-tutorial/README.md
index fcfacb7..8372a1d 100644
--- a/tutorials/gptme-tutorial/README.md
+++ b/tutorials/gptme-tutorial/README.md
@@ -29,9 +29,7 @@ This track focuses on:
 
 - repository: [`gptme/gptme`](https://github.com/gptme/gptme)
 - stars: about **4.2k**
-- latest release: [`v0.31.0`](https://github.com/gptme/gptme/releases/tag/v0.31.0)
-- recent activity: updates on **February 11, 2026**
-- project positioning: unconstrained local/open alternative to managed coding agents
+- latest release: [`v0.31.0`](https://github.com/gptme/gptme/releases/tag/v0.31.0) (published 2025-12-15)
 
 ## Mental Model
 
diff --git a/tutorials/hapi-tutorial/README.md b/tutorials/hapi-tutorial/README.md
index 0f755a6..bb2ca78 100644
--- a/tutorials/hapi-tutorial/README.md
+++ b/tutorials/hapi-tutorial/README.md
@@ -30,11 +30,9 @@ HAPI wraps existing coding agents and adds a hub/web control plane so sessions c
 
 ## Current Snapshot (auto-updated)
 
-- repository: `tiann/hapi`
-- stars: ~1.4K
-- latest release line: `v0.15.x` (`v0.15.2` published February 11, 2026)
-- license: AGPL-3.0
-- key capabilities: remote approvals, PWA control, Telegram integration, multi-machine session routing
+- repository: [`tiann/hapi`](https://github.com/tiann/hapi)
+- stars: about **2k**
+- latest release: [`v0.15.4`](https://github.com/tiann/hapi/releases/tag/v0.15.4) (published 2026-03-01)
 
 ## Chapter Guide
 
diff --git a/tutorials/haystack-tutorial/README.md b/tutorials/haystack-tutorial/README.md
index e5d08f9..1b2eadb 100644
--- a/tutorials/haystack-tutorial/README.md
+++ b/tutorials/haystack-tutorial/README.md
@@ -26,6 +26,12 @@ Haystack is an open-source LLM framework by deepset for building composable AI p
 | **Evaluation** | Built-in metrics (MRR, MAP, NDCG) and LLM-based evaluation components |
 | **Custom Components** | `@component` decorator for building reusable pipeline nodes with typed I/O |
 
+## Current Snapshot (auto-updated)
+
+- repository: [`deepset-ai/haystack`](https://github.com/deepset-ai/haystack)
+- stars: about **24.4k**
+- latest release: [`v2.25.1`](https://github.com/deepset-ai/haystack/releases/tag/v2.25.1) (published 2026-02-27)
+
 ## Architecture Overview
 
 ```mermaid
diff --git a/tutorials/huggingface-tutorial/README.md b/tutorials/huggingface-tutorial/README.md
index 6ab2124..4682649 100644
--- a/tutorials/huggingface-tutorial/README.md
+++ b/tutorials/huggingface-tutorial/README.md
@@ -58,6 +58,12 @@ Welcome to your journey through the HuggingFace Transformers ecosystem! This tut
 7. **[Chapter 7: Fine-tuning Models](07-fine-tuning.md)** - Customizing models for specific tasks
 8. **[Chapter 8: Production Deployment](08-production-deployment.md)** - Scaling Transformers applications
 
+## Current Snapshot (auto-updated)
+
+- repository: [`huggingface/transformers`](https://github.com/huggingface/transformers)
+- stars: about **157k**
+- latest release: [`v5.2.0`](https://github.com/huggingface/transformers/releases/tag/v5.2.0) (published 2026-02-16)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/humanlayer-tutorial/README.md b/tutorials/humanlayer-tutorial/README.md
index 6c9c03b..329bb5e 100644
--- a/tutorials/humanlayer-tutorial/README.md
+++ b/tutorials/humanlayer-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`humanlayer/humanlayer`](https://github.com/humanlayer/humanlayer)
-- stars: about **9.3k**
-- latest release: [`pro-0.20.0`](https://github.com/humanlayer/humanlayer/releases/tag/pro-0.20.0)
-- development activity: active with recent updates
-- project positioning: open-source coding-agent orchestration stack with context and human-loop emphasis
+- stars: about **9.6k**
+- latest release: [`pro-0.20.0`](https://github.com/humanlayer/humanlayer/releases/tag/pro-0.20.0) (published 2025-12-23)
 
 ## Mental Model
 
diff --git a/tutorials/instructor-tutorial/README.md b/tutorials/instructor-tutorial/README.md
index 62ed760..39873c5 100644
--- a/tutorials/instructor-tutorial/README.md
+++ b/tutorials/instructor-tutorial/README.md
@@ -54,6 +54,12 @@ flowchart LR
     class G output
 ```
 
+## Current Snapshot (auto-updated)
+
+- repository: [`instructor-ai/instructor`](https://github.com/instructor-ai/instructor)
+- stars: about **12.5k**
+- latest release: [`v1.14.5`](https://github.com/instructor-ai/instructor/releases/tag/v1.14.5) (published 2026-01-29)
+
 ## Tutorial Chapters
 
 1. **[Chapter 1: Getting Started](01-getting-started.md)** - Installation, setup, and first structured extraction
diff --git a/tutorials/khoj-tutorial/README.md b/tutorials/khoj-tutorial/README.md
index 58664dc..8f72e60 100644
--- a/tutorials/khoj-tutorial/README.md
+++ b/tutorials/khoj-tutorial/README.md
@@ -26,6 +26,12 @@ Khoj is an open-source AI personal assistant that transforms your scattered note
 | **Self-Hostable** | Full Docker deployment with PostgreSQL, data stays on your infrastructure |
 | **Client Integrations** | Obsidian plugin, Emacs package, web UI, WhatsApp, and API access |
 
+## Current Snapshot (auto-updated)
+
+- repository: [`khoj-ai/khoj`](https://github.com/khoj-ai/khoj)
+- stars: about **32.8k**
+- latest release: [`2.0.0-beta.25`](https://github.com/khoj-ai/khoj/releases/tag/2.0.0-beta.25) (published 2026-02-22)
+
 ## Architecture Overview
 
 ```mermaid
diff --git a/tutorials/kilocode-tutorial/README.md b/tutorials/kilocode-tutorial/README.md
index 15ac934..047df9a 100644
--- a/tutorials/kilocode-tutorial/README.md
+++ b/tutorials/kilocode-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`Kilo-Org/kilocode`](https://github.com/Kilo-Org/kilocode)
-- stars: about **15.2k**
-- latest release: [`v5.7.0`](https://github.com/Kilo-Org/kilocode/releases/tag/v5.7.0)
-- recent activity: updates on **February 11, 2026**
-- project positioning: all-in-one agentic engineering platform
+- stars: about **16.1k**
+- latest release: [`v7.0.33`](https://github.com/Kilo-Org/kilocode/releases/tag/v7.0.33) (published 2026-02-27)
 
 ## Mental Model
 
diff --git a/tutorials/kimi-cli-tutorial/README.md b/tutorials/kimi-cli-tutorial/README.md
index 9f7614f..98e7586 100644
--- a/tutorials/kimi-cli-tutorial/README.md
+++ b/tutorials/kimi-cli-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`MoonshotAI/kimi-cli`](https://github.com/MoonshotAI/kimi-cli)
-- stars: about **6.3k**
-- latest release: [`1.12.0`](https://github.com/MoonshotAI/kimi-cli/releases/tag/1.12.0)
-- recent activity: updates on **February 11, 2026**
-- project positioning: terminal AI coding agent with MCP + ACP support
+- stars: about **6.9k**
+- latest release: [`1.16.0`](https://github.com/MoonshotAI/kimi-cli/releases/tag/1.16.0) (published 2026-02-27)
 
 ## Mental Model
 
diff --git a/tutorials/kiro-tutorial/README.md b/tutorials/kiro-tutorial/README.md
index bb27ea6..66147aa 100644
--- a/tutorials/kiro-tutorial/README.md
+++ b/tutorials/kiro-tutorial/README.md
@@ -30,9 +30,7 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`kirodotdev/Kiro`](https://github.com/kirodotdev/Kiro)
-- stars: about **1.8k**
-- launched: **July 2025** by AWS
-- project positioning: AWS-backed spec-driven agentic IDE for structured AI engineering
+- stars: about **3.1k**
 
 ## Mental Model
 
diff --git a/tutorials/kubernetes-operator-patterns/README.md b/tutorials/kubernetes-operator-patterns/README.md
index a8080a4..73d38f9 100644
--- a/tutorials/kubernetes-operator-patterns/README.md
+++ b/tutorials/kubernetes-operator-patterns/README.md
@@ -56,6 +56,12 @@ flowchart TD
     class C,D,E,F,G,H,I operator
 ```
 
+## Current Snapshot (auto-updated)
+
+- repository: [`operator-framework/operator-sdk`](https://github.com/operator-framework/operator-sdk)
+- stars: about **7.6k**
+- latest release: [`v1.42.0`](https://github.com/operator-framework/operator-sdk/releases/tag/v1.42.0) (published 2025-11-13)
+
 ## Core Operator Concepts
 
 ### Custom Resource Definitions (CRDs)
diff --git a/tutorials/lancedb-tutorial/README.md b/tutorials/lancedb-tutorial/README.md
index 26800ad..64916ea 100644
--- a/tutorials/lancedb-tutorial/README.md
+++ b/tutorials/lancedb-tutorial/README.md
@@ -71,6 +71,12 @@ flowchart TD
     class J,K,L storage
 ```
 
+## Current Snapshot (auto-updated)
+
+- repository: [`lancedb/lancedb`](https://github.com/lancedb/lancedb)
+- stars: about **9.2k**
+- latest release: [`python-v0.30.0-beta.3`](https://github.com/lancedb/lancedb/releases/tag/python-v0.30.0-beta.3) (published 2026-02-28)
+
 ## Tutorial Chapters
 
 1. **[Chapter 1: Getting Started](01-getting-started.md)** - Installation, setup, and first database
diff --git a/tutorials/langchain-architecture-guide/README.md b/tutorials/langchain-architecture-guide/README.md
index 1813348..cd22867 100644
--- a/tutorials/langchain-architecture-guide/README.md
+++ b/tutorials/langchain-architecture-guide/README.md
@@ -72,6 +72,12 @@ This guide is designed for developers who already have working experience with L
 - Asynchronous Python (`async` / `await`)
 - General software architecture concepts (interfaces, composition, dependency injection)
 
+## Current Snapshot (auto-updated)
+
+- repository: [`langchain-ai/langchain`](https://github.com/langchain-ai/langchain)
+- stars: about **128k**
+- latest release: [`langchain-core==1.2.16`](https://github.com/langchain-ai/langchain/releases/tag/langchain-core==1.2.16) (published 2026-02-25)
+
 ## Tutorial Chapters
 
 Each chapter dissects a major subsystem of the LangChain codebase:
diff --git a/tutorials/langchain-tutorial/README.md b/tutorials/langchain-tutorial/README.md
index f2dc835..ab8c510 100644
--- a/tutorials/langchain-tutorial/README.md
+++ b/tutorials/langchain-tutorial/README.md
@@ -52,6 +52,12 @@ Welcome to your journey through LangChain! This tutorial is structured to take y
 7. **[Chapter 7: Advanced Chains](07-advanced-chains.md)** - Complex workflows and custom chain implementations
 8. **[Chapter 8: Production Deployment](08-production-deployment.md)** - Scaling, monitoring, and best practices
 
+## Current Snapshot (auto-updated)
+
+- repository: [`langchain-ai/langchain`](https://github.com/langchain-ai/langchain)
+- stars: about **128k**
+- latest release: [`langchain-core==1.2.16`](https://github.com/langchain-ai/langchain/releases/tag/langchain-core==1.2.16) (published 2026-02-25)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/langflow-tutorial/README.md b/tutorials/langflow-tutorial/README.md
index 5acfabf..887be8d 100644
--- a/tutorials/langflow-tutorial/README.md
+++ b/tutorials/langflow-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`langflow-ai/langflow`](https://github.com/langflow-ai/langflow)
-- stars: about **144.7k**
-- latest release: [`1.7.3`](https://github.com/langflow-ai/langflow/releases/tag/1.7.3)
-- development activity: very active with same-day updates
-- project positioning: visual + programmable platform for AI agents, flows, API endpoints, and MCP tooling
+- stars: about **145k**
+- latest release: [`1.7.3`](https://github.com/langflow-ai/langflow/releases/tag/1.7.3) (published 2026-01-23)
 
 ## Mental Model
 
diff --git a/tutorials/langfuse-tutorial/README.md b/tutorials/langfuse-tutorial/README.md
index 1a9dd45..9531862 100644
--- a/tutorials/langfuse-tutorial/README.md
+++ b/tutorials/langfuse-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`langfuse/langfuse`](https://github.com/langfuse/langfuse)
-- stars: about **21.8k**
-- latest release: [`v3.152.0`](https://github.com/langfuse/langfuse/releases/tag/v3.152.0)
-- integration surface includes OpenTelemetry, LangChain, OpenAI SDK, LiteLLM, and more
-- supports cloud and self-hosted deployment models
+- stars: about **22.5k**
+- latest release: [`v3.155.1`](https://github.com/langfuse/langfuse/releases/tag/v3.155.1) (published 2026-02-23)
 
 ## Mental Model
 
diff --git a/tutorials/langgraph-tutorial/README.md b/tutorials/langgraph-tutorial/README.md
index 3dbeace..14135b1 100644
--- a/tutorials/langgraph-tutorial/README.md
+++ b/tutorials/langgraph-tutorial/README.md
@@ -58,6 +58,12 @@ Welcome to your journey through stateful multi-actor applications! This tutorial
 7. **[Chapter 7: Persistence and Checkpoints](07-persistence-checkpoints.md)** - State persistence and recovery
 8. **[Chapter 8: Production Deployment](08-production-deployment.md)** - Scaling and deploying LangGraph applications
 
+## Current Snapshot (auto-updated)
+
+- repository: [`langchain-ai/langgraph`](https://github.com/langchain-ai/langgraph)
+- stars: about **25.4k**
+- latest release: [`1.0.10`](https://github.com/langchain-ai/langgraph/releases/tag/1.0.10) (published 2026-02-27)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/letta-tutorial/README.md b/tutorials/letta-tutorial/README.md
index 16c5fcb..bb49d1d 100644
--- a/tutorials/letta-tutorial/README.md
+++ b/tutorials/letta-tutorial/README.md
@@ -66,6 +66,12 @@ flowchart TD
     class I,J,K output
 ```
 
+## Current Snapshot (auto-updated)
+
+- repository: [`letta-ai/letta`](https://github.com/letta-ai/letta)
+- stars: about **21.4k**
+- latest release: [`0.16.5`](https://github.com/letta-ai/letta/releases/tag/0.16.5) (published 2026-02-24)
+
 ## Tutorial Chapters
 
 1. **[Chapter 1: Getting Started](01-getting-started.md)** - Installation, setup, and first agent
diff --git a/tutorials/litellm-tutorial/README.md b/tutorials/litellm-tutorial/README.md
index 40d4acd..6146752 100644
--- a/tutorials/litellm-tutorial/README.md
+++ b/tutorials/litellm-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`BerriAI/litellm`](https://github.com/BerriAI/litellm)
-- stars: about **35.8k**
-- latest published release tag: `v1.81.10-nightly`
-- latest stable-tagged line in recent releases: `1.78.5-stable-patch-1`
-- project scope includes Python SDK + proxy server + routing/guardrail/cost tooling
+- stars: about **37.5k**
+- latest release: [`v1.81.12-stable.2`](https://github.com/BerriAI/litellm/releases/tag/v1.81.12-stable.2) (published 2026-02-28)
 
 ## Mental Model
 
diff --git a/tutorials/liveblocks-tutorial/README.md b/tutorials/liveblocks-tutorial/README.md
index d3388c7..63990cc 100644
--- a/tutorials/liveblocks-tutorial/README.md
+++ b/tutorials/liveblocks-tutorial/README.md
@@ -48,6 +48,12 @@ graph TB
     style CRDT fill:#fce4ec,stroke:#c62828
 ```
 
+## Current Snapshot (auto-updated)
+
+- repository: [`liveblocks/liveblocks`](https://github.com/liveblocks/liveblocks)
+- stars: about **4.5k**
+- latest release: [`v3.14.1`](https://github.com/liveblocks/liveblocks/releases/tag/v3.14.1) (published 2026-02-26)
+
 ## Core Capabilities
 
 | Feature | Description | Use Case |
diff --git a/tutorials/llama-cpp-tutorial/README.md b/tutorials/llama-cpp-tutorial/README.md
index 6bc6919..841cf9b 100644
--- a/tutorials/llama-cpp-tutorial/README.md
+++ b/tutorials/llama-cpp-tutorial/README.md
@@ -62,6 +62,12 @@ flowchart TD
     class H,I output
 ```
 
+## Current Snapshot (auto-updated)
+
+- repository: [`ggerganov/llama.cpp`](https://github.com/ggerganov/llama.cpp)
+- stars: about **96.3k**
+- latest release: [`b8188`](https://github.com/ggerganov/llama.cpp/releases/tag/b8188) (published 2026-03-02)
+
 ## Tutorial Chapters
 
 1. **[Chapter 1: Getting Started](01-getting-started.md)** - Building llama.cpp and running your first model
diff --git a/tutorials/llama-factory-tutorial/README.md b/tutorials/llama-factory-tutorial/README.md
index 752cd58..d524ed2 100644
--- a/tutorials/llama-factory-tutorial/README.md
+++ b/tutorials/llama-factory-tutorial/README.md
@@ -62,6 +62,12 @@ Welcome to your journey through unified LLM training! This tutorial explores how
 7. **[Chapter 7: Advanced Techniques](07-advanced-techniques.md)** - Multi-GPU training and optimization
 8. **[Chapter 8: Production Case Studies](08-production-case-studies.md)** - Scaling and automation patterns
 
+## Current Snapshot (auto-updated)
+
+- repository: [`hiyouga/LLaMA-Factory`](https://github.com/hiyouga/LLaMA-Factory)
+- stars: about **67.8k**
+- latest release: [`v0.9.4`](https://github.com/hiyouga/LLaMA-Factory/releases/tag/v0.9.4) (published 2025-12-31)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/llamaindex-tutorial/README.md b/tutorials/llamaindex-tutorial/README.md
index fd6c9e8..3cf9b37 100644
--- a/tutorials/llamaindex-tutorial/README.md
+++ b/tutorials/llamaindex-tutorial/README.md
@@ -62,6 +62,12 @@ Welcome to your journey through advanced RAG systems and data frameworks! This t
 7. **[Chapter 7: Production Deployment](07-production-deployment.md)** - Scaling LlamaIndex applications for production
 8. **[Chapter 8: Monitoring & Optimization](08-monitoring-optimization.md)** - Performance tuning and observability
 
+## Current Snapshot (auto-updated)
+
+- repository: [`run-llama/llama_index`](https://github.com/run-llama/llama_index)
+- stars: about **47.3k**
+- latest release: [`v0.14.15`](https://github.com/run-llama/llama_index/releases/tag/v0.14.15) (published 2026-02-18)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/lobechat-ai-platform/README.md b/tutorials/lobechat-ai-platform/README.md
index d682c28..9367066 100644
--- a/tutorials/lobechat-ai-platform/README.md
+++ b/tutorials/lobechat-ai-platform/README.md
@@ -25,6 +25,12 @@ LobeChat is an open-source AI chat framework that enables you to build and deplo
 | **Themes** | Modern, customizable UI with extensive theming |
 | **Deployment** | One-click Vercel, Docker, and cloud-native deployment |
 
+## Current Snapshot (auto-updated)
+
+- repository: [`lobehub/lobe-chat`](https://github.com/lobehub/lobe-chat)
+- stars: about **72.9k**
+- latest release: [`v2.1.34`](https://github.com/lobehub/lobe-chat/releases/tag/v2.1.34) (published 2026-02-28)
+
 ## Architecture Overview
 
 ```mermaid
diff --git a/tutorials/localai-tutorial/README.md b/tutorials/localai-tutorial/README.md
index b82e8b1..e28ecfa 100644
--- a/tutorials/localai-tutorial/README.md
+++ b/tutorials/localai-tutorial/README.md
@@ -65,6 +65,12 @@ flowchart TD
     class G,H,I,J,K,L,M model
 ```
 
+## Current Snapshot (auto-updated)
+
+- repository: [`mudler/LocalAI`](https://github.com/mudler/LocalAI)
+- stars: about **43.2k**
+- latest release: [`v3.12.1`](https://github.com/mudler/LocalAI/releases/tag/v3.12.1) (published 2026-02-21)
+
 ## Tutorial Chapters
 
 1. **[Chapter 1: Getting Started](01-getting-started.md)** - Installation and first model
diff --git a/tutorials/logseq-knowledge-management/README.md b/tutorials/logseq-knowledge-management/README.md
index 85eff08..84ce438 100644
--- a/tutorials/logseq-knowledge-management/README.md
+++ b/tutorials/logseq-knowledge-management/README.md
@@ -118,9 +118,9 @@ Ready to begin? Start with [Chapter 1: Knowledge Management Principles](01-knowl
 
 ## Current Snapshot (auto-updated)
 
-- repository: [logseq/logseq](https://github.com/logseq/logseq)
-- stars: about **32K**
-- project positioning: privacy-first, local-first knowledge management platform with graph visualization
+- repository: [`logseq/logseq`](https://github.com/logseq/logseq)
+- stars: about **41.3k**
+- latest release: [`0.10.15`](https://github.com/logseq/logseq/releases/tag/0.10.15) (published 2025-12-01)
 
 ## What You Will Learn
 
diff --git a/tutorials/mastra-tutorial/README.md b/tutorials/mastra-tutorial/README.md
index 41fd1c3..27bb55d 100644
--- a/tutorials/mastra-tutorial/README.md
+++ b/tutorials/mastra-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`mastra-ai/mastra`](https://github.com/mastra-ai/mastra)
-- stars: about **21.0k**
-- latest release: [`mastra@1.3.0`](https://github.com/mastra-ai/mastra/releases/tag/mastra%401.3.0)
-- development activity: very active with same-day updates
-- project positioning: TypeScript AI framework for agents, workflows, memory, and production ops
+- stars: about **21.6k**
+- latest release: [`@mastra/core@1.8.0`](https://github.com/mastra-ai/mastra/releases/tag/@mastra/core@1.8.0) (published 2026-03-02)
 
 ## Mental Model
 
diff --git a/tutorials/mcp-chrome-tutorial/README.md b/tutorials/mcp-chrome-tutorial/README.md
index 0a467b4..3a4862a 100644
--- a/tutorials/mcp-chrome-tutorial/README.md
+++ b/tutorials/mcp-chrome-tutorial/README.md
@@ -29,10 +29,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`hangwin/mcp-chrome`](https://github.com/hangwin/mcp-chrome)
-- stars: about **10.4k**
-- latest release: [`v1.0.0`](https://github.com/hangwin/mcp-chrome/releases/tag/v1.0.0) (**December 29, 2025**)
-- recent activity: updated on **January 6, 2026**
-- positioning: Chrome extension + native bridge MCP server for browser automation and semantic tab intelligence
+- stars: about **10.6k**
+- latest release: [`v1.0.0`](https://github.com/hangwin/mcp-chrome/releases/tag/v1.0.0) (published 2025-12-29)
 
 ## Mental Model
 
diff --git a/tutorials/mcp-csharp-sdk-tutorial/README.md b/tutorials/mcp-csharp-sdk-tutorial/README.md
index beb68c5..f04fc38 100644
--- a/tutorials/mcp-csharp-sdk-tutorial/README.md
+++ b/tutorials/mcp-csharp-sdk-tutorial/README.md
@@ -28,11 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`modelcontextprotocol/csharp-sdk`](https://github.com/modelcontextprotocol/csharp-sdk)
-- stars: about **3.9k**
-- package posture: preview NuGet packages (no GitHub releases published)
-- recent activity: updated on **February 12, 2026**
-- runtime baseline: .NET 9+ for samples (project tooling references .NET 10 SDK for full dev workflow)
-- license: Apache-2.0
+- stars: about **4k**
+- latest release: [`v1.0.0`](https://github.com/modelcontextprotocol/csharp-sdk/releases/tag/v1.0.0) (published 2026-02-25)
 
 ## Mental Model
 
diff --git a/tutorials/mcp-docs-repo-tutorial/README.md b/tutorials/mcp-docs-repo-tutorial/README.md
index 7091249..711ec86 100644
--- a/tutorials/mcp-docs-repo-tutorial/README.md
+++ b/tutorials/mcp-docs-repo-tutorial/README.md
@@ -29,10 +29,7 @@ This track focuses on:
 
 - repository: [`modelcontextprotocol/docs`](https://github.com/modelcontextprotocol/docs)
 - stars: about **424**
-- repository status: **archived**
-- recent activity: updated on **February 11, 2026**
-- active-docs pointer: repository README redirects to `modelcontextprotocol/modelcontextprotocol/tree/main/docs`
-- license: MIT
+- status: **archived**
 
 ## Mental Model
 
diff --git a/tutorials/mcp-ext-apps-tutorial/README.md b/tutorials/mcp-ext-apps-tutorial/README.md
index d1b257e..3ad8fda 100644
--- a/tutorials/mcp-ext-apps-tutorial/README.md
+++ b/tutorials/mcp-ext-apps-tutorial/README.md
@@ -28,12 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`modelcontextprotocol/ext-apps`](https://github.com/modelcontextprotocol/ext-apps)
-- stars: about **1.46k**
-- latest release: [`v1.0.1`](https://github.com/modelcontextprotocol/ext-apps/releases/tag/v1.0.1) (**January 26, 2026**)
-- recent activity: updated on **February 12, 2026**
-- stable spec: [`2026-01-26`](https://github.com/modelcontextprotocol/ext-apps/blob/main/specification/2026-01-26/apps.mdx)
-- package baseline: `npm install -S @modelcontextprotocol/ext-apps`
-- ecosystem note: repo provides app/host SDKs and reference examples, but no fully supported production host implementation
+- stars: about **1.7k**
+- latest release: [`v1.1.2`](https://github.com/modelcontextprotocol/ext-apps/releases/tag/v1.1.2) (published 2026-02-25)
 
 ## Mental Model
 
diff --git a/tutorials/mcp-go-sdk-tutorial/README.md b/tutorials/mcp-go-sdk-tutorial/README.md
index 2af8ea8..d907418 100644
--- a/tutorials/mcp-go-sdk-tutorial/README.md
+++ b/tutorials/mcp-go-sdk-tutorial/README.md
@@ -28,11 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`modelcontextprotocol/go-sdk`](https://github.com/modelcontextprotocol/go-sdk)
-- stars: about **3.8k**
-- latest release: [`v1.3.0`](https://github.com/modelcontextprotocol/go-sdk/releases/tag/v1.3.0) (**February 9, 2026**)
-- recent activity: updated on **February 12, 2026**
-- branch posture: `main` with active protocol and conformance updates
-- licensing note: project transition from MIT to Apache-2.0 (documentation non-spec content under CC-BY-4.0)
+- stars: about **4k**
+- latest release: [`v1.4.0`](https://github.com/modelcontextprotocol/go-sdk/releases/tag/v1.4.0) (published 2026-02-27)
 
 ## Mental Model
 
diff --git a/tutorials/mcp-inspector-tutorial/README.md b/tutorials/mcp-inspector-tutorial/README.md
index 8c8342e..f946b8e 100644
--- a/tutorials/mcp-inspector-tutorial/README.md
+++ b/tutorials/mcp-inspector-tutorial/README.md
@@ -28,11 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`modelcontextprotocol/inspector`](https://github.com/modelcontextprotocol/inspector)
-- stars: about **8.6k**
-- latest release: [`0.20.0`](https://github.com/modelcontextprotocol/inspector/releases/tag/0.20.0) (**February 6, 2026**)
-- recent activity: updated on **February 12, 2026**
-- runtime requirement: Node.js `^22.7.5`
-- licensing note: MCP project transition from MIT to Apache-2.0 (docs under CC-BY-4.0)
+- stars: about **8.9k**
+- latest release: [`0.21.1`](https://github.com/modelcontextprotocol/inspector/releases/tag/0.21.1) (published 2026-02-27)
 
 ## Mental Model
 
diff --git a/tutorials/mcp-java-sdk-tutorial/README.md b/tutorials/mcp-java-sdk-tutorial/README.md
index 111e67b..13490e3 100644
--- a/tutorials/mcp-java-sdk-tutorial/README.md
+++ b/tutorials/mcp-java-sdk-tutorial/README.md
@@ -29,10 +29,7 @@ This track focuses on:
 
 - repository: [`modelcontextprotocol/java-sdk`](https://github.com/modelcontextprotocol/java-sdk)
 - stars: about **3.2k**
-- latest release: [`v0.17.2`](https://github.com/modelcontextprotocol/java-sdk/releases/tag/v0.17.2) (**January 22, 2026**)
-- recent activity: updated on **February 12, 2026**
-- runtime baseline: Java 17+
-- license: MIT
+- latest release: [`v1.0.0`](https://github.com/modelcontextprotocol/java-sdk/releases/tag/v1.0.0) (published 2026-02-23)
 
 ## Mental Model
 
diff --git a/tutorials/mcp-kotlin-sdk-tutorial/README.md b/tutorials/mcp-kotlin-sdk-tutorial/README.md
index 7b9fce9..d3a2438 100644
--- a/tutorials/mcp-kotlin-sdk-tutorial/README.md
+++ b/tutorials/mcp-kotlin-sdk-tutorial/README.md
@@ -29,10 +29,7 @@ This track focuses on:
 
 - repository: [`modelcontextprotocol/kotlin-sdk`](https://github.com/modelcontextprotocol/kotlin-sdk)
 - stars: about **1.3k**
-- latest release: [`0.8.3`](https://github.com/modelcontextprotocol/kotlin-sdk/releases/tag/0.8.3) (**January 21, 2026**)
-- recent activity: updated on **February 12, 2026**
-- runtime baseline: Kotlin 2.2+, JVM 11+; Ktor engine deps must be added explicitly
-- licensing note: API metadata currently reports `NOASSERTION`; repository docs and license file indicate Apache 2.0 terms
+- latest release: [`0.8.4`](https://github.com/modelcontextprotocol/kotlin-sdk/releases/tag/0.8.4) (published 2026-02-17)
 
 ## Mental Model
 
diff --git a/tutorials/mcp-php-sdk-tutorial/README.md b/tutorials/mcp-php-sdk-tutorial/README.md
index 700cb39..1802e9b 100644
--- a/tutorials/mcp-php-sdk-tutorial/README.md
+++ b/tutorials/mcp-php-sdk-tutorial/README.md
@@ -28,12 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`modelcontextprotocol/php-sdk`](https://github.com/modelcontextprotocol/php-sdk)
-- stars: about **1.35k**
-- latest release: [`v0.3.0`](https://github.com/modelcontextprotocol/php-sdk/releases/tag/v0.3.0) (**January 11, 2026**)
-- recent activity: updated on **February 12, 2026**
-- package: `composer require mcp/sdk`
-- stability note: README marks the SDK as actively evolving/experimental and lists client component work on the roadmap
-- licensing note: metadata reports `NOASSERTION`; repository includes a `LICENSE` file and Symfony-aligned contribution standards
+- stars: about **1.4k**
+- latest release: [`v0.4.0`](https://github.com/modelcontextprotocol/php-sdk/releases/tag/v0.4.0) (published 2026-02-23)
 
 ## Mental Model
 
diff --git a/tutorials/mcp-python-sdk-tutorial/README.md b/tutorials/mcp-python-sdk-tutorial/README.md
index e758674..e2e31c2 100644
--- a/tutorials/mcp-python-sdk-tutorial/README.md
+++ b/tutorials/mcp-python-sdk-tutorial/README.md
@@ -29,6 +29,12 @@ The **Model Context Protocol (MCP) Python SDK** is the official Python implement
 | **Type Safety** | Full Pydantic integration for request/response validation |
 | **Async Support** | Built on asyncio for high-performance concurrent operations |
 
+## Current Snapshot (auto-updated)
+
+- repository: [`modelcontextprotocol/python-sdk`](https://github.com/modelcontextprotocol/python-sdk)
+- stars: about **21.9k**
+- latest release: [`v1.26.0`](https://github.com/modelcontextprotocol/python-sdk/releases/tag/v1.26.0) (published 2026-01-24)
+
 ## Architecture Overview
 
 ```mermaid
diff --git a/tutorials/mcp-quickstart-resources-tutorial/README.md b/tutorials/mcp-quickstart-resources-tutorial/README.md
index f7aeda1..2d5b98a 100644
--- a/tutorials/mcp-quickstart-resources-tutorial/README.md
+++ b/tutorials/mcp-quickstart-resources-tutorial/README.md
@@ -28,11 +28,7 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`modelcontextprotocol/quickstart-resources`](https://github.com/modelcontextprotocol/quickstart-resources)
-- stars: about **984**
-- recent activity: updated on **February 12, 2026**
-- supported example stacks: Go, Python, TypeScript, Rust
-- test posture: includes smoke tests and mock MCP server/client helpers
-- license note: metadata currently reports `NOASSERTION`; verify repository license terms before redistribution
+- stars: about **1k**
 
 ## Mental Model
 
diff --git a/tutorials/mcp-registry-tutorial/README.md b/tutorials/mcp-registry-tutorial/README.md
index 94f4f12..ef332d7 100644
--- a/tutorials/mcp-registry-tutorial/README.md
+++ b/tutorials/mcp-registry-tutorial/README.md
@@ -28,11 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`modelcontextprotocol/registry`](https://github.com/modelcontextprotocol/registry)
-- stars: about **6.4k**
-- latest release: [`v1.4.1`](https://github.com/modelcontextprotocol/registry/releases/tag/v1.4.1) (**February 10, 2026**)
-- recent activity: updated on **February 12, 2026**
-- implementation stack: Go API + PostgreSQL + deployment automation
-- licensing note: MCP project transition from MIT to Apache-2.0 (docs under CC-BY-4.0)
+- stars: about **6.5k**
+- latest release: [`v1.4.1`](https://github.com/modelcontextprotocol/registry/releases/tag/v1.4.1) (published 2026-02-10)
 
 ## Mental Model
 
diff --git a/tutorials/mcp-ruby-sdk-tutorial/README.md b/tutorials/mcp-ruby-sdk-tutorial/README.md
index 16a18aa..2576c54 100644
--- a/tutorials/mcp-ruby-sdk-tutorial/README.md
+++ b/tutorials/mcp-ruby-sdk-tutorial/README.md
@@ -28,11 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`modelcontextprotocol/ruby-sdk`](https://github.com/modelcontextprotocol/ruby-sdk)
-- stars: about **716**
-- latest release: [`v0.6.0`](https://github.com/modelcontextprotocol/ruby-sdk/releases/tag/v0.6.0) (**January 16, 2026**)
-- recent activity: updated on **February 11, 2026**
-- runtime note: changelog documents support for Ruby 2.7-3.1 in recent releases
-- feature note: README still lists resource subscriptions, completions, and elicitation as not yet implemented
+- stars: about **739**
+- latest release: [`v0.7.1`](https://github.com/modelcontextprotocol/ruby-sdk/releases/tag/v0.7.1) (published 2026-02-21)
 
 ## Mental Model
 
diff --git a/tutorials/mcp-rust-sdk-tutorial/README.md b/tutorials/mcp-rust-sdk-tutorial/README.md
index 55c6df6..ae09bce 100644
--- a/tutorials/mcp-rust-sdk-tutorial/README.md
+++ b/tutorials/mcp-rust-sdk-tutorial/README.md
@@ -28,11 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`modelcontextprotocol/rust-sdk`](https://github.com/modelcontextprotocol/rust-sdk)
-- stars: about **3.0k**
-- latest release: [`rmcp-v0.15.0`](https://github.com/modelcontextprotocol/rust-sdk/releases/tag/rmcp-v0.15.0) (**February 10, 2026**)
-- recent activity: updated on **February 12, 2026**
-- runtime posture: tokio async runtime, feature-gated transports/capabilities
-- licensing note: license metadata is transitioning; see repository license file for current terms
+- stars: about **3.1k**
+- latest release: [`rmcp-v0.17.0`](https://github.com/modelcontextprotocol/rust-sdk/releases/tag/rmcp-v0.17.0) (published 2026-02-27)
 
 ## Mental Model
 
diff --git a/tutorials/mcp-servers-tutorial/README.md b/tutorials/mcp-servers-tutorial/README.md
index 2d02bee..89bfa1b 100644
--- a/tutorials/mcp-servers-tutorial/README.md
+++ b/tutorials/mcp-servers-tutorial/README.md
@@ -111,9 +111,9 @@ Ready to begin? Start with [Chapter 1: Getting Started](01-getting-started.md).
 
 ## Current Snapshot (auto-updated)
 
-- repository: [modelcontextprotocol/servers](https://github.com/modelcontextprotocol/servers)
-- stars: about **13K**
-- project positioning: official MCP reference server implementations maintained by the MCP steering group
+- repository: [`modelcontextprotocol/servers`](https://github.com/modelcontextprotocol/servers)
+- stars: about **79.9k**
+- latest release: [`2026.1.26`](https://github.com/modelcontextprotocol/servers/releases/tag/2026.1.26) (published 2026-01-27)
 
 ## What You Will Learn
 
diff --git a/tutorials/mcp-specification-tutorial/README.md b/tutorials/mcp-specification-tutorial/README.md
index c91ffbe..6285f47 100644
--- a/tutorials/mcp-specification-tutorial/README.md
+++ b/tutorials/mcp-specification-tutorial/README.md
@@ -28,11 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`modelcontextprotocol/modelcontextprotocol`](https://github.com/modelcontextprotocol/modelcontextprotocol)
-- stars: about **7.1k**
-- latest release: [`2025-11-25`](https://github.com/modelcontextprotocol/modelcontextprotocol/releases/tag/2025-11-25) (**November 25, 2025**)
-- recent activity: updated on **February 12, 2026**
-- primary role: specification + schema + official docs
-- licensing note: project transition from MIT to Apache-2.0 (documentation non-spec content under CC-BY-4.0)
+- stars: about **7.4k**
+- latest release: [`2025-11-25`](https://github.com/modelcontextprotocol/modelcontextprotocol/releases/tag/2025-11-25) (published 2025-11-25)
 
 ## Mental Model
 
diff --git a/tutorials/mcp-swift-sdk-tutorial/README.md b/tutorials/mcp-swift-sdk-tutorial/README.md
index 9705e65..9c052e3 100644
--- a/tutorials/mcp-swift-sdk-tutorial/README.md
+++ b/tutorials/mcp-swift-sdk-tutorial/README.md
@@ -28,11 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`modelcontextprotocol/swift-sdk`](https://github.com/modelcontextprotocol/swift-sdk)
-- stars: about **1.2k**
-- latest release: [`0.10.2`](https://github.com/modelcontextprotocol/swift-sdk/releases/tag/0.10.2)
-- recent activity: repository is actively maintained; verify latest commits before production rollout
-- runtime baseline: Swift 6.0+ (Xcode 16+)
-- docs note: README references MCP `2025-03-26` as latest, so verify against current protocol revisions before major rollouts
+- stars: about **1.3k**
+- latest release: [`0.11.0`](https://github.com/modelcontextprotocol/swift-sdk/releases/tag/0.11.0) (published 2026-02-19)
 
 ## Mental Model
 
diff --git a/tutorials/mcp-typescript-sdk-tutorial/README.md b/tutorials/mcp-typescript-sdk-tutorial/README.md
index e0046ca..93db08d 100644
--- a/tutorials/mcp-typescript-sdk-tutorial/README.md
+++ b/tutorials/mcp-typescript-sdk-tutorial/README.md
@@ -28,11 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`modelcontextprotocol/typescript-sdk`](https://github.com/modelcontextprotocol/typescript-sdk)
-- stars: about **11.6k**
-- latest release: [`v1.26.0`](https://github.com/modelcontextprotocol/typescript-sdk/releases/tag/v1.26.0) (**February 4, 2026**)
-- recent activity: updated on **February 12, 2026**
-- branch posture: `main` is v2 (pre-alpha), `v1.x` remains recommended for production during migration window
-- licensing note: MCP project transition from MIT to Apache-2.0 (docs under CC-BY-4.0)
+- stars: about **11.7k**
+- latest release: [`v1.27.1`](https://github.com/modelcontextprotocol/typescript-sdk/releases/tag/v1.27.1) (published 2026-02-24)
 
 ## Mental Model
 
diff --git a/tutorials/mcp-use-tutorial/README.md b/tutorials/mcp-use-tutorial/README.md
index f02523a..c5a08f2 100644
--- a/tutorials/mcp-use-tutorial/README.md
+++ b/tutorials/mcp-use-tutorial/README.md
@@ -28,11 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`mcp-use/mcp-use`](https://github.com/mcp-use/mcp-use)
-- stars: about **9.1k**
-- latest release: [`python-v1.6.0`](https://github.com/mcp-use/mcp-use/releases/tag/python-v1.6.0) (**January 22, 2026**)
-- recent activity: updated on **February 12, 2026**
-- ecosystem shape: Python + TypeScript implementations, inspector, CLI, and scaffolding tools
-- license: MIT
+- stars: about **9.3k**
+- latest release: [`python-v1.6.0`](https://github.com/mcp-use/mcp-use/releases/tag/python-v1.6.0) (published 2026-01-22)
 
 ## Mental Model
 
diff --git a/tutorials/mcpb-tutorial/README.md b/tutorials/mcpb-tutorial/README.md
index ee1c632..6530c74 100644
--- a/tutorials/mcpb-tutorial/README.md
+++ b/tutorials/mcpb-tutorial/README.md
@@ -29,11 +29,7 @@ This track focuses on:
 
 - repository: [`modelcontextprotocol/mcpb`](https://github.com/modelcontextprotocol/mcpb)
 - stars: about **1.7k**
-- latest release: [`v2.1.2`](https://github.com/modelcontextprotocol/mcpb/releases/tag/v2.1.2) (**December 4, 2025**)
-- recent activity: updated on **February 12, 2026**
-- package baseline: `npm install -g @anthropic-ai/mcpb`
-- format note: `.dxt` tooling was renamed to `.mcpb`; update legacy references accordingly
-- license: MIT
+- latest release: [`v2.1.2`](https://github.com/modelcontextprotocol/mcpb/releases/tag/v2.1.2) (published 2025-12-04)
 
 ## Mental Model
 
diff --git a/tutorials/meilisearch-tutorial/README.md b/tutorials/meilisearch-tutorial/README.md
index 534174c..907ecb4 100644
--- a/tutorials/meilisearch-tutorial/README.md
+++ b/tutorials/meilisearch-tutorial/README.md
@@ -38,6 +38,12 @@ This comprehensive tutorial will guide you through Meilisearch, a powerful searc
 - **Multi-language Support**: 80+ languages supported
 - **Customizable Ranking**: Fine-tune search relevance
 
+## Current Snapshot (auto-updated)
+
+- repository: [`meilisearch/meilisearch`](https://github.com/meilisearch/meilisearch)
+- stars: about **56.1k**
+- latest release: [`v1.37.0`](https://github.com/meilisearch/meilisearch/releases/tag/v1.37.0) (published 2026-03-02)
+
 ## 📚 Tutorial Chapters
 
 1. **[Getting Started with Meilisearch](01-getting-started.md)** - Installation, setup, and first search
diff --git a/tutorials/mem0-tutorial/README.md b/tutorials/mem0-tutorial/README.md
index 83c9d86..a074a6e 100644
--- a/tutorials/mem0-tutorial/README.md
+++ b/tutorials/mem0-tutorial/README.md
@@ -60,6 +60,12 @@ Welcome to your journey through scalable AI memory systems! This tutorial explor
 7. **[Chapter 7: Performance Optimization](07-performance-optimization.md)** - Scaling memory systems for production workloads
 8. **[Chapter 8: Deployment & Monitoring](08-production-deployment.md)** - Deploying memory-enabled AI systems at scale
 
+## Current Snapshot (auto-updated)
+
+- repository: [`mem0ai/mem0`](https://github.com/mem0ai/mem0)
+- stars: about **48.4k**
+- latest release: [`v1.0.4`](https://github.com/mem0ai/mem0/releases/tag/v1.0.4) (published 2026-02-17)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/mini-swe-agent-tutorial/README.md b/tutorials/mini-swe-agent-tutorial/README.md
index ed1861f..9f6db70 100644
--- a/tutorials/mini-swe-agent-tutorial/README.md
+++ b/tutorials/mini-swe-agent-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`SWE-agent/mini-swe-agent`](https://github.com/SWE-agent/mini-swe-agent)
-- stars: about **2.9k**
-- latest release: [`v2.0.0`](https://github.com/SWE-agent/mini-swe-agent/releases/tag/v2.0.0)
-- recent activity: updates on **February 11, 2026**
-- project positioning: minimal, hackable SWE agent with strong benchmark orientation
+- stars: about **3.1k**
+- latest release: [`v2.2.6`](https://github.com/SWE-agent/mini-swe-agent/releases/tag/v2.2.6) (published 2026-03-02)
 
 ## Mental Model
 
diff --git a/tutorials/mistral-vibe-tutorial/README.md b/tutorials/mistral-vibe-tutorial/README.md
index 086b14e..7627f02 100644
--- a/tutorials/mistral-vibe-tutorial/README.md
+++ b/tutorials/mistral-vibe-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`mistralai/mistral-vibe`](https://github.com/mistralai/mistral-vibe)
-- stars: about **3.0k**
-- latest release: [`v2.1.0`](https://github.com/mistralai/mistral-vibe/releases/tag/v2.1.0)
-- recent activity: updates on **February 11, 2026**
-- project positioning: minimal but capable CLI coding assistant by Mistral
+- stars: about **3.3k**
+- latest release: [`v2.3.0`](https://github.com/mistralai/mistral-vibe/releases/tag/v2.3.0) (published 2026-02-27)
 
 ## Mental Model
 
diff --git a/tutorials/n8n-ai-tutorial/README.md b/tutorials/n8n-ai-tutorial/README.md
index cb23fd4..b5eba43 100644
--- a/tutorials/n8n-ai-tutorial/README.md
+++ b/tutorials/n8n-ai-tutorial/README.md
@@ -61,6 +61,12 @@ flowchart LR
     class G,H,I,J,K output
 ```
 
+## Current Snapshot (auto-updated)
+
+- repository: [`n8n-io/n8n`](https://github.com/n8n-io/n8n)
+- stars: about **177k**
+- latest release: [`n8n@2.9.4`](https://github.com/n8n-io/n8n/releases/tag/n8n@2.9.4) (published 2026-02-25)
+
 ## Tutorial Chapters
 
 1. **[Chapter 1: Getting Started](01-getting-started.md)** - Installation and first workflow
diff --git a/tutorials/n8n-mcp-tutorial/README.md b/tutorials/n8n-mcp-tutorial/README.md
index f70868e..bbb79e3 100644
--- a/tutorials/n8n-mcp-tutorial/README.md
+++ b/tutorials/n8n-mcp-tutorial/README.md
@@ -25,6 +25,12 @@ This tutorial covers n8n's integration with the Model Context Protocol (MCP) —
 | **Workflow Integration** | Expose n8n workflows as MCP-callable tools |
 | **Data Storage** | Persistent context and state management |
 
+## Current Snapshot (auto-updated)
+
+- repository: [`n8n-io/n8n`](https://github.com/n8n-io/n8n)
+- stars: about **177k**
+- latest release: [`n8n@2.9.4`](https://github.com/n8n-io/n8n/releases/tag/n8n@2.9.4) (published 2026-02-25)
+
 ## Architecture Overview
 
 ```mermaid
diff --git a/tutorials/nanocoder-tutorial/README.md b/tutorials/nanocoder-tutorial/README.md
index 967b434..4b3a6e4 100644
--- a/tutorials/nanocoder-tutorial/README.md
+++ b/tutorials/nanocoder-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`Nano-Collective/nanocoder`](https://github.com/Nano-Collective/nanocoder)
-- stars: about **1.3k**
-- latest release: [`v1.22.4`](https://github.com/Nano-Collective/nanocoder/releases/tag/v1.22.4)
-- development activity: active with recent updates
-- project positioning in repo: community-built, local-first terminal coding agent with extensible tooling
+- stars: about **1.4k**
+- latest release: [`v1.23.0`](https://github.com/Nano-Collective/nanocoder/releases/tag/v1.23.0) (published 2026-02-26)
 
 ## Mental Model
 
diff --git a/tutorials/nocodb-database-platform/README.md b/tutorials/nocodb-database-platform/README.md
index fa9ec3c..127b708 100644
--- a/tutorials/nocodb-database-platform/README.md
+++ b/tutorials/nocodb-database-platform/README.md
@@ -118,9 +118,9 @@ Ready to begin? Start with [Chapter 1: System Overview](01-system-overview.md).
 
 ## Current Snapshot (auto-updated)
 
-- repository: [nocodb/nocodb](https://github.com/nocodb/nocodb)
-- stars: about **48K**
-- project positioning: open-source Airtable alternative built on top of existing SQL databases
+- repository: [`nocodb/nocodb`](https://github.com/nocodb/nocodb)
+- stars: about **62.3k**
+- latest release: [`0.301.3`](https://github.com/nocodb/nocodb/releases/tag/0.301.3) (published 2026-02-27)
 
 ## What You Will Learn
 
diff --git a/tutorials/obsidian-outliner-plugin/README.md b/tutorials/obsidian-outliner-plugin/README.md
index b0491e7..59c3a20 100644
--- a/tutorials/obsidian-outliner-plugin/README.md
+++ b/tutorials/obsidian-outliner-plugin/README.md
@@ -110,9 +110,9 @@ Ready to begin? Start with [Chapter 1: Plugin Architecture](01-plugin-architectu
 
 ## Current Snapshot (auto-updated)
 
-- repository: [vslinko/obsidian-outliner](https://github.com/vslinko/obsidian-outliner)
-- stars: about **2.5K**
-- project positioning: popular Obsidian plugin adding outliner-style editing to Obsidian notes
+- repository: [`vslinko/obsidian-outliner`](https://github.com/vslinko/obsidian-outliner)
+- stars: about **1.3k**
+- latest release: [`4.10.0`](https://github.com/vslinko/obsidian-outliner/releases/tag/4.10.0) (published 2026-02-24)
 
 ## What You Will Learn
 
diff --git a/tutorials/ollama-tutorial/README.md b/tutorials/ollama-tutorial/README.md
index 63207ad..e31cce9 100644
--- a/tutorials/ollama-tutorial/README.md
+++ b/tutorials/ollama-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`ollama/ollama`](https://github.com/ollama/ollama)
-- stars: about **162.4k**
-- latest release: [`v0.15.6`](https://github.com/ollama/ollama/releases/tag/v0.15.6)
-- development activity: active with frequent releases
-- project positioning in repo: local runtime for modern open models with CLI and API
+- stars: about **164k**
+- latest release: [`v0.17.5`](https://github.com/ollama/ollama/releases/tag/v0.17.5) (published 2026-03-02)
 
 ## Mental Model
 
diff --git a/tutorials/onlook-tutorial/README.md b/tutorials/onlook-tutorial/README.md
index 3af60ad..57dfa02 100644
--- a/tutorials/onlook-tutorial/README.md
+++ b/tutorials/onlook-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`onlook-dev/onlook`](https://github.com/onlook-dev/onlook)
-- stars: about **24.7k**
-- latest release: [`v0.2.32`](https://github.com/onlook-dev/onlook/releases/tag/v0.2.32)
-- recent activity: updates on **January 21, 2026**
-- project positioning: open-source visual-first code editor for React/Next.js workflows
+- stars: about **24.8k**
+- latest release: [`v0.2.32`](https://github.com/onlook-dev/onlook/releases/tag/v0.2.32) (published 2025-07-17)
 
 ## Mental Model
 
diff --git a/tutorials/opcode-tutorial/README.md b/tutorials/opcode-tutorial/README.md
index 4c2b3a0..d33d273 100644
--- a/tutorials/opcode-tutorial/README.md
+++ b/tutorials/opcode-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`winfunc/opcode`](https://github.com/winfunc/opcode)
-- stars: about **20.5k**
-- latest release: [`v0.2.0`](https://github.com/winfunc/opcode/releases/tag/v0.2.0)
-- recent activity: repository appears maintained; verify latest commits for current status
-- project positioning: desktop GUI toolkit and command center for Claude Code
+- stars: about **20.7k**
+- latest release: [`v0.2.0`](https://github.com/winfunc/opcode/releases/tag/v0.2.0) (published 2025-08-31)
 
 ## Mental Model
 
diff --git a/tutorials/open-swe-tutorial/README.md b/tutorials/open-swe-tutorial/README.md
index 67c57de..1a61286 100644
--- a/tutorials/open-swe-tutorial/README.md
+++ b/tutorials/open-swe-tutorial/README.md
@@ -29,10 +29,6 @@ This track focuses on:
 
 - repository: [`langchain-ai/open-swe`](https://github.com/langchain-ai/open-swe)
 - stars: about **5.3k**
-- latest release: **none tagged** (rolling `main`)
-- recent activity: updates on **February 12, 2026**
-- maintenance status: repository README marks project as **deprecated**
-- project positioning: reference architecture for asynchronous coding-agent workflows
 
 ## Mental Model
 
diff --git a/tutorials/open-webui-tutorial/README.md b/tutorials/open-webui-tutorial/README.md
index 66335a8..9cb48f2 100644
--- a/tutorials/open-webui-tutorial/README.md
+++ b/tutorials/open-webui-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`open-webui/open-webui`](https://github.com/open-webui/open-webui)
-- stars: about **123.6k**
-- latest release: [`v0.7.2`](https://github.com/open-webui/open-webui/releases/tag/v0.7.2)
-- development activity: active with frequent updates
-- project scope: user-friendly web interface supporting Ollama, OpenAI-compatible APIs, and additional backends
+- stars: about **125k**
+- latest release: [`v0.8.7`](https://github.com/open-webui/open-webui/releases/tag/v0.8.7) (published 2026-03-02)
 
 ## Mental Model
 
diff --git a/tutorials/openai-python-sdk-tutorial/README.md b/tutorials/openai-python-sdk-tutorial/README.md
index d427f5b..012aa9a 100644
--- a/tutorials/openai-python-sdk-tutorial/README.md
+++ b/tutorials/openai-python-sdk-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`openai/openai-python`](https://github.com/openai/openai-python)
-- stars: about **29.9k**
-- latest release: [`v2.20.0`](https://github.com/openai/openai-python/releases/tag/v2.20.0)
-- development activity: active with recent releases
-- project positioning in repo: official Python SDK for OpenAI API integrations
+- stars: about **30.1k**
+- latest release: [`v2.24.0`](https://github.com/openai/openai-python/releases/tag/v2.24.0) (published 2026-02-24)
 
 ## Mental Model
 
diff --git a/tutorials/openai-realtime-agents-tutorial/README.md b/tutorials/openai-realtime-agents-tutorial/README.md
index 493f23d..db1242b 100644
--- a/tutorials/openai-realtime-agents-tutorial/README.md
+++ b/tutorials/openai-realtime-agents-tutorial/README.md
@@ -29,9 +29,6 @@ This track focuses on:
 
 - repository: [`openai/openai-realtime-agents`](https://github.com/openai/openai-realtime-agents)
 - stars: about **6.8k**
-- release status: no tagged releases at this time (main-branch reference implementation)
-- development activity: active with recent updates
-- project positioning in repo: demonstration patterns for advanced Realtime agent orchestration
 
 ## Mental Model
 
diff --git a/tutorials/openai-whisper-tutorial/README.md b/tutorials/openai-whisper-tutorial/README.md
index c7ee660..35227d2 100644
--- a/tutorials/openai-whisper-tutorial/README.md
+++ b/tutorials/openai-whisper-tutorial/README.md
@@ -97,9 +97,9 @@ Ready to begin? Start with [Chapter 1: Getting Started](01-getting-started.md).
 
 ## Current Snapshot (auto-updated)
 
-- repository: [openai/whisper](https://github.com/openai/whisper)
-- stars: about **76K**
-- project positioning: open-source multilingual speech recognition model from OpenAI
+- repository: [`openai/whisper`](https://github.com/openai/whisper)
+- stars: about **95.3k**
+- latest release: [`v20250625`](https://github.com/openai/whisper/releases/tag/v20250625) (published 2025-06-26)
 
 ## What You Will Learn
 
diff --git a/tutorials/openbb-tutorial/README.md b/tutorials/openbb-tutorial/README.md
index 2fd0322..9b7eb31 100644
--- a/tutorials/openbb-tutorial/README.md
+++ b/tutorials/openbb-tutorial/README.md
@@ -33,6 +33,12 @@ has_children: true
 - 🔧 **Extensible Architecture** - Custom extensions and integrations
 - 🌐 **Web Interface** - User-friendly web-based platform
 
+## Current Snapshot (auto-updated)
+
+- repository: [`OpenBB-finance/OpenBB`](https://github.com/OpenBB-finance/OpenBB)
+- stars: about **62.4k**
+- latest release: [`ODP`](https://github.com/OpenBB-finance/OpenBB/releases/tag/ODP) (published 2026-02-09)
+
 ## 🏗️ Architecture Overview
 
 ```mermaid
diff --git a/tutorials/openclaw-tutorial/README.md b/tutorials/openclaw-tutorial/README.md
index e6d8769..9702650 100644
--- a/tutorials/openclaw-tutorial/README.md
+++ b/tutorials/openclaw-tutorial/README.md
@@ -27,6 +27,12 @@ OpenClaw is an open-source, self-hosted personal AI assistant that connects to t
 | **Multi-Model** | Claude and GPT support with failover and key rotation |
 | **Security-First** | Pairing mode, Docker sandboxing, TCC permission management |
 
+## Current Snapshot (auto-updated)
+
+- repository: [`openclaw/openclaw`](https://github.com/openclaw/openclaw)
+- stars: about **247k**
+- latest release: [`v2026.3.1`](https://github.com/openclaw/openclaw/releases/tag/v2026.3.1) (published 2026-03-02)
+
 ## Architecture Overview
 
 ```mermaid
diff --git a/tutorials/opencode-ai-legacy-tutorial/README.md b/tutorials/opencode-ai-legacy-tutorial/README.md
index b16f2d8..965c561 100644
--- a/tutorials/opencode-ai-legacy-tutorial/README.md
+++ b/tutorials/opencode-ai-legacy-tutorial/README.md
@@ -28,11 +28,9 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`opencode-ai/opencode`](https://github.com/opencode-ai/opencode)
-- stars: about **10.9k**
-- latest release: [`v0.0.55`](https://github.com/opencode-ai/opencode/releases/tag/v0.0.55)
-- recent activity: historical activity only; rely on maintained successor for new work
-- maintenance status: repository archived and moved to [`charmbracelet/crush`](https://github.com/charmbracelet/crush)
-- project positioning: legacy terminal coding agent reference implementation
+- stars: about **11.2k**
+- latest release: [`v0.0.55`](https://github.com/opencode-ai/opencode/releases/tag/v0.0.55) (published 2025-06-27)
+- status: **archived**
 
 ## Mental Model
 
diff --git a/tutorials/opencode-tutorial/README.md b/tutorials/opencode-tutorial/README.md
index 7b0ed8b..258b3a7 100644
--- a/tutorials/opencode-tutorial/README.md
+++ b/tutorials/opencode-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`anomalyco/opencode`](https://github.com/anomalyco/opencode)
-- stars: about **102.6k**
-- latest release: [`v1.1.59`](https://github.com/anomalyco/opencode/releases/tag/v1.1.59)
-- development activity: very active with same-day updates
-- project positioning: open-source terminal coding agent with desktop and remote-oriented architecture
+- stars: about **114k**
+- latest release: [`v1.2.15`](https://github.com/anomalyco/opencode/releases/tag/v1.2.15) (published 2026-02-26)
 
 ## Mental Model
 
diff --git a/tutorials/openhands-tutorial/README.md b/tutorials/openhands-tutorial/README.md
index 66feb11..596f03c 100644
--- a/tutorials/openhands-tutorial/README.md
+++ b/tutorials/openhands-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`OpenHands/OpenHands`](https://github.com/OpenHands/OpenHands)
-- stars: about **67.8k**
-- latest release: [`1.3.0`](https://github.com/OpenHands/OpenHands/releases/tag/1.3.0) (published February 2, 2026)
-- Python package version in source: `1.3.0` (`pyproject.toml`)
-- docs surface includes SDK, CLI mode, local setup, and cloud/enterprise guidance
+- stars: about **68.4k**
+- latest release: [`1.4.0`](https://github.com/OpenHands/OpenHands/releases/tag/1.4.0) (published 2026-02-18)
 
 ## Mental Model
 
diff --git a/tutorials/openskills-tutorial/README.md b/tutorials/openskills-tutorial/README.md
index c66dabb..c4951cb 100644
--- a/tutorials/openskills-tutorial/README.md
+++ b/tutorials/openskills-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`numman-ali/openskills`](https://github.com/numman-ali/openskills)
-- stars: about **8.2k**
-- latest release: [`v1.5.0`](https://github.com/numman-ali/openskills/releases/tag/v1.5.0)
-- development activity: active with recent updates
-- project positioning: universal loader for Claude-style skills across coding agents
+- stars: about **8.7k**
+- latest release: [`v1.5.0`](https://github.com/numman-ali/openskills/releases/tag/v1.5.0) (published 2026-01-17)
 
 ## Mental Model
 
diff --git a/tutorials/openspec-tutorial/README.md b/tutorials/openspec-tutorial/README.md
index a5b09f3..2510aae 100644
--- a/tutorials/openspec-tutorial/README.md
+++ b/tutorials/openspec-tutorial/README.md
@@ -29,10 +29,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`Fission-AI/OpenSpec`](https://github.com/Fission-AI/OpenSpec)
-- stars: about **23.8k**
-- latest release: [`v1.1.1`](https://github.com/Fission-AI/OpenSpec/releases/tag/v1.1.1) (**January 30, 2026**)
-- recent activity: updated on **February 12, 2026**
-- positioning: tool-agnostic spec workflow system spanning 20+ coding assistants
+- stars: about **26.9k**
+- latest release: [`v1.2.0`](https://github.com/Fission-AI/OpenSpec/releases/tag/v1.2.0) (published 2026-02-23)
 
 ## Mental Model
 
diff --git a/tutorials/opensrc-tutorial/README.md b/tutorials/opensrc-tutorial/README.md
index d8c4a4b..a7d67e2 100644
--- a/tutorials/opensrc-tutorial/README.md
+++ b/tutorials/opensrc-tutorial/README.md
@@ -28,10 +28,7 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`vercel-labs/opensrc`](https://github.com/vercel-labs/opensrc)
-- stars: about **361**
-- npm package version: [`0.6.0`](https://www.npmjs.com/package/opensrc)
-- recent activity: updates on **January 26, 2026**
-- project positioning: source-fetch utility for AI coding agent context
+- stars: about **1k**
 
 ## Mental Model
 
diff --git a/tutorials/outlines-tutorial/README.md b/tutorials/outlines-tutorial/README.md
index 3a57572..8526cfc 100644
--- a/tutorials/outlines-tutorial/README.md
+++ b/tutorials/outlines-tutorial/README.md
@@ -27,6 +27,12 @@ Outlines<sup>[View Repo](https://github.com/outlines-dev/outlines)</sup> is a Py
 7. **[Chapter 7: Integration](07-integration.md)** - LangChain, CrewAI, and other frameworks
 8. **[Chapter 8: Production](08-production.md)** - Deployment, monitoring, and scaling
 
+## Current Snapshot (auto-updated)
+
+- repository: [`dottxt-ai/outlines`](https://github.com/dottxt-ai/outlines)
+- stars: about **13.5k**
+- latest release: [`1.2.11`](https://github.com/dottxt-ai/outlines/releases/tag/1.2.11) (published 2026-02-13)
+
 ## What You'll Learn
 
 - **Constrained Generation**: Force LLMs to follow specific patterns and structures
diff --git a/tutorials/perplexica-tutorial/README.md b/tutorials/perplexica-tutorial/README.md
index 2715e6b..f10cc53 100644
--- a/tutorials/perplexica-tutorial/README.md
+++ b/tutorials/perplexica-tutorial/README.md
@@ -59,6 +59,12 @@ Welcome to your journey through AI-powered search technology! This tutorial expl
 7. **[Chapter 7: Advanced Features](07-advanced-features.md)** - Conversation history, personalization, and analytics
 8. **[Chapter 8: Production Deployment](08-production-deployment.md)** - Scaling and deploying your search engine
 
+## Current Snapshot (auto-updated)
+
+- repository: [`ItzCrazyKns/Perplexica`](https://github.com/ItzCrazyKns/Perplexica)
+- stars: about **29.2k**
+- latest release: [`v1.12.1`](https://github.com/ItzCrazyKns/Perplexica/releases/tag/v1.12.1) (published 2025-12-31)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/phidata-tutorial/README.md b/tutorials/phidata-tutorial/README.md
index 595bb83..fbf3a29 100644
--- a/tutorials/phidata-tutorial/README.md
+++ b/tutorials/phidata-tutorial/README.md
@@ -27,6 +27,12 @@ Phidata<sup>[View Repo](https://github.com/phidatahq/phidata)</sup> is a framewo
 7. **[Chapter 7: Integrations](07-integrations.md)** - External APIs, databases, and services
 8. **[Chapter 8: Production Deployment](08-production-deployment.md)** - Scaling and deploying agent systems
 
+## Current Snapshot (auto-updated)
+
+- repository: [`phidatahq/phidata`](https://github.com/phidatahq/phidata)
+- stars: about **38.3k**
+- latest release: [`v2.5.5`](https://github.com/phidatahq/phidata/releases/tag/v2.5.5) (published 2026-02-25)
+
 ## What You'll Learn
 
 - **Agent Creation**: Build autonomous AI agents with specialized capabilities
diff --git a/tutorials/photoprism-tutorial/README.md b/tutorials/photoprism-tutorial/README.md
index f8d7006..9b61202 100644
--- a/tutorials/photoprism-tutorial/README.md
+++ b/tutorials/photoprism-tutorial/README.md
@@ -28,6 +28,12 @@ This comprehensive tutorial will guide you through PhotoPrism, a powerful AI-pow
 - **Web-Based Interface**: Access your photos from any device with a modern web browser
 - **API Integration**: RESTful API for third-party integrations and automation
 
+## Current Snapshot (auto-updated)
+
+- repository: [`photoprism/photoprism`](https://github.com/photoprism/photoprism)
+- stars: about **39.4k**
+- latest release: [`251130-b3068414c`](https://github.com/photoprism/photoprism/releases/tag/251130-b3068414c) (published 2025-12-01)
+
 ## 📚 Tutorial Chapters
 
 1. **[Getting Started with PhotoPrism](01-getting-started.md)** - Installation, setup, and first photo library
diff --git a/tutorials/plandex-tutorial/README.md b/tutorials/plandex-tutorial/README.md
index b39b811..ce7b70c 100644
--- a/tutorials/plandex-tutorial/README.md
+++ b/tutorials/plandex-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`plandex-ai/plandex`](https://github.com/plandex-ai/plandex)
-- stars: about **15.0k**
-- latest release: [`cli/v2.2.1`](https://github.com/plandex-ai/plandex/releases/tag/cli/v2.2.1)
-- development activity: active with mature docs and workflows
-- project positioning: terminal coding agent for large projects with diff sandbox and autonomy controls
+- stars: about **15k**
+- latest release: [`cli/v2.2.1`](https://github.com/plandex-ai/plandex/releases/tag/cli/v2.2.1) (published 2025-07-16)
 
 ## Mental Model
 
diff --git a/tutorials/planning-with-files-tutorial/README.md b/tutorials/planning-with-files-tutorial/README.md
index c3d3696..16c5fdf 100644
--- a/tutorials/planning-with-files-tutorial/README.md
+++ b/tutorials/planning-with-files-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`OthmanAdi/planning-with-files`](https://github.com/OthmanAdi/planning-with-files)
-- stars: about **13.7k**
-- latest release: [`v2.15.0`](https://github.com/OthmanAdi/planning-with-files/releases/tag/v2.15.0)
-- recent activity: updates on **February 9, 2026**
-- project positioning: cross-IDE planning skill emphasizing persistent file-based workflow memory
+- stars: about **15k**
+- latest release: [`v2.18.3`](https://github.com/OthmanAdi/planning-with-files/releases/tag/v2.18.3) (published 2026-02-28)
 
 ## Mental Model
 
diff --git a/tutorials/playwright-mcp-tutorial/README.md b/tutorials/playwright-mcp-tutorial/README.md
index 20b9d78..5f3983a 100644
--- a/tutorials/playwright-mcp-tutorial/README.md
+++ b/tutorials/playwright-mcp-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`microsoft/playwright-mcp`](https://github.com/microsoft/playwright-mcp)
-- stars: about **27.0k**
-- latest release: [`v0.0.64`](https://github.com/microsoft/playwright-mcp/releases/tag/v0.0.64)
-- recent activity: updates on **February 9, 2026**
-- project positioning: official Playwright MCP server for structured browser automation in agent workflows
+- stars: about **28k**
+- latest release: [`v0.0.68`](https://github.com/microsoft/playwright-mcp/releases/tag/v0.0.68) (published 2026-02-14)
 
 ## Mental Model
 
diff --git a/tutorials/pocketflow-tutorial/README.md b/tutorials/pocketflow-tutorial/README.md
index f0673d7..0f7b0dc 100644
--- a/tutorials/pocketflow-tutorial/README.md
+++ b/tutorials/pocketflow-tutorial/README.md
@@ -28,10 +28,7 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`The-Pocket/PocketFlow`](https://github.com/The-Pocket/PocketFlow)
-- stars: about **9.8k**
-- release status: no tagged GitHub releases (main branch + docs cadence)
-- development activity: stable project with active ecosystem/tutorial repos
-- project positioning: 100-line graph-centric framework with multi-language ports
+- stars: about **10.1k**
 
 ## Mental Model
 
diff --git a/tutorials/postgresql-query-planner/README.md b/tutorials/postgresql-query-planner/README.md
index 4b1cb53..8112374 100644
--- a/tutorials/postgresql-query-planner/README.md
+++ b/tutorials/postgresql-query-planner/README.md
@@ -58,6 +58,11 @@ graph LR
     STATS --> COST
 ```
 
+## Current Snapshot (auto-updated)
+
+- repository: [`postgres/postgres`](https://github.com/postgres/postgres)
+- stars: about **20.2k**
+
 ## Prerequisites
 
 - Basic SQL knowledge
diff --git a/tutorials/posthog-tutorial/README.md b/tutorials/posthog-tutorial/README.md
index 1b126e0..1994770 100644
--- a/tutorials/posthog-tutorial/README.md
+++ b/tutorials/posthog-tutorial/README.md
@@ -58,6 +58,12 @@ Welcome to your journey through modern product analytics! This tutorial explores
 7. **[Chapter 7: Advanced Analytics](07-advanced-analytics.md)** - Cohort analysis and advanced queries
 8. **[Chapter 8: Production Deployment](08-production-deployment.md)** - Scaling analytics for production applications
 
+## Current Snapshot (auto-updated)
+
+- repository: [`PostHog/posthog`](https://github.com/PostHog/posthog)
+- stars: about **31.8k**
+- latest release: [`posthog-cli-v0.6.1`](https://github.com/PostHog/posthog/releases/tag/posthog-cli-v0.6.1) (published 2026-02-19)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/pydantic-ai-tutorial/README.md b/tutorials/pydantic-ai-tutorial/README.md
index 4d52b98..83a8720 100644
--- a/tutorials/pydantic-ai-tutorial/README.md
+++ b/tutorials/pydantic-ai-tutorial/README.md
@@ -27,6 +27,12 @@ Pydantic AI<sup>[View Repo](https://github.com/pydantic/pydantic-ai)</sup> is a
 7. **[Chapter 7: Advanced Patterns](07-advanced-patterns.md)** - Complex agent workflows and multi-step reasoning
 8. **[Chapter 8: Production](08-production.md)** - Deployment, monitoring, and scaling
 
+## Current Snapshot (auto-updated)
+
+- repository: [`pydantic/pydantic-ai`](https://github.com/pydantic/pydantic-ai)
+- stars: about **15.2k**
+- latest release: [`v1.63.0`](https://github.com/pydantic/pydantic-ai/releases/tag/v1.63.0) (published 2026-02-23)
+
 ## What You'll Learn
 
 - **Type Safety**: Build AI agents with guaranteed type-safe inputs and outputs
diff --git a/tutorials/quivr-tutorial/README.md b/tutorials/quivr-tutorial/README.md
index d50f682..f1ab55b 100644
--- a/tutorials/quivr-tutorial/README.md
+++ b/tutorials/quivr-tutorial/README.md
@@ -59,6 +59,12 @@ Welcome to your journey through document-based AI interactions! This tutorial ex
 7. **[Chapter 7: Customization](07-customization.md)** - Extending Quivr with custom components
 8. **[Chapter 8: Production Deployment](08-production-deployment.md)** - Scaling Quivr for enterprise use
 
+## Current Snapshot (auto-updated)
+
+- repository: [`QuivrHQ/quivr`](https://github.com/QuivrHQ/quivr)
+- stars: about **39k**
+- latest release: [`core-0.0.33`](https://github.com/QuivrHQ/quivr/releases/tag/core-0.0.33) (published 2025-02-04)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/qwen-agent-tutorial/README.md b/tutorials/qwen-agent-tutorial/README.md
index 153e102..27acb8f 100644
--- a/tutorials/qwen-agent-tutorial/README.md
+++ b/tutorials/qwen-agent-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`QwenLM/Qwen-Agent`](https://github.com/QwenLM/Qwen-Agent)
-- stars: about **13.3k**
-- latest release: [`v0.0.26`](https://github.com/QwenLM/Qwen-Agent/releases/tag/v0.0.26)
-- recent activity: updates on **February 3, 2026**
-- project positioning: agent framework for Qwen ecosystem with tool, MCP, and planning capabilities
+- stars: about **13.5k**
+- latest release: [`v0.0.26`](https://github.com/QwenLM/Qwen-Agent/releases/tag/v0.0.26) (published 2025-05-29)
 
 ## Mental Model
 
diff --git a/tutorials/ragflow-tutorial/README.md b/tutorials/ragflow-tutorial/README.md
index d6df23d..1eec15c 100644
--- a/tutorials/ragflow-tutorial/README.md
+++ b/tutorials/ragflow-tutorial/README.md
@@ -33,6 +33,12 @@ has_children: true
 - 🚀 **High Performance** - Optimized for production deployment
 - 🌐 **Web Interface** - User-friendly management console
 
+## Current Snapshot (auto-updated)
+
+- repository: [`infiniflow/ragflow`](https://github.com/infiniflow/ragflow)
+- stars: about **74k**
+- latest release: [`v0.24.0`](https://github.com/infiniflow/ragflow/releases/tag/v0.24.0) (published 2026-02-10)
+
 ## 🏗️ Architecture Overview
 
 ```mermaid
diff --git a/tutorials/react-fiber-internals/README.md b/tutorials/react-fiber-internals/README.md
index d28df15..27512bd 100644
--- a/tutorials/react-fiber-internals/README.md
+++ b/tutorials/react-fiber-internals/README.md
@@ -74,6 +74,12 @@ graph TB
     LANES[Priority Lanes] --> SCHEDULER
 ```
 
+## Current Snapshot (auto-updated)
+
+- repository: [`facebook/react`](https://github.com/facebook/react)
+- stars: about **243k**
+- latest release: [`v19.2.4`](https://github.com/facebook/react/releases/tag/v19.2.4) (published 2026-01-26)
+
 ## Prerequisites
 
 - Solid understanding of React fundamentals
diff --git a/tutorials/refly-tutorial/README.md b/tutorials/refly-tutorial/README.md
index 0cad88c..5b0e089 100644
--- a/tutorials/refly-tutorial/README.md
+++ b/tutorials/refly-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`refly-ai/refly`](https://github.com/refly-ai/refly)
-- stars: about **6.6k**
-- latest release: [`v1.1.0`](https://github.com/refly-ai/refly/releases/tag/v1.1.0)
-- recent activity: updates on **February 11, 2026**
-- project positioning: open-source agent skills builder with workflow runtime + multi-channel export
+- stars: about **6.9k**
+- latest release: [`v1.1.0`](https://github.com/refly-ai/refly/releases/tag/v1.1.0) (published 2026-02-02)
 
 ## Mental Model
 
diff --git a/tutorials/roo-code-tutorial/README.md b/tutorials/roo-code-tutorial/README.md
index 17d9066..31638e1 100644
--- a/tutorials/roo-code-tutorial/README.md
+++ b/tutorials/roo-code-tutorial/README.md
@@ -28,10 +28,8 @@ This track teaches you how to:
 ## Current Snapshot (auto-updated)
 
 - repository: [`RooCodeInc/Roo-Code`](https://github.com/RooCodeInc/Roo-Code)
-- stars: about **22.2k**
-- extension package version in repo source: `3.47.3` (`src/package.json`)
-- release streams include extension and CLI tags (latest published tag in GitHub releases includes `cli-v0.0.52`)
-- docs cover getting started, modes, MCP, profiles, providers, cloud/router features, and release notes
+- stars: about **22.5k**
+- latest release: [`v3.50.5`](https://github.com/RooCodeInc/Roo-Code/releases/tag/v3.50.5) (published 2026-02-24)
 
 ## Roo Code Mental Model
 
diff --git a/tutorials/semantic-kernel-tutorial/README.md b/tutorials/semantic-kernel-tutorial/README.md
index 11546dd..8b9a52b 100644
--- a/tutorials/semantic-kernel-tutorial/README.md
+++ b/tutorials/semantic-kernel-tutorial/README.md
@@ -67,6 +67,12 @@ flowchart TD
     class F,G,H,I,J,K,L,N,O service
 ```
 
+## Current Snapshot (auto-updated)
+
+- repository: [`microsoft/semantic-kernel`](https://github.com/microsoft/semantic-kernel)
+- stars: about **27.3k**
+- latest release: [`dotnet-1.72.0`](https://github.com/microsoft/semantic-kernel/releases/tag/dotnet-1.72.0) (published 2026-02-19)
+
 ## Tutorial Chapters
 
 1. **[Chapter 1: Getting Started](01-getting-started.md)** - Installation, setup, and first kernel
diff --git a/tutorials/serena-tutorial/README.md b/tutorials/serena-tutorial/README.md
index a9ef37a..d37ae8d 100644
--- a/tutorials/serena-tutorial/README.md
+++ b/tutorials/serena-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`oraios/serena`](https://github.com/oraios/serena)
-- stars: about **20.1k**
-- latest release: [`v0.1.4`](https://github.com/oraios/serena/releases/tag/v0.1.4)
-- recent activity: updates on **February 11, 2026**
-- project positioning: coding-agent toolkit with semantic retrieval/editing capabilities
+- stars: about **20.9k**
+- latest release: [`v0.1.4`](https://github.com/oraios/serena/releases/tag/v0.1.4) (published 2025-08-15)
 
 ## Mental Model
 
diff --git a/tutorials/shotgun-tutorial/README.md b/tutorials/shotgun-tutorial/README.md
index 79b6b15..2e1fd39 100644
--- a/tutorials/shotgun-tutorial/README.md
+++ b/tutorials/shotgun-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`shotgun-sh/shotgun`](https://github.com/shotgun-sh/shotgun)
-- stars: about **585**
-- latest release: [`0.9.0`](https://github.com/shotgun-sh/shotgun/releases/tag/0.9.0)
-- recent activity: updates on **February 11, 2026**
-- project positioning: spec-driven development system for AI coding agents
+- stars: about **625**
+- latest release: [`0.10.12`](https://github.com/shotgun-sh/shotgun/releases/tag/0.10.12) (published 2026-02-25)
 
 ## Mental Model
 
diff --git a/tutorials/sillytavern-tutorial/README.md b/tutorials/sillytavern-tutorial/README.md
index f053400..a679e90 100644
--- a/tutorials/sillytavern-tutorial/README.md
+++ b/tutorials/sillytavern-tutorial/README.md
@@ -34,6 +34,12 @@ has_children: true
 - 📝 **Chat Management** - Advanced conversation organization and search
 - 🎯 **Role-Playing Focus** - Specialized for creative writing and RP scenarios
 
+## Current Snapshot (auto-updated)
+
+- repository: [`SillyTavern/SillyTavern`](https://github.com/SillyTavern/SillyTavern)
+- stars: about **23.8k**
+- latest release: [`1.16.0`](https://github.com/SillyTavern/SillyTavern/releases/tag/1.16.0) (published 2026-02-14)
+
 ## 🏗️ Architecture Overview
 
 ```mermaid
diff --git a/tutorials/siyuan-tutorial/README.md b/tutorials/siyuan-tutorial/README.md
index 442f314..7f028d1 100644
--- a/tutorials/siyuan-tutorial/README.md
+++ b/tutorials/siyuan-tutorial/README.md
@@ -55,6 +55,12 @@ Welcome to your journey through SiYuan's architecture! This tutorial explores ho
 7. **[Chapter 7: Advanced Features](07-advanced-features.md)** - SQL queries, API integration, and automation
 8. **[Chapter 8: Production Deployment](08-production-deployment.md)** - Self-hosting and enterprise deployment
 
+## Current Snapshot (auto-updated)
+
+- repository: [`siyuan-note/siyuan`](https://github.com/siyuan-note/siyuan)
+- stars: about **41.6k**
+- latest release: [`v3.5.8`](https://github.com/siyuan-note/siyuan/releases/tag/v3.5.8) (published 2026-02-24)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/smolagents-tutorial/README.md b/tutorials/smolagents-tutorial/README.md
index 3ce8f4e..76aa505 100644
--- a/tutorials/smolagents-tutorial/README.md
+++ b/tutorials/smolagents-tutorial/README.md
@@ -61,6 +61,12 @@ flowchart TD
     class G,J output
 ```
 
+## Current Snapshot (auto-updated)
+
+- repository: [`huggingface/smolagents`](https://github.com/huggingface/smolagents)
+- stars: about **25.7k**
+- latest release: [`v1.24.0`](https://github.com/huggingface/smolagents/releases/tag/v1.24.0) (published 2026-01-16)
+
 ## Tutorial Chapters
 
 1. **[Chapter 1: Getting Started](01-getting-started.md)** - Installation, setup, and your first smolagent
diff --git a/tutorials/stagewise-tutorial/README.md b/tutorials/stagewise-tutorial/README.md
index 3ab18ea..36740e2 100644
--- a/tutorials/stagewise-tutorial/README.md
+++ b/tutorials/stagewise-tutorial/README.md
@@ -30,9 +30,7 @@ This track focuses on:
 
 - repository: [`stagewise-io/stagewise`](https://github.com/stagewise-io/stagewise)
 - stars: about **6.5k**
-- latest release: [`stagewise-vscode-extension@0.11.4`](https://github.com/stagewise-io/stagewise/releases/tag/stagewise-vscode-extension%400.11.4) (**November 28, 2025**)
-- recent activity: updated on **February 12, 2026**
-- positioning: frontend coding agent platform with browser context selection, CLI proxy, and open agent/plugin interfaces
+- latest release: [`stagewise-vscode-extension@0.11.4`](https://github.com/stagewise-io/stagewise/releases/tag/stagewise-vscode-extension@0.11.4) (published 2025-11-28)
 
 ## Mental Model
 
diff --git a/tutorials/strands-agents-tutorial/README.md b/tutorials/strands-agents-tutorial/README.md
index bf65596..d118410 100644
--- a/tutorials/strands-agents-tutorial/README.md
+++ b/tutorials/strands-agents-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`strands-agents/sdk-python`](https://github.com/strands-agents/sdk-python)
-- stars: about **5.1k**
-- latest release: [`v1.26.0`](https://github.com/strands-agents/sdk-python/releases/tag/v1.26.0)
-- recent activity: updates on **February 11, 2026**
-- project positioning: model-driven agent SDK with native MCP integration and broad provider support
+- stars: about **5.2k**
+- latest release: [`v1.28.0`](https://github.com/strands-agents/sdk-python/releases/tag/v1.28.0) (published 2026-02-25)
 
 ## Mental Model
 
diff --git a/tutorials/supabase-tutorial/README.md b/tutorials/supabase-tutorial/README.md
index ffab99f..8651f18 100644
--- a/tutorials/supabase-tutorial/README.md
+++ b/tutorials/supabase-tutorial/README.md
@@ -67,6 +67,12 @@ Welcome to your journey through modern backend development! This tutorial explor
 7. **[Chapter 7: Advanced Queries & RLS](07-advanced-queries.md)** - Complex queries, Row Level Security, and performance optimization
 8. **[Chapter 8: Production Deployment](08-production-deployment.md)** - Scaling, monitoring, and production best practices
 
+## Current Snapshot (auto-updated)
+
+- repository: [`supabase/supabase`](https://github.com/supabase/supabase)
+- stars: about **98.4k**
+- latest release: [`v1.26.02`](https://github.com/supabase/supabase/releases/tag/v1.26.02) (published 2026-02-05)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/superagi-tutorial/README.md b/tutorials/superagi-tutorial/README.md
index fda126f..75b6cc3 100644
--- a/tutorials/superagi-tutorial/README.md
+++ b/tutorials/superagi-tutorial/README.md
@@ -60,6 +60,12 @@ Welcome to your journey through autonomous AI agent development! This tutorial e
 7. **[Chapter 7: Deployment & Scaling](07-deployment-scaling.md)** - Production deployment and performance optimization
 8. **[Chapter 8: Advanced Features](08-advanced-features.md)** - Custom agents, plugins, and enterprise integrations
 
+## Current Snapshot (auto-updated)
+
+- repository: [`TransformerOptimus/SuperAGI`](https://github.com/TransformerOptimus/SuperAGI)
+- stars: about **17.2k**
+- latest release: [`v0.0.14`](https://github.com/TransformerOptimus/SuperAGI/releases/tag/v0.0.14) (published 2024-01-16)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/superset-terminal-tutorial/README.md b/tutorials/superset-terminal-tutorial/README.md
index 417eed1..d7cfbba 100644
--- a/tutorials/superset-terminal-tutorial/README.md
+++ b/tutorials/superset-terminal-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`superset-sh/superset`](https://github.com/superset-sh/superset)
-- stars: about **1.5k**
-- latest release: [`desktop-v0.0.70`](https://github.com/superset-sh/superset/releases/tag/desktop-v0.0.70)
-- recent activity: updates on **February 12, 2026**
-- project positioning: command center for CLI coding agents
+- stars: about **3.3k**
+- latest release: [`desktop-v1.0.4`](https://github.com/superset-sh/superset/releases/tag/desktop-v1.0.4) (published 2026-03-02)
 
 ## Mental Model
 
diff --git a/tutorials/swarm-tutorial/README.md b/tutorials/swarm-tutorial/README.md
index b1fbe2b..d1cc766 100644
--- a/tutorials/swarm-tutorial/README.md
+++ b/tutorials/swarm-tutorial/README.md
@@ -61,6 +61,11 @@ flowchart LR
     class H output
 ```
 
+## Current Snapshot (auto-updated)
+
+- repository: [`openai/swarm`](https://github.com/openai/swarm)
+- stars: about **21.1k**
+
 ## Tutorial Chapters
 
 1. **[Chapter 1: Getting Started](01-getting-started.md)** - Installation, setup, and your first Swarm agent
diff --git a/tutorials/swe-agent-tutorial/README.md b/tutorials/swe-agent-tutorial/README.md
index 8a12cbe..26a6fa4 100644
--- a/tutorials/swe-agent-tutorial/README.md
+++ b/tutorials/swe-agent-tutorial/README.md
@@ -28,11 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`SWE-agent/SWE-agent`](https://github.com/SWE-agent/SWE-agent)
-- stars: about **18.5k**
-- latest release: [`v1.1.0`](https://github.com/SWE-agent/SWE-agent/releases/tag/v1.1.0)
-- recent activity: updates on **February 10, 2026**
-- project note: maintainers indicate active investment in [`mini-swe-agent`](https://github.com/SWE-agent/mini-swe-agent/)
-- project positioning: configurable autonomous coding agent for issue resolution and benchmark research
+- stars: about **18.6k**
+- latest release: [`v1.1.0`](https://github.com/SWE-agent/SWE-agent/releases/tag/v1.1.0) (published 2025-05-22)
 
 ## Mental Model
 
diff --git a/tutorials/sweep-tutorial/README.md b/tutorials/sweep-tutorial/README.md
index 4eae548..36d2fb3 100644
--- a/tutorials/sweep-tutorial/README.md
+++ b/tutorials/sweep-tutorial/README.md
@@ -30,9 +30,7 @@ This track focuses on:
 
 - repository: [`sweepai/sweep`](https://github.com/sweepai/sweep)
 - stars: about **7.6k**
-- latest tagged release in repository: [`sweep-sandbox-v1`](https://github.com/sweepai/sweep/releases/tag/sweep-sandbox-v1) (legacy tag)
-- recent activity: verify latest commits to confirm current maintenance status
-- posture note: repository README now points users to the Sweep JetBrains plugin while legacy docs continue to describe GitHub issue-to-PR workflows
+- latest release: [`sweep-sandbox-v1`](https://github.com/sweepai/sweep/releases/tag/sweep-sandbox-v1) (published 2023-09-11)
 
 ## Mental Model
 
diff --git a/tutorials/tabby-tutorial/README.md b/tutorials/tabby-tutorial/README.md
index 9145af2..a50520d 100644
--- a/tutorials/tabby-tutorial/README.md
+++ b/tutorials/tabby-tutorial/README.md
@@ -29,10 +29,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`TabbyML/tabby`](https://github.com/TabbyML/tabby)
-- stars: about **32.9k**
-- latest release: [`v0.32.0`](https://github.com/TabbyML/tabby/releases/tag/v0.32.0) (**January 25, 2026**)
-- recent activity: updated on **February 12, 2026**
-- positioning: self-hosted AI coding assistant with completion, chat, repository context, and editor agents
+- stars: about **33k**
+- latest release: [`v0.32.0`](https://github.com/TabbyML/tabby/releases/tag/v0.32.0) (published 2026-01-25)
 
 ## Mental Model
 
diff --git a/tutorials/taskade-awesome-vibe-coding-tutorial/README.md b/tutorials/taskade-awesome-vibe-coding-tutorial/README.md
index c52bd99..ee7d1e2 100644
--- a/tutorials/taskade-awesome-vibe-coding-tutorial/README.md
+++ b/tutorials/taskade-awesome-vibe-coding-tutorial/README.md
@@ -20,14 +20,10 @@ format_version: v2
 
 Teams can use it to reduce stack-selection time, avoid tool churn, and build consistent adoption playbooks.
 
-## Current Snapshot (verified 2026-02-24)
+## Current Snapshot (auto-updated)
 
 - repository: [`taskade/awesome-vibe-coding`](https://github.com/taskade/awesome-vibe-coding)
-- stars: about **5**
-- forks: about **1**
-- recent push: **2026-02-11**
-- companion repos used in this track's decision context: [`taskade/mcp`](https://github.com/taskade/mcp), [`taskade/docs`](https://github.com/taskade/docs), [`taskade/taskade`](https://github.com/taskade/taskade)
-- current posture: actively curated thematic catalog with sections for app builders, coding editors/CLIs, MCP ecosystem, frameworks, workflows, and learning resources
+- stars: about **6**
 
 ## Mental Model
 
diff --git a/tutorials/taskade-docs-tutorial/README.md b/tutorials/taskade-docs-tutorial/README.md
index 77b7912..2cd16da 100644
--- a/tutorials/taskade-docs-tutorial/README.md
+++ b/tutorials/taskade-docs-tutorial/README.md
@@ -20,18 +20,10 @@ format_version: v2
 
 Understanding how this repo is organized makes onboarding, integration planning, and documentation governance materially faster.
 
-## Current Snapshot (verified 2026-02-24)
+## Current Snapshot (auto-updated)
 
 - repository: [`taskade/docs`](https://github.com/taskade/docs)
-- stars: about **10**
-- forks: about **4**
-- recent push: **2026-02-20**
-- related active org repos: [`taskade/mcp`](https://github.com/taskade/mcp), [`taskade/taskade`](https://github.com/taskade/taskade)
-- structure posture: GitBook-oriented docs tree with `README.md`, `SUMMARY.md`, `.gitbook.yaml`, and thematic folders for:
-  - Genesis / living system builder
-  - API documentation
-  - automation and help-center coverage
-  - updates and changelog timelines
+- stars: about **11**
 
 ## Mental Model
 
diff --git a/tutorials/taskade-mcp-tutorial/README.md b/tutorials/taskade-mcp-tutorial/README.md
index 269d0b6..295e609 100644
--- a/tutorials/taskade-mcp-tutorial/README.md
+++ b/tutorials/taskade-mcp-tutorial/README.md
@@ -21,17 +21,11 @@ format_version: v2
 
 Instead of manually wiring custom integrations, you can expose Taskade operations as MCP tools and let clients like Claude Desktop, Cursor, and n8n orchestrate real work.
 
-## Current Snapshot (verified 2026-02-24)
+## Current Snapshot (auto-updated)
 
 - repository: [`taskade/mcp`](https://github.com/taskade/mcp)
-- stars: about **108**
-- forks: about **30**
-- default branch: `main`
-- recent push: **2026-02-13**
-- related org repos: [`taskade/docs`](https://github.com/taskade/docs), [`taskade/taskade`](https://github.com/taskade/taskade)
-- repo posture: active monorepo with two key packages:
-  - `@taskade/mcp-server`
-  - `@taskade/mcp-openapi-codegen`
+- stars: about **111**
+- latest release: [`v0.0.1`](https://github.com/taskade/mcp/releases/tag/v0.0.1) (published 2026-02-13)
 
 ## Mental Model
 
diff --git a/tutorials/taskade-tutorial/README.md b/tutorials/taskade-tutorial/README.md
index a7a6168..4d209f4 100644
--- a/tutorials/taskade-tutorial/README.md
+++ b/tutorials/taskade-tutorial/README.md
@@ -21,14 +21,10 @@ Taskade spans multiple product surfaces: workspace planning, app generation, aut
 
 This track gives you a practical operating model across those surfaces so teams can move from experimentation to repeatable production workflows.
 
-## Current Snapshot (verified 2026-02-24)
-
-- platform repository: [`taskade/taskade`](https://github.com/taskade/taskade) (about **4 stars**, recently pushed **2026-02-19**)
-- documentation repository: [`taskade/docs`](https://github.com/taskade/docs) (about **10 stars**, recently pushed **2026-02-20**)
-- official MCP repository: [`taskade/mcp`](https://github.com/taskade/mcp) (about **108 stars**, recently pushed **2026-02-13**)
-- curated vibe-coding list: [`taskade/awesome-vibe-coding`](https://github.com/taskade/awesome-vibe-coding) (about **5 stars**, recently pushed **2026-02-11**)
-- parser utility used in automation/runtime tooling: [`taskade/temporal-parser`](https://github.com/taskade/temporal-parser) (about **1 star**, recently pushed **2026-02-12**)
-- product docs posture: active docs and help-center footprint with strong focus on Genesis, AI agents, automations, and workspace workflows
+## Current Snapshot (auto-updated)
+
+- repository: [`taskade/taskade`](https://github.com/taskade/taskade)
+- stars: about **6**
 
 ## Mental Model
 
diff --git a/tutorials/teable-database-platform/README.md b/tutorials/teable-database-platform/README.md
index 5a468c5..115ece2 100644
--- a/tutorials/teable-database-platform/README.md
+++ b/tutorials/teable-database-platform/README.md
@@ -118,9 +118,9 @@ Ready to begin? Start with [Chapter 1: System Overview](01-system-overview.md).
 
 ## Current Snapshot (auto-updated)
 
-- repository: [teableio/teable](https://github.com/teableio/teable)
-- stars: about **15K**
-- project positioning: high-performance PostgreSQL-native no-code database with real-time collaboration
+- repository: [`teableio/teable`](https://github.com/teableio/teable)
+- stars: about **21k**
+- latest release: [`v1.10.0`](https://github.com/teableio/teable/releases/tag/v1.10.0) (published 2025-09-15)
 
 ## What You Will Learn
 
diff --git a/tutorials/tiktoken-tutorial/README.md b/tutorials/tiktoken-tutorial/README.md
index 22d9821..a25515a 100644
--- a/tutorials/tiktoken-tutorial/README.md
+++ b/tutorials/tiktoken-tutorial/README.md
@@ -200,9 +200,9 @@ Ready to begin? Start with [Chapter 1: Getting Started](01-getting-started.md).
 
 ## Current Snapshot (auto-updated)
 
-- repository: [openai/tiktoken](https://github.com/openai/tiktoken)
-- stars: about **12K**
-- project positioning: OpenAI's official fast BPE tokenizer library used by GPT models
+- repository: [`openai/tiktoken`](https://github.com/openai/tiktoken)
+- stars: about **17.4k**
+- latest release: [`0.12.0`](https://github.com/openai/tiktoken/releases/tag/0.12.0) (published 2025-10-06)
 
 ## Source References
 
diff --git a/tutorials/turborepo-tutorial/README.md b/tutorials/turborepo-tutorial/README.md
index 403b996..0ad677f 100644
--- a/tutorials/turborepo-tutorial/README.md
+++ b/tutorials/turborepo-tutorial/README.md
@@ -65,6 +65,12 @@ Welcome to your journey through high-performance monorepo development! This tuto
 7. **[Chapter 7: CI/CD Integration](07-cicd-integration.md)** - Integrating with continuous integration
 8. **[Chapter 8: Performance Optimization](08-performance-optimization.md)** - Advanced optimization techniques
 
+## Current Snapshot (auto-updated)
+
+- repository: [`vercel/turborepo`](https://github.com/vercel/turborepo)
+- stars: about **29.9k**
+- latest release: [`v2.8.12`](https://github.com/vercel/turborepo/releases/tag/v2.8.12) (published 2026-02-27)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/use-mcp-tutorial/README.md b/tutorials/use-mcp-tutorial/README.md
index b59c692..8143ea3 100644
--- a/tutorials/use-mcp-tutorial/README.md
+++ b/tutorials/use-mcp-tutorial/README.md
@@ -28,12 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`modelcontextprotocol/use-mcp`](https://github.com/modelcontextprotocol/use-mcp)
-- stars: about **1.0k**
-- repository status: **archived**
-- latest visible tag: [`v0.0.21`](https://github.com/modelcontextprotocol/use-mcp/tags)
-- recent metadata activity: verify current archive metadata in upstream repository
-- package baseline: `npm install use-mcp`
-- license: MIT
+- stars: about **1k**
+- status: **archived**
 
 ## Mental Model
 
diff --git a/tutorials/vercel-ai-tutorial/README.md b/tutorials/vercel-ai-tutorial/README.md
index 82e8fe0..710c55c 100644
--- a/tutorials/vercel-ai-tutorial/README.md
+++ b/tutorials/vercel-ai-tutorial/README.md
@@ -26,10 +26,8 @@ The AI SDK is one of the most widely used TypeScript toolkits for shipping moder
 ## Current Snapshot (auto-updated)
 
 - repository: [`vercel/ai`](https://github.com/vercel/ai)
-- stars: about **21.7k**
-- latest core package release: `ai@6.0.79` (published February 11, 2026)
-- release cadence: frequent package updates across core and provider integrations
-- official docs site: [`ai-sdk.dev`](https://ai-sdk.dev)
+- stars: about **22.2k**
+- latest release: [`@ai-sdk/vue@3.0.106`](https://github.com/vercel/ai/releases/tag/@ai-sdk/vue@3.0.106) (published 2026-03-02)
 
 ## Mental Model
 
diff --git a/tutorials/vibe-kanban-tutorial/README.md b/tutorials/vibe-kanban-tutorial/README.md
index d7d9b44..156e0b2 100644
--- a/tutorials/vibe-kanban-tutorial/README.md
+++ b/tutorials/vibe-kanban-tutorial/README.md
@@ -28,10 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`BloopAI/vibe-kanban`](https://github.com/BloopAI/vibe-kanban)
-- stars: about **21.0k**
-- latest release: [`v0.1.11-20260211154151`](https://github.com/BloopAI/vibe-kanban/releases/tag/v0.1.11-20260211154151)
-- recent activity: updates on **February 11, 2026**
-- project positioning: command center for multi-agent coding execution and review
+- stars: about **22.2k**
+- latest release: [`remote-v0.1.18`](https://github.com/BloopAI/vibe-kanban/releases/tag/remote-v0.1.18) (published 2026-03-02)
 
 ## Mental Model
 
diff --git a/tutorials/vibesdk-tutorial/README.md b/tutorials/vibesdk-tutorial/README.md
index f28cdc8..3c7b320 100644
--- a/tutorials/vibesdk-tutorial/README.md
+++ b/tutorials/vibesdk-tutorial/README.md
@@ -29,9 +29,7 @@ This track focuses on:
 
 - repository: [`cloudflare/vibesdk`](https://github.com/cloudflare/vibesdk)
 - stars: about **4.8k**
-- latest release: [`v1.5.0`](https://github.com/cloudflare/vibesdk/releases/tag/v1.5.0)
-- development activity: active with recent updates
-- project positioning in repo: open-source Cloudflare-native reference platform for vibe-coding products
+- latest release: [`v1.5.0`](https://github.com/cloudflare/vibesdk/releases/tag/v1.5.0) (published 2026-02-06)
 
 ## Mental Model
 
diff --git a/tutorials/vllm-tutorial/README.md b/tutorials/vllm-tutorial/README.md
index e855e93..d97e2ab 100644
--- a/tutorials/vllm-tutorial/README.md
+++ b/tutorials/vllm-tutorial/README.md
@@ -52,6 +52,12 @@ flowchart TD
     class G,H,I perf
 ```
 
+## Current Snapshot (auto-updated)
+
+- repository: [`vllm-project/vllm`](https://github.com/vllm-project/vllm)
+- stars: about **71.7k**
+- latest release: [`v0.16.0`](https://github.com/vllm-project/vllm/releases/tag/v0.16.0) (published 2026-02-25)
+
 ## Core Technologies
 
 ### Continuous Batching
diff --git a/tutorials/whisper-cpp-tutorial/README.md b/tutorials/whisper-cpp-tutorial/README.md
index 900c282..2b73600 100644
--- a/tutorials/whisper-cpp-tutorial/README.md
+++ b/tutorials/whisper-cpp-tutorial/README.md
@@ -53,6 +53,12 @@ Welcome to your journey through Whisper.cpp! This tutorial takes you from basic
 7. **[Chapter 7: Platform Integration](07-platform-integration.md)** - iOS/Android/WebAssembly bindings, Python/Node.js wrappers
 8. **[Chapter 8: Production Deployment](08-deployment-production.md)** - Server mode, batch processing, GPU acceleration, and scaling patterns
 
+## Current Snapshot (auto-updated)
+
+- repository: [`ggml-org/whisper.cpp`](https://github.com/ggml-org/whisper.cpp)
+- stars: about **47.2k**
+- latest release: [`v1.8.3`](https://github.com/ggml-org/whisper.cpp/releases/tag/v1.8.3) (published 2026-01-15)
+
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
diff --git a/tutorials/wshobson-agents-tutorial/README.md b/tutorials/wshobson-agents-tutorial/README.md
index b02df59..39d7273 100644
--- a/tutorials/wshobson-agents-tutorial/README.md
+++ b/tutorials/wshobson-agents-tutorial/README.md
@@ -28,10 +28,7 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`wshobson/agents`](https://github.com/wshobson/agents)
-- stars: about **28.4k**
-- latest release: **none tagged** (rolling `main`)
-- recent push activity: **February 7, 2026**
-- project positioning: large Claude Code plugin marketplace for multi-agent automation
+- stars: about **29.9k**
 
 ## Mental Model