johnxie · johnxie · Mar 2, 2026 · Mar 2, 2026
diff --git a/.github/workflows/weekly-refresh.yml b/.github/workflows/weekly-refresh.yml
@@ -7,7 +7,6 @@ on:
 
 permissions:
   contents: write
-  pull-requests: write
 
 jobs:
   refresh:
@@ -32,21 +31,11 @@ jobs:
           python scripts/staleness_audit.py --max-age-days 10 --json-output discoverability/staleness-report.json
           python scripts/release_claims_audit.py --max-age-days 120 --json-output discoverability/release-claims-report.json
 
-      - name: Create Pull Request
-        uses: peter-evans/create-pull-request@v6
-        with:
-          branch: automation/weekly-refresh
-          commit-message: "chore: weekly docs/discoverability refresh"
-          title: "chore: weekly docs/discoverability refresh"
-          body: |
-            Automated weekly refresh of generated docs and discoverability assets.
-
-            Updated by workflow:
-            - tutorial manifest and structure snapshots
-            - discoverability assets (`tutorial-index.json`, directory, search intent map, `llms*.txt`)
-            - README trending market signals
-            - staleness report
-            - stale release-claim report
-          labels: |
-            automation
-            docs
+      - name: Commit and push if changed
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "41898282+github-actions[bot]@users.noreply.github.com"
+          git add -A
+          git diff --cached --quiet && echo "No changes to commit" && exit 0
+          git commit -m "chore: weekly docs/discoverability refresh"
+          git push
diff --git a/README.md b/README.md
@@ -97,12 +97,12 @@ Quick jump links:
 
 ## ✅ Source Verification Status
 
-All tutorial indexes were re-verified against referenced upstream GitHub repositories on **2026-02-24**:
+All tutorial indexes were re-verified against referenced upstream GitHub repositories on **2026-03-02**:
 
 - tutorials scanned: **191**
 - tutorials with source repos: **191**
 - tutorials with unverified source repos: **0**
-- unique verified source repos: **200**
+- unique verified source repos: **201**
 
 Verification artifacts:
 
@@ -127,28 +127,28 @@ Live repository snapshot for high-intent Taskade/Genesis/AI/MCP searches.
 ---
 
 <!-- BEGIN: TRENDING_VIBE_CODING -->
-## 📈 Trending Vibe-Coding Repos (Auto-updated 2026-02-24)
+## 📈 Trending Vibe-Coding Repos (Auto-updated 2026-03-02)
 
 Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.
 
 | Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |
 |:---------------|:---------|------:|:----------|:---------------|
-| [`open-webui/open-webui`](https://github.com/open-webui/open-webui) | [Open WebUI Tutorial](tutorials/open-webui-tutorial/) | 124,777 | 2026-02-24 (0d ago) | self-hosted AI interface and model operations |
-| [`anomalyco/opencode`](https://github.com/anomalyco/opencode) | [OpenCode Tutorial](tutorials/opencode-tutorial/) | 109,764 | 2026-02-24 (0d ago) | terminal-native coding agent with strong provider and tool controls |
-| [`browser-use/browser-use`](https://github.com/browser-use/browser-use) | [Browser Use Tutorial](tutorials/browser-use-tutorial/) | 78,889 | 2026-02-24 (0d ago) | browser-native AI automation and agent execution |
-| [`daytonaio/daytona`](https://github.com/daytonaio/daytona) | [Daytona Tutorial](tutorials/daytona-tutorial/) | 60,076 | 2026-02-24 (0d ago) | sandbox infrastructure for secure AI code execution |
-| [`cline/cline`](https://github.com/cline/cline) | [Cline Tutorial](tutorials/cline-tutorial/) | 58,318 | 2026-02-24 (0d ago) | agentic coding with terminal, browser, and MCP workflows |
-| [`Mintplex-Labs/anything-llm`](https://github.com/Mintplex-Labs/anything-llm) | [AnythingLLM Tutorial](tutorials/anything-llm-tutorial/) | 54,956 | 2026-02-24 (0d ago) | self-hosted RAG workspaces and agent workflows |
-| [`TabbyML/tabby`](https://github.com/TabbyML/tabby) | [Tabby Tutorial](tutorials/tabby-tutorial/) | 32,921 | 2026-02-14 (10d ago) | self-hosted coding assistant platform for teams |
-| [`continuedev/continue`](https://github.com/continuedev/continue) | [Continue Tutorial](tutorials/continue-tutorial/) | 31,501 | 2026-02-24 (0d ago) | IDE-native AI coding assistant architecture |
-| [`Fission-AI/OpenSpec`](https://github.com/Fission-AI/OpenSpec) | [OpenSpec Tutorial](tutorials/openspec-tutorial/) | 25,435 | 2026-02-24 (0d ago) | spec-driven workflow layer for predictable AI-assisted delivery |
-| [`RooCodeInc/Roo-Code`](https://github.com/RooCodeInc/Roo-Code) | [Roo Code Tutorial](tutorials/roo-code-tutorial/) | 22,367 | 2026-02-24 (0d ago) | multi-mode coding agents and approval workflows |
-| [`vercel/ai`](https://github.com/vercel/ai) | [Vercel AI SDK Tutorial](tutorials/vercel-ai-tutorial/) | 21,991 | 2026-02-24 (0d ago) | production TypeScript AI app and agent SDK patterns |
-| [`dyad-sh/dyad`](https://github.com/dyad-sh/dyad) | [Dyad Tutorial](tutorials/dyad-tutorial/) | 19,693 | 2026-02-24 (0d ago) | local-first AI app generation workflows |
-| [`stackblitz-labs/bolt.diy`](https://github.com/stackblitz-labs/bolt.diy) | [bolt.diy Tutorial](tutorials/bolt-diy-tutorial/) | 19,039 | 2026-02-07 (17d ago) | open-source Bolt-style product builder stack |
-| [`sweepai/sweep`](https://github.com/sweepai/sweep) | [Sweep Tutorial](tutorials/sweep-tutorial/) | 7,638 | 2025-09-18 (159d ago) | issue-to-PR coding agent workflows and GitHub automation |
-| [`stagewise-io/stagewise`](https://github.com/stagewise-io/stagewise) | [Stagewise Tutorial](tutorials/stagewise-tutorial/) | 6,496 | 2026-02-24 (0d ago) | browser-context frontend coding agent workflows |
-| [`cloudflare/vibesdk`](https://github.com/cloudflare/vibesdk) | [VibeSDK Tutorial](tutorials/vibesdk-tutorial/) | 4,803 | 2026-02-20 (4d ago) | Cloudflare-native prompt-to-app platform architecture |
+| [`open-webui/open-webui`](https://github.com/open-webui/open-webui) | [Open WebUI Tutorial](tutorials/open-webui-tutorial/) | 125,443 | 2026-03-02 (0d ago) | self-hosted AI interface and model operations |
+| [`anomalyco/opencode`](https://github.com/anomalyco/opencode) | [OpenCode Tutorial](tutorials/opencode-tutorial/) | 114,224 | 2026-03-02 (0d ago) | terminal-native coding agent with strong provider and tool controls |
+| [`browser-use/browser-use`](https://github.com/browser-use/browser-use) | [Browser Use Tutorial](tutorials/browser-use-tutorial/) | 79,382 | 2026-03-02 (0d ago) | browser-native AI automation and agent execution |
+| [`daytonaio/daytona`](https://github.com/daytonaio/daytona) | [Daytona Tutorial](tutorials/daytona-tutorial/) | 61,615 | 2026-03-02 (0d ago) | sandbox infrastructure for secure AI code execution |
+| [`cline/cline`](https://github.com/cline/cline) | [Cline Tutorial](tutorials/cline-tutorial/) | 58,554 | 2026-03-02 (0d ago) | agentic coding with terminal, browser, and MCP workflows |
+| [`Mintplex-Labs/anything-llm`](https://github.com/Mintplex-Labs/anything-llm) | [AnythingLLM Tutorial](tutorials/anything-llm-tutorial/) | 55,278 | 2026-03-02 (0d ago) | self-hosted RAG workspaces and agent workflows |
+| [`TabbyML/tabby`](https://github.com/TabbyML/tabby) | [Tabby Tutorial](tutorials/tabby-tutorial/) | 32,970 | 2026-03-02 (0d ago) | self-hosted coding assistant platform for teams |
+| [`continuedev/continue`](https://github.com/continuedev/continue) | [Continue Tutorial](tutorials/continue-tutorial/) | 31,600 | 2026-03-02 (0d ago) | IDE-native AI coding assistant architecture |
+| [`Fission-AI/OpenSpec`](https://github.com/Fission-AI/OpenSpec) | [OpenSpec Tutorial](tutorials/openspec-tutorial/) | 26,902 | 2026-02-27 (3d ago) | spec-driven workflow layer for predictable AI-assisted delivery |
+| [`RooCodeInc/Roo-Code`](https://github.com/RooCodeInc/Roo-Code) | [Roo Code Tutorial](tutorials/roo-code-tutorial/) | 22,473 | 2026-03-02 (0d ago) | multi-mode coding agents and approval workflows |
+| [`vercel/ai`](https://github.com/vercel/ai) | [Vercel AI SDK Tutorial](tutorials/vercel-ai-tutorial/) | 22,230 | 2026-03-02 (0d ago) | production TypeScript AI app and agent SDK patterns |
+| [`dyad-sh/dyad`](https://github.com/dyad-sh/dyad) | [Dyad Tutorial](tutorials/dyad-tutorial/) | 19,786 | 2026-02-28 (2d ago) | local-first AI app generation workflows |
+| [`stackblitz-labs/bolt.diy`](https://github.com/stackblitz-labs/bolt.diy) | [bolt.diy Tutorial](tutorials/bolt-diy-tutorial/) | 19,068 | 2026-02-07 (23d ago) | open-source Bolt-style product builder stack |
+| [`sweepai/sweep`](https://github.com/sweepai/sweep) | [Sweep Tutorial](tutorials/sweep-tutorial/) | 7,643 | 2025-09-18 (165d ago) | issue-to-PR coding agent workflows and GitHub automation |
+| [`stagewise-io/stagewise`](https://github.com/stagewise-io/stagewise) | [Stagewise Tutorial](tutorials/stagewise-tutorial/) | 6,493 | 2026-03-02 (0d ago) | browser-context frontend coding agent workflows |
+| [`cloudflare/vibesdk`](https://github.com/cloudflare/vibesdk) | [VibeSDK Tutorial](tutorials/vibesdk-tutorial/) | 4,825 | 2026-03-02 (0d ago) | Cloudflare-native prompt-to-app platform architecture |
 
 Data source: GitHub REST API (`stargazers_count`, `pushed_at`) via `scripts/refresh_market_signals.py`.
 <!-- END: TRENDING_VIBE_CODING -->

diff --git a/discoverability/market-signals.json b/discoverability/market-signals.json
@@ -1,211 +1,211 @@
 {
-  "generated_at_utc": "2026-02-24T15:27:17.174793Z",
-  "generated_on": "2026-02-24",
+  "generated_at_utc": "2026-03-02T16:34:29.160536Z",
+  "generated_on": "2026-03-02",
   "signals": [
     {
       "days_since_push": 0,
-      "forks": 17660,
-      "open_issues": 248,
-      "pushed_at": "2026-02-24T00:31:27Z",
-      "pushed_date": "2026-02-24",
+      "forks": 17765,
+      "open_issues": 263,
+      "pushed_at": "2026-03-02T01:14:18Z",
+      "pushed_date": "2026-03-02",
       "repo": "open-webui/open-webui",
       "repo_url": "https://github.com/open-webui/open-webui",
-      "stars": 124777,
+      "stars": 125443,
       "tutorial_label": "Open WebUI Tutorial",
       "tutorial_path": "tutorials/open-webui-tutorial/",
       "why": "self-hosted AI interface and model operations"
     },
     {
       "days_since_push": 0,
-      "forks": 10898,
-      "open_issues": 5742,
-      "pushed_at": "2026-02-24T14:59:04Z",
-      "pushed_date": "2026-02-24",
+      "forks": 11529,
+      "open_issues": 6131,
+      "pushed_at": "2026-03-02T16:23:54Z",
+      "pushed_date": "2026-03-02",
       "repo": "anomalyco/opencode",
       "repo_url": "https://github.com/anomalyco/opencode",
-      "stars": 109764,
+      "stars": 114224,
       "tutorial_label": "OpenCode Tutorial",
       "tutorial_path": "tutorials/opencode-tutorial/",
       "why": "terminal-native coding agent with strong provider and tool controls"
     },
     {
       "days_since_push": 0,
-      "forks": 9329,
-      "open_issues": 261,
-      "pushed_at": "2026-02-24T06:13:06Z",
-      "pushed_date": "2026-02-24",
+      "forks": 9383,
+      "open_issues": 225,
+      "pushed_at": "2026-03-02T07:00:46Z",
+      "pushed_date": "2026-03-02",
       "repo": "browser-use/browser-use",
       "repo_url": "https://github.com/browser-use/browser-use",
-      "stars": 78889,
+      "stars": 79382,
       "tutorial_label": "Browser Use Tutorial",
       "tutorial_path": "tutorials/browser-use-tutorial/",
       "why": "browser-native AI automation and agent execution"
     },
     {
       "days_since_push": 0,
-      "forks": 5064,
-      "open_issues": 297,
-      "pushed_at": "2026-02-24T14:46:01Z",
-      "pushed_date": "2026-02-24",
+      "forks": 5076,
+      "open_issues": 329,
+      "pushed_at": "2026-03-02T16:21:40Z",
+      "pushed_date": "2026-03-02",
       "repo": "daytonaio/daytona",
       "repo_url": "https://github.com/daytonaio/daytona",
-      "stars": 60076,
+      "stars": 61615,
       "tutorial_label": "Daytona Tutorial",
       "tutorial_path": "tutorials/daytona-tutorial/",
       "why": "sandbox infrastructure for secure AI code execution"
     },
     {
       "days_since_push": 0,
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-      "open_issues": 736,
-      "pushed_at": "2026-02-24T06:31:07Z",
-      "pushed_date": "2026-02-24",
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+      "pushed_at": "2026-03-02T14:39:39Z",
+      "pushed_date": "2026-03-02",
       "repo": "cline/cline",
       "repo_url": "https://github.com/cline/cline",
-      "stars": 58318,
+      "stars": 58554,
       "tutorial_label": "Cline Tutorial",
       "tutorial_path": "tutorials/cline-tutorial/",
       "why": "agentic coding with terminal, browser, and MCP workflows"
     },
     {
       "days_since_push": 0,
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-      "open_issues": 286,
-      "pushed_at": "2026-02-24T03:08:07Z",
-      "pushed_date": "2026-02-24",
+      "forks": 5973,
+      "open_issues": 294,
+      "pushed_at": "2026-03-02T16:16:28Z",
+      "pushed_date": "2026-03-02",
       "repo": "Mintplex-Labs/anything-llm",
       "repo_url": "https://github.com/Mintplex-Labs/anything-llm",
-      "stars": 54956,
+      "stars": 55278,
       "tutorial_label": "AnythingLLM Tutorial",
       "tutorial_path": "tutorials/anything-llm-tutorial/",
       "why": "self-hosted RAG workspaces and agent workflows"
     },
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-      "open_issues": 291,
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-      "pushed_date": "2026-02-14",
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+      "pushed_at": "2026-03-02T08:20:29Z",
+      "pushed_date": "2026-03-02",
       "repo": "TabbyML/tabby",
       "repo_url": "https://github.com/TabbyML/tabby",
-      "stars": 32921,
+      "stars": 32970,
       "tutorial_label": "Tabby Tutorial",
       "tutorial_path": "tutorials/tabby-tutorial/",
       "why": "self-hosted coding assistant platform for teams"
     },
     {
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-      "open_issues": 912,
-      "pushed_at": "2026-02-24T10:01:30Z",
-      "pushed_date": "2026-02-24",
+      "forks": 4211,
+      "open_issues": 1034,
+      "pushed_at": "2026-03-02T09:29:21Z",
+      "pushed_date": "2026-03-02",
       "repo": "continuedev/continue",
       "repo_url": "https://github.com/continuedev/continue",
-      "stars": 31501,
+      "stars": 31600,
       "tutorial_label": "Continue Tutorial",
       "tutorial_path": "tutorials/continue-tutorial/",
       "why": "IDE-native AI coding assistant architecture"
     },
     {
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       "repo": "Fission-AI/OpenSpec",
       "repo_url": "https://github.com/Fission-AI/OpenSpec",
-      "stars": 25435,
+      "stars": 26902,
       "tutorial_label": "OpenSpec Tutorial",
       "tutorial_path": "tutorials/openspec-tutorial/",
       "why": "spec-driven workflow layer for predictable AI-assisted delivery"
     },
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-      "pushed_date": "2026-02-24",
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+      "pushed_date": "2026-03-02",
       "repo": "RooCodeInc/Roo-Code",
       "repo_url": "https://github.com/RooCodeInc/Roo-Code",
-      "stars": 22367,
+      "stars": 22473,
       "tutorial_label": "Roo Code Tutorial",
       "tutorial_path": "tutorials/roo-code-tutorial/",
       "why": "multi-mode coding agents and approval workflows"
     },
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-      "pushed_date": "2026-02-24",
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+      "pushed_date": "2026-03-02",
       "repo": "vercel/ai",
       "repo_url": "https://github.com/vercel/ai",
-      "stars": 21991,
+      "stars": 22230,
       "tutorial_label": "Vercel AI SDK Tutorial",
       "tutorial_path": "tutorials/vercel-ai-tutorial/",
       "why": "production TypeScript AI app and agent SDK patterns"
     },
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-      "pushed_date": "2026-02-24",
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+      "pushed_date": "2026-02-28",
       "repo": "dyad-sh/dyad",
       "repo_url": "https://github.com/dyad-sh/dyad",
-      "stars": 19693,
+      "stars": 19786,
       "tutorial_label": "Dyad Tutorial",
       "tutorial_path": "tutorials/dyad-tutorial/",
       "why": "local-first AI app generation workflows"
     },
     {
-      "days_since_push": 17,
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       "pushed_date": "2026-02-07",
       "repo": "stackblitz-labs/bolt.diy",
       "repo_url": "https://github.com/stackblitz-labs/bolt.diy",
-      "stars": 19039,
+      "stars": 19068,
       "tutorial_label": "bolt.diy Tutorial",
       "tutorial_path": "tutorials/bolt-diy-tutorial/",
       "why": "open-source Bolt-style product builder stack"
     },
     {
-      "days_since_push": 159,
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       "pushed_at": "2025-09-18T06:10:59Z",
       "pushed_date": "2025-09-18",
       "repo": "sweepai/sweep",
       "repo_url": "https://github.com/sweepai/sweep",
-      "stars": 7638,
+      "stars": 7643,
       "tutorial_label": "Sweep Tutorial",
       "tutorial_path": "tutorials/sweep-tutorial/",
       "why": "issue-to-PR coding agent workflows and GitHub automation"
     },
     {
       "days_since_push": 0,
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-      "pushed_date": "2026-02-24",
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+      "pushed_date": "2026-03-02",
       "repo": "stagewise-io/stagewise",
       "repo_url": "https://github.com/stagewise-io/stagewise",
-      "stars": 6496,
+      "stars": 6493,
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       "tutorial_path": "tutorials/stagewise-tutorial/",
       "why": "browser-context frontend coding agent workflows"
     },
     {
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-      "open_issues": 41,
-      "pushed_at": "2026-02-20T15:34:53Z",
-      "pushed_date": "2026-02-20",
+      "days_since_push": 0,
+      "forks": 1133,
+      "open_issues": 42,
+      "pushed_at": "2026-03-02T09:08:46Z",
+      "pushed_date": "2026-03-02",
       "repo": "cloudflare/vibesdk",
       "repo_url": "https://github.com/cloudflare/vibesdk",
-      "stars": 4803,
+      "stars": 4825,
       "tutorial_label": "VibeSDK Tutorial",
       "tutorial_path": "tutorials/vibesdk-tutorial/",
       "why": "Cloudflare-native prompt-to-app platform architecture"