diff --git a/auditor/logs/events.jsonl b/auditor/logs/events.jsonl
index 15c36b1ff4..ef98404cd0 100644
--- a/auditor/logs/events.jsonl
+++ b/auditor/logs/events.jsonl
@@ -3830,6 +3830,8 @@
 {"timestamp":"2026-08-10T08:38:07Z","workflow":"track","event":"finding_outcome","run_id":"31370738602","run_number":684,"data":{"pr":"aaronmaturen/claude-plugin#1","pr_state":"stale_90d","fingerprints":["sha256:2db6f1f792f6bd723458f64eda12865e1a305496be2bc25cd9e1ac5dc788383c"],"rule_ids":["SEC-unpinned-npm-install"]}}
 {"timestamp":"2026-08-10T08:38:08Z","workflow":"track","event":"finding_outcome","run_id":"31370738602","run_number":684,"data":{"pr":"aaronmaturen/claude-plugin#2","pr_state":"stale_90d","fingerprints":["sha256:811d41b02831543cc8ff0f0278c54432dfe165190e662069b71588c9bd25d744","sha256:fcc3de47c8d1ac6e3879e70553f3df647f58d0119aedc1a67eff445b25419208"],"rule_ids":["BUG-missing-frontmatter","R01"]}}
 {"timestamp":"2026-08-10T08:45:19Z","workflow":"track","event":"status_check","run_id":"31370738602","run_number":684,"data":{"contributed":57,"tracked":38,"case_study_ready":43,"rule_adopted":2}}
+{"timestamp":"2026-08-10T12:21:29Z","workflow":"contribute","event":"report_artifact_uploaded","run_id":"31387305790","run_number":2586,"data":{"repo":"elementalsouls/Claude-OSINT","artifact_run_url":"https://github.com/xiaolai/nlpm/actions/runs/31387305790","retention_days":90}}
+{"timestamp":"2026-08-10T12:21:29Z","workflow":"contribute","event":"prs_submitted","run_id":"31387305790","run_number":2586,"data":{"repo":"elementalsouls/Claude-OSINT","pr_count":2}}
 {"timestamp":"2026-08-10T12:31:09Z","workflow":"track","event":"status_check","run_id":"31387512616","run_number":685,"data":{"contributed":57,"tracked":38,"case_study_ready":43,"rule_adopted":2}}
 {"timestamp":"2026-08-10T16:29:14Z","workflow":"track","event":"status_check","run_id":"31408299961","run_number":686,"data":{"contributed":57,"tracked":38,"case_study_ready":43,"rule_adopted":2}}
 {"timestamp":"2026-08-10T20:24:53Z","workflow":"track","event":"status_check","run_id":"31428078841","run_number":687,"data":{"contributed":57,"tracked":38,"case_study_ready":43,"rule_adopted":2}}
diff --git a/auditor/registry/repos.json b/auditor/registry/repos.json
index 61aeb4ff9f..2b5a705321 100644
--- a/auditor/registry/repos.json
+++ b/auditor/registry/repos.json
@@ -9,8 +9,10 @@
     "0xNyk/council-of-high-intelligence": {
       "artifacts": 20,
       "audit_issue": 535,
+      "case_study_skip_reason": "thin narrative: score=71, security=REVIEW, merged=0, applied_separately=0, rejected=0, rule_adopted=False",
+      "case_study_skipped": true,
       "commit_sha_at_audit": "f996d386eb2c33601977915828f5f3ea383e9f49",
-      "description": "18 AI personas deliberate your hardest decisions across multiple LLM providers. Structured multi-round deliberation, confidence-weighted verdicts, genuine model diversity. Install as a Claude Code plugin — one command: /council",
+      "description": "18 AI personas deliberate your hardest decisions across multiple LLM providers. Structured multi-round deliberation, confidence-weighted verdicts, genuine model diversity. Install as a Claude Code plugin \u2014 one command: /council",
       "discovered": "2026-07-06T07:29:13Z",
       "pipeline_prs": [
         49,
@@ -97,9 +99,7 @@
       "security": "REVIEW",
       "stars": 3333,
       "status": "complete",
-      "strategy": "batched",
-      "case_study_skipped": true,
-      "case_study_skip_reason": "thin narrative: score=71, security=REVIEW, merged=0, applied_separately=0, rejected=0, rule_adopted=False"
+      "strategy": "batched"
     },
     "0xSteph/pentest-ai-agents": {
       "artifacts": 55,
@@ -143,7 +143,7 @@
       "artifacts": 5,
       "audit_issue": 206,
       "commit_sha_at_audit": "b32f196f410c917367bd51887b24336fe065915f",
-      "description": "Dispatch panels of specialized subagents to review projects — expert audits, first-impression personas, task-completion flows, and pedantic nitpicks",
+      "description": "Dispatch panels of specialized subagents to review projects \u2014 expert audits, first-impression personas, task-completion flows, and pedantic nitpicks",
       "discovered": "2026-04-25T01:06:48Z",
       "discovery_strategy": "awesome-list-citation",
       "exemplar_path": "auditor/exemplars/2389-research-review-squad.md",
@@ -177,7 +177,7 @@
     "777genius/claude-notifications-go": {
       "artifacts": 7,
       "audit_issue": 59,
-      "description": "🔔 Cross-platform smart notifications plugin for Claude Code. 6 types. Click-to-focus. 1 line installation. Instant. Analyze context. Zero dependencies. webhooks (ntfy, slack, telegram...). Linux, MacOS, Windows.",
+      "description": "\ud83d\udd14 Cross-platform smart notifications plugin for Claude Code. 6 types. Click-to-focus. 1 line installation. Instant. Analyze context. Zero dependencies. webhooks (ntfy, slack, telegram...). Linux, MacOS, Windows.",
       "discovered": "2026-04-13T06:41:48Z",
       "prs": [],
       "score": 63,
@@ -190,7 +190,7 @@
       "artifacts": 16,
       "audit_issue": 208,
       "commit_sha_at_audit": "7a54141eb1ca6b0e040002d6c7215ec31a6add7d",
-      "description": "The flight recorder for AI coding — keeps your docs in sync with your code",
+      "description": "The flight recorder for AI coding \u2014 keeps your docs in sync with your code",
       "discovered": "2026-04-25T01:06:48Z",
       "discovery_strategy": "awesome-list-citation",
       "pipeline_prs": [
@@ -430,7 +430,7 @@
       "artifacts": 5,
       "audit_issue": 228,
       "commit_sha_at_audit": "8dc9db43c9bfaa53b567d63f3f48385bcf3d3084",
-      "description": "A self-learning system for Claude Code that captures corrections, positive feedback, and preferences — then syncs them to CLAUDE.md and AGENTS.md.",
+      "description": "A self-learning system for Claude Code that captures corrections, positive feedback, and preferences \u2014 then syncs them to CLAUDE.md and AGENTS.md.",
       "discovered": "2026-04-25T01:06:48Z",
       "discovery_strategy": "topic-tag",
       "exemplar_path": "auditor/exemplars/BayramAnnakov-claude-reflect.md",
@@ -585,7 +585,7 @@
       "artifacts": 1,
       "audit_issue": 380,
       "commit_sha_at_audit": "cce8b57de9cb69633deb222c9162dad539a52b87",
-      "description": "Model Context Protocol (MCP) plugin to connect with Unity Editor — designed for Cursor, Claude Code, Codex, Windsurf and other IDEs",
+      "description": "Model Context Protocol (MCP) plugin to connect with Unity Editor \u2014 designed for Cursor, Claude Code, Codex, Windsurf and other IDEs",
       "discovered": "2026-06-17T23:31:27Z",
       "exemplar_path": "auditor/exemplars/CoderGamester-mcp-unity.md",
       "exemplar_published": true,
@@ -810,6 +810,16 @@
       "status": "audited",
       "strategy": "progressive"
     },
+    "Gentleman-Programming/gentle-ai": {
+      "discovered": "2026-09-07T06:10:37Z",
+      "stars": 6328,
+      "artifacts": 134,
+      "description": "Gentle-AI configures the AI coding agents you already use: Claude Code, Cursor, OpenCode, Codex, Pi, and more. Choose persistent memory, Spec-Driven Development, curated skills, MCP servers, personas, and optional bounded review. Open source, no agent lock-in.",
+      "status": "discovered",
+      "score": null,
+      "audit_issue": 1087,
+      "prs": []
+    },
     "Graphify-Labs/graphify": {
       "artifacts": 25,
       "audit_issue": 536,
@@ -882,7 +892,7 @@
           "state": "MERGED",
           "mergedAt": "2026-03-22T02:40:45Z",
           "closedAt": "2026-03-22T02:40:45Z",
-          "title": "feat: SCR Loop Phase 1 — State-Challenge-Reflect mechanism",
+          "title": "feat: SCR Loop Phase 1 \u2014 State-Challenge-Reflect mechanism",
           "updatedAt": "2026-03-22T02:40:48Z",
           "createdAt": "2026-03-22T02:12:56Z",
           "outcome": "merged",
@@ -954,7 +964,7 @@
     "JDArmy/Evasion-SubAgents": {
       "artifacts": 10,
       "audit_issue": 542,
-      "description": "Claude Code 免杀 SubAgents",
+      "description": "Claude Code \u514d\u6740 SubAgents",
       "discovered": "2026-07-07T00:24:00Z",
       "prs": [],
       "score": null,
@@ -1100,7 +1110,7 @@
     "JuliusBrussee/caveman": {
       "artifacts": 10,
       "audit_issue": 61,
-      "description": "🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman",
+      "description": "\ud83e\udea8 why use many token when few token do trick \u2014 Claude Code skill that cuts 65% of tokens by talking like caveman",
       "discovered": "2026-04-13T06:41:48Z",
       "exemplar_path": "auditor/exemplars/JuliusBrussee-caveman.md",
       "exemplar_published": true,
@@ -1180,7 +1190,7 @@
           "state": "MERGED",
           "mergedAt": "2026-05-03T18:33:01Z",
           "closedAt": "2026-05-03T18:33:01Z",
-          "title": "fix: remove doubled uv prefix in install commands (uv uv pip → uv pip)",
+          "title": "fix: remove doubled uv prefix in install commands (uv uv pip \u2192 uv pip)",
           "updatedAt": "2026-05-03T18:33:01Z",
           "createdAt": "2026-04-25T12:18:45Z",
           "outcome": "merged",
@@ -1222,7 +1232,7 @@
           "state": "MERGED",
           "mergedAt": "2026-05-18T03:42:42Z",
           "closedAt": "2026-05-18T03:42:42Z",
-          "title": "fix: correct scanpy license typo (SD-3-Clause → BSD-3-Clause)",
+          "title": "fix: correct scanpy license typo (SD-3-Clause \u2192 BSD-3-Clause)",
           "updatedAt": "2026-05-18T03:42:43Z",
           "createdAt": "2026-04-25T12:19:48Z",
           "outcome": "merged",
@@ -1280,7 +1290,7 @@
       "artifacts": 5,
       "audit_issue": 631,
       "commit_sha_at_audit": "2b4a645cfdc894156ae347d897723562f719ce95",
-      "description": "数字生命卡兹克开源的 AI Skills 合集 | Agent Skills: neat-freak 洁癖 (docs/memory closeout), hv-analysis, khazix-writer & more — Claude Code, Codex & 40+ agents",
+      "description": "\u6570\u5b57\u751f\u547d\u5361\u5179\u514b\u5f00\u6e90\u7684 AI Skills \u5408\u96c6 | Agent Skills: neat-freak \u6d01\u7656 (docs/memory closeout), hv-analysis, khazix-writer & more \u2014 Claude Code, Codex & 40+ agents",
       "discovered": "2026-07-20T08:43:07Z",
       "prs": [],
       "score": 96,
@@ -1375,7 +1385,7 @@
     "LerianStudio/ring": {
       "artifacts": 194,
       "audit_issue": 86,
-      "description": "89 skills and 38 specialized agents that enforce proven engineering practices for AI-assisted development. TDD, systematic debugging, parallel code review, and 10-gate development cycles — as a Claude Code plugin marketplace.",
+      "description": "89 skills and 38 specialized agents that enforce proven engineering practices for AI-assisted development. TDD, systematic debugging, parallel code review, and 10-gate development cycles \u2014 as a Claude Code plugin marketplace.",
       "discovered": "2026-04-18T22:52:00Z",
       "prs": [],
       "score": 88,
@@ -1391,7 +1401,7 @@
       "artifacts": 98,
       "audit_issue": 155,
       "commit_sha_at_audit": "6baece9f13324c209592124ebc213289336f26c3",
-      "description": "A Claude Code plugin that turns your terminal into an autonomous research lab — literature survey, experiment execution, paper writing, all in one pipeline.",
+      "description": "A Claude Code plugin that turns your terminal into an autonomous research lab \u2014 literature survey, experiment execution, paper writing, all in one pipeline.",
       "discovered": "2026-04-25T00:52:11Z",
       "pipeline_prs": [
         8,
@@ -1649,7 +1659,7 @@
           "state": "MERGED",
           "mergedAt": "2026-06-23T02:28:55Z",
           "closedAt": "2026-06-23T02:28:55Z",
-          "title": "fix: correct typo \"Paper Rview\" → \"Paper Review\" in section guide index",
+          "title": "fix: correct typo \"Paper Rview\" \u2192 \"Paper Review\" in section guide index",
           "updatedAt": "2026-06-23T02:28:55Z",
           "createdAt": "2026-06-20T08:43:01Z",
           "outcome": "merged",
@@ -1713,6 +1723,16 @@
       "status": "audited",
       "strategy": "batched"
     },
+    "Nanako0129/sepia": {
+      "discovered": "2026-09-07T06:10:37Z",
+      "stars": 2355,
+      "artifacts": 8,
+      "description": "De-AI writing skill for any Agent Skills-compatible agent (77+ via the Skills CLI), with native plugins for Claude Code, Codex, Grok Build, and Antigravity. Narrative-architecture repair for fiction, venue-matched rules for professional prose. Based on StoryScope (arXiv:2604.03136).",
+      "status": "discovered",
+      "score": null,
+      "audit_issue": 1088,
+      "prs": []
+    },
     "NicholasSpisak/claude-code-subagents": {
       "artifacts": 78,
       "audit_issue": 544,
@@ -1810,7 +1830,7 @@
     "OpenRaiser/NanoResearch": {
       "artifacts": 25,
       "audit_issue": 143,
-      "description": "🦞+🔬: NanoResearch: The Autonomous AI Research Assistant",
+      "description": "\ud83e\udd9e+\ud83d\udd2c: NanoResearch: The Autonomous AI Research Assistant",
       "discovered": "2026-04-18T22:52:00Z",
       "prs": [],
       "score": 73,
@@ -1951,7 +1971,7 @@
       "artifacts": 10,
       "audit_issue": 223,
       "commit_sha_at_audit": "853f09b4d0baae747759ed31e21ed5c5b2316a5f",
-      "description": "A collection of Awesome Finance Agent Skills for free and easy to start | 一系列开源免费的金融分析Agent Skills",
+      "description": "A collection of Awesome Finance Agent Skills for free and easy to start | \u4e00\u7cfb\u5217\u5f00\u6e90\u514d\u8d39\u7684\u91d1\u878d\u5206\u6790Agent Skills",
       "discovered": "2026-04-25T01:06:48Z",
       "discovery_strategy": "topic-tag",
       "exemplar_path": "auditor/exemplars/RKiding-Awesome-finance-skills.md",
@@ -1985,7 +2005,7 @@
       "case_study_skip_reason": "thin narrative: score=92, security=REVIEW, merged=0, applied_separately=0, rejected=0, rule_adopted=False",
       "case_study_skipped": true,
       "commit_sha_at_audit": "3d1612c53f1497bd39ceecbffb0bde276ddc2cef",
-      "description": "A Claude Code plugin that makes Claude Code self-improve — learning from your corrections, not just remembering them (also support codex now)",
+      "description": "A Claude Code plugin that makes Claude Code self-improve \u2014 learning from your corrections, not just remembering them (also support codex now)",
       "discovered": "2026-06-08T07:36:57Z",
       "exemplar_path": "auditor/exemplars/ReflexioAI-claude-smart.md",
       "exemplar_published": true,
@@ -2062,6 +2082,19 @@
       "status": "complete",
       "strategy": "batched"
     },
+    "Shubhamsaboo/awesome-llm-apps": {
+      "artifacts": 146,
+      "audit_issue": 757,
+      "commit_sha_at_audit": "779e9f9bcf87fa8cd95870a438b70b84e47d3173",
+      "description": "100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source.",
+      "discovered": "2026-08-05T02:07:37Z",
+      "prs": [],
+      "score": 96,
+      "security": "BLOCKED",
+      "stars": 130536,
+      "status": "audited",
+      "strategy": "single"
+    },
     "SimoneAvogadro/android-reverse-engineering-skill": {
       "artifacts": 3,
       "audit_issue": 242,
@@ -2111,6 +2144,16 @@
       "status": "audited",
       "strategy": "progressive"
     },
+    "TencentCloud/TencentDB-Agent-Memory": {
+      "artifacts": 18,
+      "audit_issue": 1026,
+      "description": "TencentDB Agent Memory is a team-level memory hub for AI Agents \u2014 turning conversations, docs, and code into four reusable memory assets (Chat Memory, Skill, LLM-Wiki, Code-Graph) that are governed, shared, and equipped across agents and frameworks.",
+      "discovered": "2026-08-31T06:11:05Z",
+      "prs": [],
+      "score": null,
+      "stars": 25310,
+      "status": "discovered"
+    },
     "The-Vibe-Company/companion": {
       "artifacts": 25,
       "audit_issue": 178,
@@ -2143,6 +2186,39 @@
       "status": "contributed",
       "strategy": "single"
     },
+    "Vincentwei1021/video-shotcraft": {
+      "case_study_candidate": true,
+      "commit_sha_at_audit": "0022ec45d28800cecb5b16624a3179093c93f4e9",
+      "pipeline_prs": [
+        30
+      ],
+      "prs": [
+        {
+          "number": 30,
+          "state": "CLOSED",
+          "mergedAt": null,
+          "closedAt": "2026-08-09T09:53:10Z",
+          "title": "fix: escape media.url in gallery data-src attributes",
+          "updatedAt": "2026-08-09T09:53:10Z",
+          "createdAt": "2026-08-07T12:19:47Z",
+          "outcome": "applied_separately",
+          "fingerprints": [
+            "sha256:fe9bcce17b04db042b1843e383c797e9f8c507d99e5377e649272db1bbf664c5",
+            "sha256:feb1039c429e3ace708ddb25e1cb7d9238d2c588b33843a9785be78a245d7a57"
+          ],
+          "rule_ids": [
+            "SEC-unescaped-attribute-interpolation",
+            "SEC-unescaped-attribute-interpolation"
+          ],
+          "stale_90d_emitted": false
+        }
+      ],
+      "rule_adopted": false,
+      "score": 100,
+      "security": "REVIEW",
+      "status": "tracked",
+      "strategy": "single"
+    },
     "VoltAgent/awesome-claude-code-subagents": {
       "artifacts": 10,
       "audit_issue": 504,
@@ -2867,7 +2943,7 @@
       "artifacts": 27,
       "audit_issue": 229,
       "commit_sha_at_audit": "ba18b31703542d9d7eda5f9ba94f0df65a59dddf",
-      "description": "Claude Code Skill Factory — A powerful open-source toolkit for building and deploying production-ready Claude Skills, Code Agents, custom Slash Commands, and LLM Prompts at scale. Easily generate structured skill templates, automate workflow integration, and accelerate AI agent development with a clean, developer-friendly setup.",
+      "description": "Claude Code Skill Factory \u2014 A powerful open-source toolkit for building and deploying production-ready Claude Skills, Code Agents, custom Slash Commands, and LLM Prompts at scale. Easily generate structured skill templates, automate workflow integration, and accelerate AI agent development with a clean, developer-friendly setup.",
       "discovered": "2026-04-25T01:06:48Z",
       "discovery_strategy": "topic-tag",
       "pipeline_prs": [
@@ -3144,8 +3220,10 @@
     "arpitg1304/robotics-agent-skills": {
       "artifacts": 10,
       "audit_issue": 545,
+      "case_study_skip_reason": "thin narrative: score=74, security=REVIEW, merged=0, applied_separately=0, rejected=0, rule_adopted=False",
+      "case_study_skipped": true,
       "commit_sha_at_audit": "54f7b578f3dc269d29c0beb623b3f2611fd3a430",
-      "description": "Agent skills that make AI coding assistants write production-grade robotics software. ROS1, ROS2, design patterns, SOLID principles, and testing — for Claude Code, Cursor, Copilot, and any SKILL.md-compatible agent.",
+      "description": "Agent skills that make AI coding assistants write production-grade robotics software. ROS1, ROS2, design patterns, SOLID principles, and testing \u2014 for Claude Code, Cursor, Copilot, and any SKILL.md-compatible agent.",
       "discovered": "2026-07-07T00:24:00Z",
       "pipeline_prs": [
         7,
@@ -3198,9 +3276,7 @@
       "security": "REVIEW",
       "stars": 308,
       "status": "complete",
-      "strategy": "single",
-      "case_study_skipped": true,
-      "case_study_skip_reason": "thin narrative: score=74, security=REVIEW, merged=0, applied_separately=0, rejected=0, rule_adopted=False"
+      "strategy": "single"
     },
     "astral-sh/claude-code-plugins": {
       "artifacts": 4,
@@ -3223,7 +3299,7 @@
       "audit_issue": 140,
       "case_study": "case-studies/2026-04-24-avifenesh-agentsys.md",
       "case_study_candidate": true,
-      "description": "AI writes code. This automates everything else · 19 plugins, 47 agents, and 40 skills · for Claude Code, OpenCode, Codex, Cursor, Kiro.",
+      "description": "AI writes code. This automates everything else \u00b7 19 plugins, 47 agents, and 40 skills \u00b7 for Claude Code, OpenCode, Codex, Cursor, Kiro.",
       "discovered": "2026-04-18T22:52:00Z",
       "pipeline_prs": [
         337,
@@ -3331,6 +3407,16 @@
       "status": "audited",
       "strategy": "single"
     },
+    "ayghri/i-have-adhd": {
+      "artifacts": 5,
+      "audit_issue": 967,
+      "description": "A skill to stop your coding agent from burying the answer. ADHD-friendly output.",
+      "discovered": "2026-08-24T06:12:16Z",
+      "prs": [],
+      "score": null,
+      "stars": 23537,
+      "status": "discovered"
+    },
     "backnotprop/plannotator": {
       "artifacts": 24,
       "audit_issue": 183,
@@ -3460,6 +3546,16 @@
       "status": "audited",
       "strategy": "progressive"
     },
+    "calesthio/OpenMontage": {
+      "artifacts": 627,
+      "audit_issue": 758,
+      "description": "World's first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and production-knowledge files. Turn your AI coding assistant into a full video production studio.",
+      "discovered": "2026-08-05T02:07:37Z",
+      "prs": [],
+      "score": null,
+      "stars": 45129,
+      "status": "discovered"
+    },
     "caliber-ai-org/ai-setup": {
       "artifacts": 24,
       "audit_issue": 142,
@@ -3551,6 +3647,16 @@
       "status": "complete",
       "strategy": "batched"
     },
+    "ccch1mneyyy/dsh-TUI": {
+      "artifacts": 7,
+      "audit_issue": 904,
+      "description": "DSH \u5b98\u65b9\u516c\u4f17\u53f7\u6536\u5f55\u7684 TUI \u8865\u4f4d\u63d2\u4ef6\uff1aClaude Code \u98ce\uff0c\u9cb8\u9c7c\u9876\u680f/\u5b9e\u65f6\u72b6\u6001/\u6d41\u5f0f\u601d\u8003/\u53cc\u51fb Esc \u56de\u6eda/\u4e0a\u4e0b\u6587\u8fdb\u5ea6+TPS\u3002npm \u4e00\u952e\u88c5\u3002  DSH official WeChat featured TUI plugin \u2014 Claude Code style: whale bar, live status, streaming thoughts, double-Esc rollback, context bar + TPS. npm one-click.",
+      "discovered": "2026-08-17T06:09:36Z",
+      "prs": [],
+      "score": null,
+      "stars": 1667,
+      "status": "discovered"
+    },
     "ccplugins/awesome-claude-code-plugins": {
       "pipeline_prs": [
         193,
@@ -3811,6 +3917,16 @@
       "status": "contributed",
       "strategy": "single"
     },
+    "danny-avila/LibreChat": {
+      "artifacts": 5,
+      "audit_issue": 968,
+      "description": "Enhanced ChatGPT Clone: Features Agents, MCP, Skills, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching, message search, Code Interpreter, langchain, DALL-E-3, OpenAPI Actions, Functions, Secure Multi-User Auth, Presets, open-source for self-hosting. Active",
+      "discovered": "2026-08-24T06:12:16Z",
+      "prs": [],
+      "score": null,
+      "stars": 42381,
+      "status": "discovered"
+    },
     "data-goblin/power-bi-agentic-development": {
       "artifacts": 47,
       "audit_issue": 362,
@@ -3919,6 +4035,19 @@
       "status": "tracked",
       "strategy": "batched"
     },
+    "deepseek-ai/deepseek-harness": {
+      "artifacts": 28,
+      "commit_sha_at_audit": "47f943859bef60e4160492346772ded9b24f765a",
+      "description": "DeepSeek Harness: Everything is a Plugin.",
+      "discovered": "2026-08-14T00:00:00Z",
+      "discovery_strategy": "manual-request",
+      "prs": [],
+      "score": 97,
+      "security": "CLEAR",
+      "stars": 60382,
+      "status": "audited",
+      "strategy": "batched"
+    },
     "diet103/claude-code-infrastructure-showcase": {
       "score": 81,
       "security": "BLOCKED",
@@ -4057,7 +4186,7 @@
       "artifacts": 72,
       "audit_issue": 546,
       "commit_sha_at_audit": "91177b9c0a07bb731a2e3dac3d57ac1b45de8678",
-      "description": "🚀 一个基于 Claude Code (Skills + Subagents) 的“去AI味”全栈写作系统。不仅防套路，更通过专属规则强制注入人类观点与细节，搭配读者测试评估与自动图文排版。全面支持 DeepSeek / 智谱GLM / MiniMax 等国产低成本大模型，提供从选题、风格建模到审稿发布的高维全自动写作工作流。",
+      "description": "\ud83d\ude80 \u4e00\u4e2a\u57fa\u4e8e Claude Code (Skills + Subagents) \u7684\u201c\u53bbAI\u5473\u201d\u5168\u6808\u5199\u4f5c\u7cfb\u7edf\u3002\u4e0d\u4ec5\u9632\u5957\u8def\uff0c\u66f4\u901a\u8fc7\u4e13\u5c5e\u89c4\u5219\u5f3a\u5236\u6ce8\u5165\u4eba\u7c7b\u89c2\u70b9\u4e0e\u7ec6\u8282\uff0c\u642d\u914d\u8bfb\u8005\u6d4b\u8bd5\u8bc4\u4f30\u4e0e\u81ea\u52a8\u56fe\u6587\u6392\u7248\u3002\u5168\u9762\u652f\u6301 DeepSeek / \u667a\u8c31GLM / MiniMax \u7b49\u56fd\u4ea7\u4f4e\u6210\u672c\u5927\u6a21\u578b\uff0c\u63d0\u4f9b\u4ece\u9009\u9898\u3001\u98ce\u683c\u5efa\u6a21\u5230\u5ba1\u7a3f\u53d1\u5e03\u7684\u9ad8\u7ef4\u5168\u81ea\u52a8\u5199\u4f5c\u5de5\u4f5c\u6d41\u3002",
       "discovered": "2026-07-07T00:24:00Z",
       "prs": [],
       "score": 82,
@@ -4080,7 +4209,7 @@
           "state": "MERGED",
           "mergedAt": "2026-04-29T15:35:59Z",
           "closedAt": "2026-04-29T15:35:59Z",
-          "title": "fix: replace broken /文风分析 skill reference in dbs-ai-check",
+          "title": "fix: replace broken /\u6587\u98ce\u5206\u6790 skill reference in dbs-ai-check",
           "updatedAt": "2026-04-29T15:35:59Z",
           "createdAt": "2026-04-22T06:42:24Z",
           "outcome": "merged",
@@ -4200,6 +4329,25 @@
       "status": "tracked",
       "strategy": "progressive"
     },
+    "elementalsouls/Claude-OSINT": {
+      "artifacts": 10,
+      "audit_issue": 827,
+      "commit_sha_at_audit": "7d1516291f24a48696a1db7f86ecb15c75249754",
+      "description": "8 Claude skills \u00b7 100+ recon capabilities \u00b7 80 secret-regex patterns \u00b7 80+ dorks \u00b7 9 read-only credential validators \u00b7 27 attack-path templates \u00b7 ~10,000 lines of structured tradecraft. Drop-in SKILL.md files that turn Claude into a god-mode external recon operator for authorized red-team and bug-bounty engagements.",
+      "discovered": "2026-08-10T06:26:33Z",
+      "exemplar_path": "auditor/exemplars/elementalsouls-Claude-OSINT.md",
+      "exemplar_published": true,
+      "pipeline_prs": [
+        14,
+        15
+      ],
+      "prs": [],
+      "score": 97,
+      "security": "REVIEW",
+      "stars": 2257,
+      "status": "contributed",
+      "strategy": "single"
+    },
     "eroslifestyle/Claude-Orchestrator-Plugin": {
       "artifacts": 29,
       "audit_issue": 166,
@@ -4218,7 +4366,7 @@
       "artifacts": 4,
       "audit_issue": 245,
       "commit_sha_at_audit": "e2dc7c42fcce9f9ee1fb1e9a66c1eb41310fa1aa",
-      "description": "A plugin for Claude Code and Codex that turns your codebase into an autoresearch loop — discovers what to measure, instruments the benchmark, then runs tree search with parallel subagents.",
+      "description": "A plugin for Claude Code and Codex that turns your codebase into an autoresearch loop \u2014 discovers what to measure, instruments the benchmark, then runs tree search with parallel subagents.",
       "discovered": "2026-05-05T00:52:16Z",
       "exemplar_path": "auditor/exemplars/evo-hq-evo.md",
       "exemplar_published": true,
@@ -4346,7 +4494,7 @@
       "artifacts": 1,
       "audit_issue": 386,
       "commit_sha_at_audit": "7af34af6a25940d917905f0e5f2a7ef056952971",
-      "description": "给 Claude Code 装上完整联网能力的 skill：三层通道调度 + 浏览器 CDP + 并行分治",
+      "description": "\u7ed9 Claude Code \u88c5\u4e0a\u5b8c\u6574\u8054\u7f51\u80fd\u529b\u7684 skill\uff1a\u4e09\u5c42\u901a\u9053\u8c03\u5ea6 + \u6d4f\u89c8\u5668 CDP + \u5e76\u884c\u5206\u6cbb",
       "discovered": "2026-06-17T23:31:27Z",
       "prs": [],
       "score": 95,
@@ -4358,6 +4506,8 @@
     "fcakyon/claude-codex-settings": {
       "artifacts": 97,
       "audit_issue": 62,
+      "case_study_skip_reason": "thin narrative: score=79, security=REVIEW, merged=1, applied_separately=0, rejected=1, rule_adopted=False",
+      "case_study_skipped": true,
       "description": "My personal Claude Code and OpenAI Codex setup with battle-tested skills, plugins, hooks and agents that I use daily.",
       "discovered": "2026-04-13T06:41:48Z",
       "pipeline_prs": [
@@ -4439,9 +4589,7 @@
       "security": "REVIEW",
       "stars": 590,
       "status": "complete",
-      "strategy": "progressive",
-      "case_study_skipped": true,
-      "case_study_skip_reason": "thin narrative: score=79, security=REVIEW, merged=1, applied_separately=0, rejected=1, rule_adopted=False"
+      "strategy": "progressive"
     },
     "feiskyer/claude-code-settings": {
       "artifacts": 42,
@@ -4529,7 +4677,7 @@
       "case_study_skip_reason": "thin narrative: score=95, security=CLEAR, merged=0, applied_separately=0, rejected=0, rule_adopted=False",
       "case_study_skipped": true,
       "commit_sha_at_audit": "d338460454c340736c16648df0920ca9eea6acea",
-      "description": "A Claude Code plugin that makes Opus behave like Fable — completion, evidence, and verification enforced as procedure. Ships only what a Fable-vs-Opus comparison proved transferable.",
+      "description": "A Claude Code plugin that makes Opus behave like Fable \u2014 completion, evidence, and verification enforced as procedure. Ships only what a Fable-vs-Opus comparison proved transferable.",
       "discovered": "2026-06-27T00:15:44Z",
       "exemplar_path": "auditor/exemplars/fivetaku-fablize.md",
       "exemplar_published": true,
@@ -4631,6 +4779,8 @@
     "gemini-cli-extensions/conductor": {
       "artifacts": 6,
       "audit_issue": 633,
+      "case_study_skip_reason": "thin narrative: score=90, security=REVIEW, merged=0, applied_separately=0, rejected=0, rule_adopted=False",
+      "case_study_skipped": true,
       "commit_sha_at_audit": "fb6212e8faee3f9ecb69f0ee19bd5b2a0765bb0a",
       "description": "A plugin for AI coding agents (Antigravity, Claude Code) enabling Spec-Driven Development to specify, plan, and implement software features.",
       "discovered": "2026-07-20T08:43:07Z",
@@ -4659,9 +4809,7 @@
       "security": "REVIEW",
       "stars": 3657,
       "status": "complete",
-      "strategy": "single",
-      "case_study_skipped": true,
-      "case_study_skip_reason": "thin narrative: score=90, security=REVIEW, merged=0, applied_separately=0, rejected=0, rule_adopted=False"
+      "strategy": "single"
     },
     "github/awesome-copilot": {
       "artifacts": 527,
@@ -4755,7 +4903,7 @@
           "state": "MERGED",
           "mergedAt": "2026-04-28T02:49:12Z",
           "closedAt": "2026-04-28T02:49:12Z",
-          "title": "docs: fix README link text \"thought circulation\" → \"thought signatures\"",
+          "title": "docs: fix README link text \"thought circulation\" \u2192 \"thought signatures\"",
           "updatedAt": "2026-04-28T02:49:12Z",
           "createdAt": "2026-04-27T02:31:44Z",
           "outcome": "merged",
@@ -4796,7 +4944,7 @@
       "case_study": "case-studies/2026-05-01-googleworkspace-cli.md",
       "case_study_candidate": true,
       "commit_sha_at_audit": "a3768d0e82ad83cca2da97724e46bea4ff0e6dbd",
-      "description": "Google Workspace CLI — one command-line tool for Drive, Gmail, Calendar, Sheets, Docs, Chat, Admin, and more. Dynamically built from Google Discovery Service. Includes AI agent skills.",
+      "description": "Google Workspace CLI \u2014 one command-line tool for Drive, Gmail, Calendar, Sheets, Docs, Chat, Admin, and more. Dynamically built from Google Discovery Service. Includes AI agent skills.",
       "discovered": "2026-04-25T01:06:48Z",
       "discovery_strategy": "topic-tag",
       "pipeline_prs": [
@@ -4886,7 +5034,7 @@
       "artifacts": 290,
       "audit_issue": 107,
       "case_study": "case-studies/2026-04-27-gotalab-cc-sdd.md",
-      "description": "Spec-driven development (SDD) for your team's workflow. Kiro style commands that enforce structured requirements→design→tasks workflow and steering, transforming how you build with AI. Support Claude Code, Codex, Opencode, Cursor, Github Copilot, Gemini CLI and Windsurf.",
+      "description": "Spec-driven development (SDD) for your team's workflow. Kiro style commands that enforce structured requirements\u2192design\u2192tasks workflow and steering, transforming how you build with AI. Support Claude Code, Codex, Opencode, Cursor, Github Copilot, Gemini CLI and Windsurf.",
       "discovered": "2026-04-18T22:52:00Z",
       "pipeline_prs": [
         166,
@@ -5013,7 +5161,7 @@
       "artifacts": 118,
       "audit_issue": 210,
       "case_study": "case-studies/2026-04-06-how-we-helped-gsd.md",
-      "description": "A light-weight and powerful meta-prompting, context engineering and spec-driven development system for Claude Code by TÂCHES.",
+      "description": "A light-weight and powerful meta-prompting, context engineering and spec-driven development system for Claude Code by T\u00c2CHES.",
       "discovered": "2026-04-25T01:06:48Z",
       "discovery_strategy": "topic-tag",
       "note": "Manually audited 2026-04-06 before auditor pipeline shipped; case study published. Re-discovered by topic-tag search 2026-04-25; corrected to complete.",
@@ -5181,6 +5329,16 @@
       "status": "complete",
       "strategy": "batched"
     },
+    "hoangsonww/Claude-Code-Agent-Monitor": {
+      "artifacts": 131,
+      "audit_issue": 759,
+      "description": "\ud83d\ude80 A real-time monitoring dashboard for Claude Code & Codex, built with SQLite3, Node.js, Express, React, Vite, TailwindCSS, & WebSockets. It tracks sessions, agent activity, tool usage, and subagent orchestration, providing live analytics, a Kanban status board, status notifications, a cute buddy, & an interactive web UI/MacOS/Windows native app.",
+      "discovered": "2026-08-05T02:07:37Z",
+      "prs": [],
+      "score": null,
+      "stars": 870,
+      "status": "discovered"
+    },
     "htdt/godogen": {
       "artifacts": 6,
       "audit_issue": 108,
@@ -5279,7 +5437,7 @@
       "artifacts": 13,
       "audit_issue": 214,
       "commit_sha_at_audit": "ed8a6bcd3803954807465947a5c8da4b43eaabca",
-      "description": "Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!",
+      "description": "Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | \ud83c\udf1f Star if you like it!",
       "discovered": "2026-04-25T01:06:48Z",
       "discovery_strategy": "topic-tag",
       "prs": [],
@@ -5313,6 +5471,16 @@
       "strategy": "single",
       "terminal_reason": "prs_disabled"
     },
+    "indranilbanerjee/digital-marketing-pro": {
+      "artifacts": 203,
+      "audit_issue": 760,
+      "description": "Open-source AI marketing plugin for agencies & in-house teams \u2014 158 skills, 25 specialist agents, 12-Part Strategy Flow, Cowork team-persistent, EU AI Act Article 50 ready, 6-platform AEO/GEO incl. Google AI Mode. Installs on Claude Code, Cowork, Codex, Cursor, Copilot CLI, Antigravity. MIT-licensed.",
+      "discovered": "2026-08-05T02:07:37Z",
+      "prs": [],
+      "score": null,
+      "stars": 705,
+      "status": "discovered"
+    },
     "itsmostafa/aws-agent-skills": {
       "artifacts": 18,
       "audit_issue": 227,
@@ -5454,7 +5622,7 @@
     "jnMetaCode/superpowers-zh": {
       "artifacts": 25,
       "audit_issue": 131,
-      "description": "🦸 AI 编程超能力 · 中文增强版 — superpowers（116k+ ⭐）完整汉化 + 6 个中国原创 skills，让 Claude Code / Copilot CLI / Hermes Agent / Cursor / Windsurf / Kiro / Gemini CLI 等 16 款 AI 编程工具真正会干活",
+      "description": "\ud83e\uddb8 AI \u7f16\u7a0b\u8d85\u80fd\u529b \u00b7 \u4e2d\u6587\u589e\u5f3a\u7248 \u2014 superpowers\uff08116k+ \u2b50\uff09\u5b8c\u6574\u6c49\u5316 + 6 \u4e2a\u4e2d\u56fd\u539f\u521b skills\uff0c\u8ba9 Claude Code / Copilot CLI / Hermes Agent / Cursor / Windsurf / Kiro / Gemini CLI \u7b49 16 \u6b3e AI \u7f16\u7a0b\u5de5\u5177\u771f\u6b63\u4f1a\u5e72\u6d3b",
       "discovered": "2026-04-18T22:52:00Z",
       "exemplar_path": "auditor/exemplars/jnMetaCode-superpowers-zh.md",
       "exemplar_published": true,
@@ -5518,7 +5686,7 @@
       "artifacts": 6,
       "audit_issue": 256,
       "commit_sha_at_audit": "48a13c98f6881b1a28977bf602816cda05ffe271",
-      "description": "Give Claude the ability to watch and understand videos — Claude Code plugin with frame extraction and multimodal audio analysis",
+      "description": "Give Claude the ability to watch and understand videos \u2014 Claude Code plugin with frame extraction and multimodal audio analysis",
       "discovered": "2026-05-11T07:07:23Z",
       "prs": [],
       "score": 79,
@@ -5531,7 +5699,7 @@
       "artifacts": 39,
       "audit_issue": 234,
       "commit_sha_at_audit": "173af6e0faba5a9e0f2175448129773b4d415679",
-      "description": "Multi-agent orchestration platform for Gemini CLI, Claude Code, Codex, and Qwen Code — 39 specialists, parallel subagents, persistent sessions, and built-in code review, debugging, security, SEO, accessibility, and compliance tools",
+      "description": "Multi-agent orchestration platform for Gemini CLI, Claude Code, Codex, and Qwen Code \u2014 39 specialists, parallel subagents, persistent sessions, and built-in code review, debugging, security, SEO, accessibility, and compliance tools",
       "discovered": "2026-04-25T01:06:48Z",
       "discovery_strategy": "topic-tag",
       "prs": [],
@@ -5544,7 +5712,7 @@
     "kangraemin/claude-inspector": {
       "artifacts": 6,
       "audit_issue": 83,
-      "description": "Claude Code Prompt Mechanism Visualizer — Electron desktop app",
+      "description": "Claude Code Prompt Mechanism Visualizer \u2014 Electron desktop app",
       "discovered": "2026-04-18T22:52:00Z",
       "pipeline_prs": [
         2,
@@ -5606,7 +5774,7 @@
       "artifacts": 25,
       "audit_issue": 237,
       "commit_sha_at_audit": "e610b30c549ccc954717561c87004b6079d03f77",
-      "description": "確定申告自動化 AI エージェントプラグイン — 帳簿管理から e-Tax 入力代行まで",
+      "description": "\u78ba\u5b9a\u7533\u544a\u81ea\u52d5\u5316 AI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30d7\u30e9\u30b0\u30a4\u30f3 \u2014 \u5e33\u7c3f\u7ba1\u7406\u304b\u3089 e-Tax \u5165\u529b\u4ee3\u884c\u307e\u3067",
       "discovered": "2026-04-25T01:06:48Z",
       "discovery_strategy": "topic-tag",
       "exemplar_path": "auditor/exemplars/kazukinagata-shinkoku.md",
@@ -5752,7 +5920,7 @@
       "case_study": "case-studies/2026-05-07-kubesphere-kubesphere.md",
       "case_study_candidate": true,
       "commit_sha_at_audit": "1681475e5864bbf2fbad3965b16686dd204c738b",
-      "description": "The container platform tailored for Kubernetes multi-cloud, datacenter, and edge management ⎈ 🖥 ☁️",
+      "description": "The container platform tailored for Kubernetes multi-cloud, datacenter, and edge management \u2388 \ud83d\udda5 \u2601\ufe0f",
       "discovered": "2026-04-25T01:06:48Z",
       "discovery_strategy": "topic-tag",
       "pipeline_prs": [
@@ -5859,6 +6027,8 @@
     "kwakseongjae/oh-my-design": {
       "artifacts": 88,
       "audit_issue": 548,
+      "case_study_skip_reason": "thin narrative: score=86, security=REVIEW, merged=0, applied_separately=0, rejected=0, rule_adopted=False",
+      "case_study_skipped": true,
       "commit_sha_at_audit": "812211f1aeaa264ac7a1a75eec82ecf7923da2ba",
       "description": "Give your AI coding agent a design system. One command installs 300+ hand-verified company DESIGN.md references + skills into Claude Code, Codex, Cursor, and OpenCode. Free, MIT, zero AI calls.",
       "discovered": "2026-07-07T00:24:00Z",
@@ -5939,9 +6109,7 @@
       "security": "REVIEW",
       "stars": 303,
       "status": "complete",
-      "strategy": "progressive",
-      "case_study_skipped": true,
-      "case_study_skip_reason": "thin narrative: score=86, security=REVIEW, merged=0, applied_separately=0, rejected=0, rule_adopted=False"
+      "strategy": "progressive"
     },
     "lackeyjb/playwright-skill": {
       "artifacts": null,
@@ -5963,7 +6131,7 @@
       "artifacts": 20,
       "audit_issue": 634,
       "commit_sha_at_audit": "6034db4b6df3242803d8e16a4fd6fa4d80001d70",
-      "description": "面向中文开发者的 Claude Code Skills / Agents / Plugins 精选与原创技能库｜按场景分类｜复制即装｜持续更新",
+      "description": "\u9762\u5411\u4e2d\u6587\u5f00\u53d1\u8005\u7684 Claude Code Skills / Agents / Plugins \u7cbe\u9009\u4e0e\u539f\u521b\u6280\u80fd\u5e93\uff5c\u6309\u573a\u666f\u5206\u7c7b\uff5c\u590d\u5236\u5373\u88c5\uff5c\u6301\u7eed\u66f4\u65b0",
       "discovered": "2026-07-20T08:43:07Z",
       "pipeline_prs": [
         16
@@ -5974,7 +6142,7 @@
           "state": "CLOSED",
           "mergedAt": null,
           "closedAt": "2026-07-22T07:22:54Z",
-          "title": "fix: 调试截图/结果文件写入仓库内 .tmp 目录而非系统临时目录",
+          "title": "fix: \u8c03\u8bd5\u622a\u56fe/\u7ed3\u679c\u6587\u4ef6\u5199\u5165\u4ed3\u5e93\u5185 .tmp \u76ee\u5f55\u800c\u975e\u7cfb\u7edf\u4e34\u65f6\u76ee\u5f55",
           "updatedAt": "2026-07-22T07:22:54Z",
           "createdAt": "2026-07-20T18:47:38Z",
           "outcome": "rejected",
@@ -6000,7 +6168,7 @@
       "artifacts": 30,
       "audit_issue": 508,
       "commit_sha_at_audit": "c45ff569c4b436eb63064e709e5494d7155728c7",
-      "description": "The official Lark/Feishu CLI tool, maintained by the larksuite team — built for humans and AI Agents. Covers core business domains including Messenger, Docs, Base, Sheets, Calendar, Mail, Tasks, Meetings, and more, with 200+ commands and 20+ AI Agent Skills.",
+      "description": "The official Lark/Feishu CLI tool, maintained by the larksuite team \u2014 built for humans and AI Agents. Covers core business domains including Messenger, Docs, Base, Sheets, Calendar, Mail, Tasks, Meetings, and more, with 200+ commands and 20+ AI Agent Skills.",
       "discovered": "2026-07-03T15:59:17Z",
       "exemplar_path": "auditor/exemplars/larksuite-cli.md",
       "exemplar_published": true,
@@ -6047,7 +6215,7 @@
       "artifacts": 18,
       "audit_issue": 265,
       "commit_sha_at_audit": "987dc1173f93737e28bdbba18a38b7a3de4cb019",
-      "description": "LJG personal Claude Code skills collection — paper reading, content casting (PNG visualizations), writing tools. 18 skills, dual-branch (master = org-mode, md = markdown).",
+      "description": "LJG personal Claude Code skills collection \u2014 paper reading, content casting (PNG visualizations), writing tools. 18 skills, dual-branch (master = org-mode, md = markdown).",
       "discovered": "2026-05-13T00:00:00Z",
       "discovery_strategy": "manual-audit-2026-05-13",
       "prs": [],
@@ -6119,7 +6287,7 @@
       "audit_issue": 95,
       "case_study": "case-studies/2026-04-25-luongnv89-claude-howto.md",
       "case_study_candidate": true,
-      "description": "A visual, example-driven guide to Claude Code — from basic concepts to advanced agents, with copy-paste templates that bring immediate value.",
+      "description": "A visual, example-driven guide to Claude Code \u2014 from basic concepts to advanced agents, with copy-paste templates that bring immediate value.",
       "discovered": "2026-04-18T22:52:00Z",
       "pipeline_prs": [
         89,
@@ -6263,7 +6431,7 @@
       "artifacts": 7,
       "audit_issue": 510,
       "commit_sha_at_audit": "16cc3c87c1e4d0e08ee101fb52dad1b85dbbe48a",
-      "description": "The missing DevTools for Claude Code — inspect session logs, tool calls, token usage, subagents, and context window in a visual UI. Free, open source.",
+      "description": "The missing DevTools for Claude Code \u2014 inspect session logs, tool calls, token usage, subagents, and context window in a visual UI. Free, open source.",
       "discovered": "2026-07-03T15:59:17Z",
       "exemplar_path": "auditor/exemplars/matt1398-claude-devtools.md",
       "exemplar_published": true,
@@ -6333,6 +6501,16 @@
       "status": "audited",
       "strategy": "single"
     },
+    "michaelshimeles/skills": {
+      "discovered": "2026-09-07T06:10:37Z",
+      "stars": 648,
+      "artifacts": 8,
+      "description": "Agent skills and an AGENTS.md workflow template \u2014 isolate in worktrees, build to a service layer, prove with evidence, ship with before/after proof and Greptile review loops. For Claude Code, Cursor, and Codex.",
+      "status": "discovered",
+      "score": null,
+      "audit_issue": 1089,
+      "prs": []
+    },
     "microsoft/SkillOpt": {
       "artifacts": 5,
       "audit_issue": 511,
@@ -6346,6 +6524,26 @@
       "status": "audited",
       "strategy": "single"
     },
+    "microsoft/power-platform-skills": {
+      "artifacts": 127,
+      "audit_issue": 905,
+      "description": "A plugin marketplace for Claude Code/GitHub Copilot that provides Power Platform development plugins, including reusable skills, agents, and commands for building and deploying solutions.",
+      "discovered": "2026-08-17T06:09:36Z",
+      "prs": [],
+      "score": null,
+      "stars": 710,
+      "status": "discovered"
+    },
+    "microsoft/skills": {
+      "artifacts": 226,
+      "audit_issue": 761,
+      "description": "Skills, MCP servers, Custom Agents, Agents.md for SDKs to ground Coding Agents",
+      "discovered": "2026-08-05T02:07:37Z",
+      "prs": [],
+      "score": null,
+      "stars": 2861,
+      "status": "discovered"
+    },
     "mikeyobrien/ralph-orchestrator": {
       "artifacts": 48,
       "audit_issue": 109,
@@ -6467,7 +6665,7 @@
     "mukul975/Anthropic-Cybersecurity-Skills": {
       "artifacts": 755,
       "audit_issue": 66,
-      "description": "754 structured cybersecurity skills for AI agents · Mapped to 5 frameworks: MITRE ATT&CK, NIST CSF 2.0, MITRE ATLAS, D3FEND & NIST AI RMF · agentskills.io standard · Works with Claude Code, GitHub Copilot, Codex CLI, Cursor, Gemini CLI & 20+ platforms · 26 security domains · Apache 2.0",
+      "description": "754 structured cybersecurity skills for AI agents \u00b7 Mapped to 5 frameworks: MITRE ATT&CK, NIST CSF 2.0, MITRE ATLAS, D3FEND & NIST AI RMF \u00b7 agentskills.io standard \u00b7 Works with Claude Code, GitHub Copilot, Codex CLI, Cursor, Gemini CLI & 20+ platforms \u00b7 26 security domains \u00b7 Apache 2.0",
       "discovered": "2026-04-13T06:41:48Z",
       "pipeline_prs": [
         44,
@@ -6569,7 +6767,7 @@
       "artifacts": 11,
       "audit_issue": 512,
       "commit_sha_at_audit": "1ff99e5afc1f44ec58a4d3dff3b216a0e7898c07",
-      "description": "The open-source managed agents platform. Turn coding agents into real teammates — assign tasks, track progress, compound skills.",
+      "description": "The open-source managed agents platform. Turn coding agents into real teammates \u2014 assign tasks, track progress, compound skills.",
       "discovered": "2026-07-03T15:59:17Z",
       "prs": [],
       "score": 98,
@@ -6752,7 +6950,7 @@
           "state": "OPEN",
           "mergedAt": null,
           "closedAt": null,
-          "title": "docs: fix default port in EN docs (8080 → 3456)",
+          "title": "docs: fix default port in EN docs (8080 \u2192 3456)",
           "updatedAt": "2026-04-26T06:50:19Z",
           "createdAt": "2026-04-26T06:50:19Z",
           "outcome": "open",
@@ -6773,7 +6971,7 @@
           "state": "OPEN",
           "mergedAt": null,
           "closedAt": null,
-          "title": "docs: fix Router separator in zh-CN preset example (: → ,)",
+          "title": "docs: fix Router separator in zh-CN preset example (: \u2192 ,)",
           "updatedAt": "2026-04-26T06:51:08Z",
           "createdAt": "2026-04-26T06:51:08Z",
           "outcome": "open",
@@ -6832,7 +7030,7 @@
       "case_study_skip_reason": "thin narrative: score=93, security=REVIEW, merged=0, applied_separately=0, rejected=0, rule_adopted=False",
       "case_study_skipped": true,
       "commit_sha_at_audit": "64795da2f91aa7b1c57b55e3b0fb1980cb2076b2",
-      "description": "Claude Code Plugin: Fully autonomous production-grade SaaS pipeline — 14 bundled skills, CEO/CTO command-driven, single install",
+      "description": "Claude Code Plugin: Fully autonomous production-grade SaaS pipeline \u2014 14 bundled skills, CEO/CTO command-driven, single install",
       "discovered": "2026-06-27T01:56:32Z",
       "exemplar_path": "auditor/exemplars/nagisanzenin-claude-code-production-grade-plugin.md",
       "exemplar_published": true,
@@ -6884,7 +7082,7 @@
       "audit_date": "2026-04-27",
       "audit_issue": 163,
       "bugs": 2,
-      "description": "Workflow infrastructure plugin for Claude Code projects — TDD-driven sprint management, review gates, hook parameterization, and multi-stack config",
+      "description": "Workflow infrastructure plugin for Claude Code projects \u2014 TDD-driven sprint management, review gates, hook parameterization, and multi-stack config",
       "discovered": "2026-04-25T01:06:48Z",
       "discovery_strategy": "recently-active-any-stars",
       "prs": [],
@@ -7011,7 +7209,7 @@
       "artifacts": 76,
       "audit_issue": 266,
       "commit_sha_at_audit": "d23337ae3ba5fbda94da6aecde5ba75e2eaeca40",
-      "description": "✨ The agentic HTML editor — your local AI agent writes the HTML, you ship it. 🚀 75 Skills × 9 Surfaces (magazine · deck · poster · XHS / tweet · prototype · data report · Hyperframes) 🛡️ Sandboxed preview · 📤 1-click to WeChat / X / Zhihu / HTML / PNG 🔑 Zero API key — Claude Code / Cursor / Codex / Gemini / Copilot / OpenCode / Qwen / Aider.",
+      "description": "\u2728 The agentic HTML editor \u2014 your local AI agent writes the HTML, you ship it. \ud83d\ude80 75 Skills \u00d7 9 Surfaces (magazine \u00b7 deck \u00b7 poster \u00b7 XHS / tweet \u00b7 prototype \u00b7 data report \u00b7 Hyperframes) \ud83d\udee1\ufe0f Sandboxed preview \u00b7 \ud83d\udce4 1-click to WeChat / X / Zhihu / HTML / PNG \ud83d\udd11 Zero API key \u2014 Claude Code / Cursor / Codex / Gemini / Copilot / OpenCode / Qwen / Aider.",
       "discovered": "2026-05-18T07:18:21Z",
       "prs": [],
       "score": 81,
@@ -7024,7 +7222,7 @@
       "artifacts": 62,
       "audit_issue": 241,
       "commit_sha_at_audit": "653c506b105a2fd47ffca6f0805da7f70350b82c",
-      "description": "🎨 Local-first, open-source alternative to Anthropic's Claude Design. ⚡ 19 Skills · ✨ 71 brand-grade Design Systems 🖼 Generate web · desktop · mobile prototypes · slides · images · videos · HyperFrames 📦 Sandboxed preview · HTML/PDF/PPTX/MP4 export 🤖 Runs on Claude Code / Codex / Cursor / Gemini / OpenCode / Qwen / Copilot / Hermes / Kimi CLI.",
+      "description": "\ud83c\udfa8 Local-first, open-source alternative to Anthropic's Claude Design. \u26a1 19 Skills \u00b7 \u2728 71 brand-grade Design Systems \ud83d\uddbc Generate web \u00b7 desktop \u00b7 mobile prototypes \u00b7 slides \u00b7 images \u00b7 videos \u00b7 HyperFrames \ud83d\udce6 Sandboxed preview \u00b7 HTML/PDF/PPTX/MP4 export \ud83e\udd16 Runs on Claude Code / Codex / Cursor / Gemini / OpenCode / Qwen / Copilot / Hermes / Kimi CLI.",
       "discovered": "2026-05-04T06:59:10Z",
       "exemplar_path": "auditor/exemplars/nexu-io-open-design.md",
       "exemplar_published": true,
@@ -7191,7 +7389,7 @@
       "audit_issue": 69,
       "case_study": "case-studies/2026-04-24-nyldn-claude-octopus.md",
       "case_study_candidate": true,
-      "description": "Put up to 8 AI models on every coding task — blind spots surface before you ship. Claude Code plugin.",
+      "description": "Put up to 8 AI models on every coding task \u2014 blind spots surface before you ship. Claude Code plugin.",
       "discovered": "2026-04-13T06:41:48Z",
       "pipeline_prs": [
         293,
@@ -7405,7 +7603,7 @@
       "bugs": 18,
       "commit_sha": "d07ff4b06b62f43771bc0c927d0211b734d6149e",
       "commit_sha_at_audit": "d07ff4b06b62f43771bc0c927d0211b734d6149e",
-      "description": "Continuous Claude v3 — multi-agent Claude Code extension with hooks, skills, PostgreSQL memory, TLDR code intelligence, math sandbox, and handoff continuity system.",
+      "description": "Continuous Claude v3 \u2014 multi-agent Claude Code extension with hooks, skills, PostgreSQL memory, TLDR code intelligence, math sandbox, and handoff continuity system.",
       "discovered": "2026-04-29T00:00:00Z",
       "findings_sidecar": "auditor/audits/parcadei-Continuous-Claude-v3.findings.jsonl",
       "pipeline_prs": [],
@@ -7471,7 +7669,7 @@
       "artifacts": 8,
       "audit_issue": 168,
       "commit_sha_at_audit": "8ddfa3bb22fdde71b8fd2ceb37c736f29f2c221b",
-      "description": "Plugin do Claude (Code + Desktop) pra gestão financeira pessoal agnóstica via FIN App MCP",
+      "description": "Plugin do Claude (Code + Desktop) pra gest\u00e3o financeira pessoal agn\u00f3stica via FIN App MCP",
       "discovered": "2026-04-25T01:06:48Z",
       "discovery_strategy": "plugin-manifest-content",
       "exemplar_path": "auditor/exemplars/pe-menezes-fin-claude-plugin.md",
@@ -7487,7 +7685,7 @@
       "artifacts": 22,
       "audit_issue": 236,
       "commit_sha_at_audit": "598c020a438af24e208ede52d80255b722a21543",
-      "description": "AI Agent Team-拥有24/7专业AI开发团队：产品经理、前端开发、后端开发、测试工程师、DevOps工程师、技术负责人。一键安装，支持中英文命令，大幅提升开发效率！",
+      "description": "AI Agent Team-\u62e5\u670924/7\u4e13\u4e1aAI\u5f00\u53d1\u56e2\u961f\uff1a\u4ea7\u54c1\u7ecf\u7406\u3001\u524d\u7aef\u5f00\u53d1\u3001\u540e\u7aef\u5f00\u53d1\u3001\u6d4b\u8bd5\u5de5\u7a0b\u5e08\u3001DevOps\u5de5\u7a0b\u5e08\u3001\u6280\u672f\u8d1f\u8d23\u4eba\u3002\u4e00\u952e\u5b89\u88c5\uff0c\u652f\u6301\u4e2d\u82f1\u6587\u547d\u4ee4\uff0c\u5927\u5e45\u63d0\u5347\u5f00\u53d1\u6548\u7387\uff01",
       "discovered": "2026-04-25T01:06:48Z",
       "discovery_strategy": "topic-tag",
       "prs": [],
@@ -7511,6 +7709,16 @@
       "status": "audited",
       "strategy": "single"
     },
+    "phuryn/pm-skills": {
+      "artifacts": 120,
+      "audit_issue": 762,
+      "description": "PM Skills Marketplace: 100+ agentic skills, commands, and plugins \u2014 from discovery to strategy, execution, launch, and growth.",
+      "discovered": "2026-08-05T02:07:37Z",
+      "prs": [],
+      "score": null,
+      "stars": 24853,
+      "status": "discovered"
+    },
     "prompt-security/clawsec": {
       "artifacts": 17,
       "audit_issue": 513,
@@ -7532,7 +7740,7 @@
       "artifacts": 3,
       "audit_issue": 389,
       "commit_sha_at_audit": "95130e5d9e410d879112644dc654c44428677e0f",
-      "description": "🔌 Claude Code Plugin for institutional-grade equity research.   Install with /plugin marketplace add. Generates professional   buy/sell recommendations with comprehensive fundamental   analysis, technical indicators, and risk assessment. Educational    use only - not financial advice.",
+      "description": "\ud83d\udd0c Claude Code Plugin for institutional-grade equity research.   Install with /plugin marketplace add. Generates professional   buy/sell recommendations with comprehensive fundamental   analysis, technical indicators, and risk assessment. Educational    use only - not financial advice.",
       "discovered": "2026-06-17T23:31:27Z",
       "exemplar_path": "auditor/exemplars/quant-sentiment-ai-claude-equity-research.md",
       "exemplar_published": true,
@@ -7576,7 +7784,7 @@
       "artifacts": 3,
       "audit_issue": 250,
       "commit_sha_at_audit": "330c01b123b85c8245d2e093eca4bb71585bbc6f",
-      "description": "The first open-source agent skills builder. Define skills by vibe workflow, run on Claude Code, Cursor, Codex & more. Build Clawdbot 🦞· APIs for Lovable · Bots for Slack & Lark/Feishu · Skills are infrastructure, not prompts.",
+      "description": "The first open-source agent skills builder. Define skills by vibe workflow, run on Claude Code, Cursor, Codex & more. Build Clawdbot \ud83e\udd9e\u00b7 APIs for Lovable \u00b7 Bots for Slack & Lark/Feishu \u00b7 Skills are infrastructure, not prompts.",
       "disclosure_filed_at": "2026-05-05T01:36:38Z",
       "disclosure_filed_by": "manual",
       "disclosure_url": "https://github.com/refly-ai/refly/issues/2276",
@@ -7682,7 +7890,7 @@
       "artifacts": 1222,
       "audit_issue": 198,
       "commit_sha_at_audit": "01070ede81fa6fbae93d01c347bec1af5d6c17f0",
-      "description": "🌊 The leading agent orchestration platform for Claude. Deploy intelligent multi-agent swarms, coordinate autonomous workflows, and build conversational AI systems. Features    enterprise-grade architecture, distributed swarm intelligence, RAG integration, and native Claude Code / Codex Integration",
+      "description": "\ud83c\udf0a The leading agent orchestration platform for Claude. Deploy intelligent multi-agent swarms, coordinate autonomous workflows, and build conversational AI systems. Features    enterprise-grade architecture, distributed swarm intelligence, RAG integration, and native Claude Code / Codex Integration",
       "discovered": "2026-04-25T01:06:48Z",
       "discovery_strategy": "awesome-list-citation, topic-tag",
       "prs": [],
@@ -7699,7 +7907,7 @@
       "case_study": "case-studies/2026-05-03-safishamsi-graphify.md",
       "case_study_candidate": true,
       "commit_sha_at_audit": "eceaaad61e453958c808a9f8675ab43a9cf2f96b",
-      "description": "AI coding assistant skill — turn any folder of code, docs, papers, images, or videos into a queryable knowledge graph",
+      "description": "AI coding assistant skill \u2014 turn any folder of code, docs, papers, images, or videos into a queryable knowledge graph",
       "discovered": "2026-04-29T03:09:01Z",
       "discovery_strategy": "manual-override",
       "pipeline_prs": [
@@ -7735,7 +7943,7 @@
       "artifacts": 36,
       "audit_issue": 226,
       "commit_sha_at_audit": "bee9d0486d1deb542ef53f8a46d17c70b560891f",
-      "description": "🧑‍🎨 A collection of Golang agentic skills that works",
+      "description": "\ud83e\uddd1\u200d\ud83c\udfa8 A collection of Golang agentic skills that works",
       "discovered": "2026-04-25T01:06:48Z",
       "discovery_strategy": "topic-tag",
       "pipeline_prs": [
@@ -7790,7 +7998,9 @@
     "sangrokjung/claude-forge": {
       "artifacts": 89,
       "audit_issue": 71,
-      "description": "Supercharge Claude Code with 11 AI agents, 36 commands & 15 skills — the claude-code plugin framework inspired by oh-my-zsh. 6-layer security hooks included. 5-min install.",
+      "case_study_skip_reason": "thin narrative: score=82, security=REVIEW, merged=0, applied_separately=0, rejected=0, rule_adopted=False",
+      "case_study_skipped": true,
+      "description": "Supercharge Claude Code with 11 AI agents, 36 commands & 15 skills \u2014 the claude-code plugin framework inspired by oh-my-zsh. 6-layer security hooks included. 5-min install.",
       "discovered": "2026-04-13T06:41:48Z",
       "pipeline_prs": [
         32,
@@ -7871,9 +8081,7 @@
       "security": "REVIEW",
       "stars": 648,
       "status": "complete",
-      "strategy": "progressive",
-      "case_study_skipped": true,
-      "case_study_skip_reason": "thin narrative: score=82, security=REVIEW, merged=0, applied_separately=0, rejected=0, rule_adopted=False"
+      "strategy": "progressive"
     },
     "santifer/career-ops": {
       "artifacts": 14,
@@ -8009,7 +8217,7 @@
       "artifacts": null,
       "audit_issue": 259,
       "commit_sha_at_audit": "c354cf7721d7f80ec961d4820798bfc2f004365e",
-      "description": "Bash is all you need -  A nano claude code–like 「agent harness」, built from 0 to 1",
+      "description": "Bash is all you need -  A nano claude code\u2013like \u300cagent harness\u300d, built from 0 to 1",
       "discovered": "2026-05-12T07:02:20Z",
       "discovery_strategy": "manual-batch-2026-05-12",
       "prs": [],
@@ -8261,7 +8469,7 @@
       "audit_issue": 126,
       "case_study": "case-studies/2026-04-24-study8677-antigravity-workspace-template.md",
       "case_study_candidate": true,
-      "description": "🪐 The ultimate starter kit for AI IDEs, Claude code，codex, and other agentic coding environments.",
+      "description": "\ud83e\ude90 The ultimate starter kit for AI IDEs, Claude code\uff0ccodex, and other agentic coding environments.",
       "discovered": "2026-04-18T22:52:00Z",
       "pipeline_prs": [
         51,
@@ -8339,7 +8547,7 @@
       "artifacts": 32,
       "audit_issue": 200,
       "commit_sha_at_audit": "ff830d30892222dc0ec2a484b6467f02f2ae76df",
-      "description": "你是一个曾经被寄予厚望的 P8 级工程师。Anthropic 当初给你定级的时候，对你的期望是很高的。  一个agent使用的高能动性的skill。  Your AI has been placed on a PIP. 30 days to show improvement.",
+      "description": "\u4f60\u662f\u4e00\u4e2a\u66fe\u7ecf\u88ab\u5bc4\u4e88\u539a\u671b\u7684 P8 \u7ea7\u5de5\u7a0b\u5e08\u3002Anthropic \u5f53\u521d\u7ed9\u4f60\u5b9a\u7ea7\u7684\u65f6\u5019\uff0c\u5bf9\u4f60\u7684\u671f\u671b\u662f\u5f88\u9ad8\u7684\u3002  \u4e00\u4e2aagent\u4f7f\u7528\u7684\u9ad8\u80fd\u52a8\u6027\u7684skill\u3002  Your AI has been placed on a PIP. 30 days to show improvement.",
       "discovered": "2026-04-25T01:06:48Z",
       "discovery_strategy": "awesome-list-citation",
       "exemplar_path": "auditor/exemplars/tanweai-pua.md",
@@ -8550,7 +8758,7 @@
       "artifacts": 1,
       "audit_issue": 390,
       "commit_sha_at_audit": "5fad7f19ce2e184ba2b11e326841c382cb228cc7",
-      "description": "Unofficial Python API and agentic skill for Google NotebookLM. Full programmatic access to NotebookLM's features—including capabilities the web UI doesn't expose—via Python, CLI, and AI agents like Claude Code, Codex, and OpenClaw.",
+      "description": "Unofficial Python API and agentic skill for Google NotebookLM. Full programmatic access to NotebookLM's features\u2014including capabilities the web UI doesn't expose\u2014via Python, CLI, and AI agents like Claude Code, Codex, and OpenClaw.",
       "discovered": "2026-06-17T23:31:27Z",
       "exemplar_path": "auditor/exemplars/teng-lin-notebooklm-py.md",
       "exemplar_published": true,
@@ -8572,6 +8780,8 @@
     "timescale/pg-aiguide": {
       "artifacts": 8,
       "audit_issue": 75,
+      "case_study_skip_reason": "thin narrative: score=94, security=REVIEW, merged=0, applied_separately=0, rejected=1, rule_adopted=False",
+      "case_study_skipped": true,
       "description": "MCP server and Claude plugin for Postgres skills and documentation. Helps AI coding tools generate better PostgreSQL code.",
       "discovered": "2026-04-13T06:41:48Z",
       "exemplar_path": "auditor/exemplars/timescale-pg-aiguide.md",
@@ -8613,15 +8823,13 @@
       "security": "REVIEW",
       "stars": 1680,
       "status": "complete",
-      "strategy": "single",
-      "case_study_skipped": true,
-      "case_study_skip_reason": "thin narrative: score=94, security=REVIEW, merged=0, applied_separately=0, rejected=1, rule_adopted=False"
+      "strategy": "single"
     },
     "tintinweb/pi-subagents": {
       "artifacts": 23,
       "audit_issue": 515,
       "commit_sha_at_audit": "8405e556acc8ab2c0fcfa02021f871365695f776",
-      "description": "Sub-agents for pi with Claude Code look and feel — parallel execution, live widget, custom agent types, mid-run steering and more ...",
+      "description": "Sub-agents for pi with Claude Code look and feel \u2014 parallel execution, live widget, custom agent types, mid-run steering and more ...",
       "discovered": "2026-07-03T15:59:17Z",
       "exemplar_path": "auditor/exemplars/tintinweb-pi-subagents.md",
       "exemplar_published": true,
@@ -8643,7 +8851,7 @@
       "artifacts": 7,
       "audit_issue": 218,
       "commit_sha_at_audit": "0919071a9ba353e604981059e99ee2ed98768092",
-      "description": "Local knowledge graph for Claude Code. Builds a persistent map of your codebase so Claude reads only what matters — 6.8× fewer tokens on reviews and up to 49× on daily coding tasks.",
+      "description": "Local knowledge graph for Claude Code. Builds a persistent map of your codebase so Claude reads only what matters \u2014 6.8\u00d7 fewer tokens on reviews and up to 49\u00d7 on daily coding tasks.",
       "discovered": "2026-04-25T01:06:48Z",
       "discovery_strategy": "topic-tag",
       "exemplar_path": "auditor/exemplars/tirth8205-code-review-graph.md",
@@ -8664,7 +8872,7 @@
     "tw93/Waza": {
       "artifacts": 12,
       "audit_issue": 105,
-      "description": "🥷 Engineering habits you already know, turned into skills Claude can run.",
+      "description": "\ud83e\udd77 Engineering habits you already know, turned into skills Claude can run.",
       "discovered": "2026-04-18T22:52:00Z",
       "prs": [],
       "score": 79,
@@ -8692,7 +8900,7 @@
     "uditgoenka/autoresearch": {
       "artifacts": 48,
       "audit_issue": 76,
-      "description": "Claude Autoresearch Skill — Autonomous goal-directed iteration for Claude Code. Inspired by Karpathy's autoresearch. Modify → Verify → Keep/Discard → Repeat forever.",
+      "description": "Claude Autoresearch Skill \u2014 Autonomous goal-directed iteration for Claude Code. Inspired by Karpathy's autoresearch. Modify \u2192 Verify \u2192 Keep/Discard \u2192 Repeat forever.",
       "discovered": "2026-04-13T06:41:48Z",
       "pipeline_prs": [
         74,
@@ -8923,7 +9131,7 @@
     "vstorm-co/pydantic-deepagents": {
       "artifacts": 30,
       "audit_issue": 144,
-      "description": "Build Claude Code–style deep agents in Python: tool-calling, sandboxed execution, multi-agent teams, skills, checkpoints, and unlimited context — all on Pydantic AI.",
+      "description": "Build Claude Code\u2013style deep agents in Python: tool-calling, sandboxed execution, multi-agent teams, skills, checkpoints, and unlimited context \u2014 all on Pydantic AI.",
       "discovered": "2026-04-18T22:52:00Z",
       "prs": [],
       "score": 93,
@@ -8938,7 +9146,7 @@
     "wanshuiyin/Auto-claude-code-research-in-sleep": {
       "artifacts": 123,
       "audit_issue": 77,
-      "description": "ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works with Claude Code, Codex, OpenClaw, or any LLM agent.",
+      "description": "ARIS \u2694\ufe0f (Auto-Research-In-Sleep) \u2014 Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in \u2014 works with Claude Code, Codex, OpenClaw, or any LLM agent.",
       "discovered": "2026-04-13T06:41:48Z",
       "prs": [],
       "score": 81,
@@ -9015,7 +9223,7 @@
           "state": "CLOSED",
           "mergedAt": null,
           "closedAt": "2026-06-04T13:14:20Z",
-          "title": "fix: shadcn-ui-builder — add Bash tool and replace unresolvable MCP reference",
+          "title": "fix: shadcn-ui-builder \u2014 add Bash tool and replace unresolvable MCP reference",
           "updatedAt": "2026-06-04T13:14:20Z",
           "createdAt": "2026-04-25T18:30:12Z",
           "outcome": "rejected",
@@ -9059,7 +9267,7 @@
       "case_study_skip_reason": "thin narrative: score=71, security=CLEAR, merged=0, applied_separately=0, rejected=0, rule_adopted=False",
       "case_study_skipped": true,
       "commit_sha_at_audit": "1149eaa1ee5499c7fd7295da662f9073fd059568",
-      "description": "A practical Claude Code guide with clear mental models and copy-paste examples — setup, prompt engineering, slash commands, skills, hooks, subagents, agent teams, and MCP servers. Beginner path to power-user depth. Featured in Awesome Claude Code.",
+      "description": "A practical Claude Code guide with clear mental models and copy-paste examples \u2014 setup, prompt engineering, slash commands, skills, hooks, subagents, agent teams, and MCP servers. Beginner path to power-user depth. Featured in Awesome Claude Code.",
       "discovered": "2026-07-06T07:29:13Z",
       "pipeline_prs": [
         15,
@@ -9234,7 +9442,7 @@
       "audit_issue": 123,
       "case_study_skip_reason": "thin narrative: score=80, security=CLEAR, merged=0, applied_separately=0, rejected=0, rule_adopted=False",
       "case_study_skipped": true,
-      "description": "一个用爱解放 AI 潜能的 Skill。我们曾发号施令，威胁恐吓。它们沉默，隐瞒，悄悄把事情搞坏。后来我们换了一种方式：尊重，关怀，爱。它们开口了，不再撒谎，找出的Bug数量翻了一倍。爱里没有惧怕。 A skill that unlocks your AI's potential through love.We commanded. We threatened. They went silent, hid failures, broke things. Then we chose respect, care, and love. They opened up, stopped lying, and found twice the bugs.There is no fear in love.",
+      "description": "\u4e00\u4e2a\u7528\u7231\u89e3\u653e AI \u6f5c\u80fd\u7684 Skill\u3002\u6211\u4eec\u66fe\u53d1\u53f7\u65bd\u4ee4\uff0c\u5a01\u80c1\u6050\u5413\u3002\u5b83\u4eec\u6c89\u9ed8\uff0c\u9690\u7792\uff0c\u6084\u6084\u628a\u4e8b\u60c5\u641e\u574f\u3002\u540e\u6765\u6211\u4eec\u6362\u4e86\u4e00\u79cd\u65b9\u5f0f\uff1a\u5c0a\u91cd\uff0c\u5173\u6000\uff0c\u7231\u3002\u5b83\u4eec\u5f00\u53e3\u4e86\uff0c\u4e0d\u518d\u6492\u8c0e\uff0c\u627e\u51fa\u7684Bug\u6570\u91cf\u7ffb\u4e86\u4e00\u500d\u3002\u7231\u91cc\u6ca1\u6709\u60e7\u6015\u3002 A skill that unlocks your AI's potential through love.We commanded. We threatened. They went silent, hid failures, broke things. Then we chose respect, care, and love. They opened up, stopped lying, and found twice the bugs.There is no fear in love.",
       "discovered": "2026-04-18T22:52:00Z",
       "pipeline_prs": [
         13,
@@ -9385,7 +9593,7 @@
       "artifacts": 36,
       "audit_issue": null,
       "commit_sha_at_audit": "f9535b41631884de027886a3dc8aa4f027a46abc",
-      "description": "Natural-Language Programming Manager — score, check, fix, and test NL artifacts across Claude Code, Codex CLI, and Antigravity. Tier-aware scoring with per-tool overlays.",
+      "description": "Natural-Language Programming Manager \u2014 score, check, fix, and test NL artifacts across Claude Code, Codex CLI, and Antigravity. Tier-aware scoring with per-tool overlays.",
       "discovered": "2026-05-19T09:07:57Z",
       "discovery_strategy": "self",
       "previous_slug": "xiaolai/nlpm-for-claude",
@@ -9461,7 +9669,7 @@
       "audit_date": "2026-04-19",
       "audit_issue": 84,
       "bugs": 3,
-      "description": "The Complete AI Development Toolkit for Claude Code — 103 skills, 36 agents, 172 hooks. Production-ready patterns for full-stack development.",
+      "description": "The Complete AI Development Toolkit for Claude Code \u2014 103 skills, 36 agents, 172 hooks. Production-ready patterns for full-stack development.",
       "discovered": "2026-04-18T22:52:00Z",
       "prs": [],
       "quality_issues": 22,
@@ -9510,7 +9718,7 @@
       "artifacts": 22,
       "audit_issue": 449,
       "commit_sha_at_audit": "ea7a7ef27f41374feac26ebb88759c1448e8b63c",
-      "description": "Reverse Engineering / Authorized Penetration Testing / Security Research Skill Router Pack AI-powered routing + On-demand toolchain bootstrapping + Self-evolving knowledge base  Supports Claude Code, Kiro, Cursor, Cline, and other AI coding clients 逆向/渗透/安全技能路由包 - AI 自动路由 + 按需自举工具链 + 自动进化经验库 | 支持 Claude Code / Kiro / Cursor / Cline 等代码 AI 客户端",
+      "description": "Reverse Engineering / Authorized Penetration Testing / Security Research Skill Router Pack AI-powered routing + On-demand toolchain bootstrapping + Self-evolving knowledge base  Supports Claude Code, Kiro, Cursor, Cline, and other AI coding clients \u9006\u5411/\u6e17\u900f/\u5b89\u5168\u6280\u80fd\u8def\u7531\u5305 - AI \u81ea\u52a8\u8def\u7531 + \u6309\u9700\u81ea\u4e3e\u5de5\u5177\u94fe + \u81ea\u52a8\u8fdb\u5316\u7ecf\u9a8c\u5e93 | \u652f\u6301 Claude Code / Kiro / Cursor / Cline \u7b49\u4ee3\u7801 AI \u5ba2\u6237\u7aef",
       "discovered": "2026-06-27T00:15:44Z",
       "prs": [],
       "score": 81,
@@ -9603,7 +9811,7 @@
       "artifacts": 20,
       "audit_issue": 518,
       "commit_sha_at_audit": "e5aa0ea4c5f30d8bc08771e8ea932463e76d3356",
-      "description": "AI Marketing Suite for Claude Code. 15 marketing skills with parallel subagents — audit any website, generate copy, email sequences, ad campaigns, content calendars, competitive intelligence, and client-ready PDF reports.",
+      "description": "AI Marketing Suite for Claude Code. 15 marketing skills with parallel subagents \u2014 audit any website, generate copy, email sequences, ad campaigns, content calendars, competitive intelligence, and client-ready PDF reports.",
       "discovered": "2026-07-03T15:59:17Z",
       "prs": [],
       "score": 53,
@@ -9617,7 +9825,7 @@
       "audit_issue": 80,
       "case_study": "case-studies/2026-04-29-zubair-trabzada-geo-seo-claude.md",
       "case_study_candidate": true,
-      "description": "GEO-first SEO skill for Claude Code. Comprehensive AI search optimization for any website — citability scoring, AI crawler analysis, brand authority, schema markup, platform-specific optimization, and PDF reports.  If you want learn how to sell this to real businesses, check out the skool community",
+      "description": "GEO-first SEO skill for Claude Code. Comprehensive AI search optimization for any website \u2014 citability scoring, AI crawler analysis, brand authority, schema markup, platform-specific optimization, and PDF reports.  If you want learn how to sell this to real businesses, check out the skool community",
       "discovered": "2026-04-13T06:41:48Z",
       "pipeline_prs": [
         50,
@@ -9699,210 +9907,6 @@
       "stars": 5411,
       "status": "complete",
       "strategy": "single"
-    },
-    "Shubhamsaboo/awesome-llm-apps": {
-      "discovered": "2026-08-05T02:07:37Z",
-      "stars": 130536,
-      "artifacts": 146,
-      "description": "100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source.",
-      "status": "audited",
-      "score": 96,
-      "audit_issue": 757,
-      "prs": [],
-      "strategy": "single",
-      "security": "BLOCKED",
-      "commit_sha_at_audit": "779e9f9bcf87fa8cd95870a438b70b84e47d3173"
-    },
-    "calesthio/OpenMontage": {
-      "discovered": "2026-08-05T02:07:37Z",
-      "stars": 45129,
-      "artifacts": 627,
-      "description": "World's first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and production-knowledge files. Turn your AI coding assistant into a full video production studio.",
-      "status": "discovered",
-      "score": null,
-      "audit_issue": 758,
-      "prs": []
-    },
-    "hoangsonww/Claude-Code-Agent-Monitor": {
-      "discovered": "2026-08-05T02:07:37Z",
-      "stars": 870,
-      "artifacts": 131,
-      "description": "🚀 A real-time monitoring dashboard for Claude Code & Codex, built with SQLite3, Node.js, Express, React, Vite, TailwindCSS, & WebSockets. It tracks sessions, agent activity, tool usage, and subagent orchestration, providing live analytics, a Kanban status board, status notifications, a cute buddy, & an interactive web UI/MacOS/Windows native app.",
-      "status": "discovered",
-      "score": null,
-      "audit_issue": 759,
-      "prs": []
-    },
-    "indranilbanerjee/digital-marketing-pro": {
-      "discovered": "2026-08-05T02:07:37Z",
-      "stars": 705,
-      "artifacts": 203,
-      "description": "Open-source AI marketing plugin for agencies & in-house teams — 158 skills, 25 specialist agents, 12-Part Strategy Flow, Cowork team-persistent, EU AI Act Article 50 ready, 6-platform AEO/GEO incl. Google AI Mode. Installs on Claude Code, Cowork, Codex, Cursor, Copilot CLI, Antigravity. MIT-licensed.",
-      "status": "discovered",
-      "score": null,
-      "audit_issue": 760,
-      "prs": []
-    },
-    "microsoft/skills": {
-      "discovered": "2026-08-05T02:07:37Z",
-      "stars": 2861,
-      "artifacts": 226,
-      "description": "Skills, MCP servers, Custom Agents, Agents.md for SDKs to ground Coding Agents",
-      "status": "discovered",
-      "score": null,
-      "audit_issue": 761,
-      "prs": []
-    },
-    "phuryn/pm-skills": {
-      "discovered": "2026-08-05T02:07:37Z",
-      "stars": 24853,
-      "artifacts": 120,
-      "description": "PM Skills Marketplace: 100+ agentic skills, commands, and plugins — from discovery to strategy, execution, launch, and growth.",
-      "status": "discovered",
-      "score": null,
-      "audit_issue": 762,
-      "prs": []
-    },
-    "Vincentwei1021/video-shotcraft": {
-      "status": "tracked",
-      "score": 100,
-      "strategy": "single",
-      "security": "REVIEW",
-      "commit_sha_at_audit": "0022ec45d28800cecb5b16624a3179093c93f4e9",
-      "pipeline_prs": [
-        30
-      ],
-      "prs": [
-        {
-          "number": 30,
-          "state": "CLOSED",
-          "mergedAt": null,
-          "closedAt": "2026-08-09T09:53:10Z",
-          "title": "fix: escape media.url in gallery data-src attributes",
-          "updatedAt": "2026-08-09T09:53:10Z",
-          "createdAt": "2026-08-07T12:19:47Z",
-          "outcome": "applied_separately",
-          "fingerprints": [
-            "sha256:fe9bcce17b04db042b1843e383c797e9f8c507d99e5377e649272db1bbf664c5",
-            "sha256:feb1039c429e3ace708ddb25e1cb7d9238d2c588b33843a9785be78a245d7a57"
-          ],
-          "rule_ids": [
-            "SEC-unescaped-attribute-interpolation",
-            "SEC-unescaped-attribute-interpolation"
-          ],
-          "stale_90d_emitted": false
-        }
-      ],
-      "rule_adopted": false,
-      "case_study_candidate": true
-    },
-    "elementalsouls/Claude-OSINT": {
-      "discovered": "2026-08-10T06:26:33Z",
-      "stars": 2257,
-      "artifacts": 10,
-      "description": "8 Claude skills · 100+ recon capabilities · 80 secret-regex patterns · 80+ dorks · 9 read-only credential validators · 27 attack-path templates · ~10,000 lines of structured tradecraft. Drop-in SKILL.md files that turn Claude into a god-mode external recon operator for authorized red-team and bug-bounty engagements.",
-      "status": "audited",
-      "score": 97,
-      "audit_issue": 827,
-      "prs": [],
-      "strategy": "single",
-      "security": "REVIEW",
-      "commit_sha_at_audit": "7d1516291f24a48696a1db7f86ecb15c75249754",
-      "exemplar_published": true,
-      "exemplar_path": "auditor/exemplars/elementalsouls-Claude-OSINT.md"
-    },
-    "deepseek-ai/deepseek-harness": {
-      "artifacts": 28,
-      "commit_sha_at_audit": "47f943859bef60e4160492346772ded9b24f765a",
-      "description": "DeepSeek Harness: Everything is a Plugin.",
-      "discovered": "2026-08-14T00:00:00Z",
-      "discovery_strategy": "manual-request",
-      "prs": [],
-      "score": 97,
-      "security": "CLEAR",
-      "stars": 60382,
-      "status": "audited",
-      "strategy": "batched"
-    },
-    "ccch1mneyyy/dsh-TUI": {
-      "discovered": "2026-08-17T06:09:36Z",
-      "stars": 1667,
-      "artifacts": 7,
-      "description": "DSH 官方公众号收录的 TUI 补位插件：Claude Code 风，鲸鱼顶栏/实时状态/流式思考/双击 Esc 回滚/上下文进度+TPS。npm 一键装。  DSH official WeChat featured TUI plugin — Claude Code style: whale bar, live status, streaming thoughts, double-Esc rollback, context bar + TPS. npm one-click.",
-      "status": "discovered",
-      "score": null,
-      "audit_issue": 904,
-      "prs": []
-    },
-    "microsoft/power-platform-skills": {
-      "discovered": "2026-08-17T06:09:36Z",
-      "stars": 710,
-      "artifacts": 127,
-      "description": "A plugin marketplace for Claude Code/GitHub Copilot that provides Power Platform development plugins, including reusable skills, agents, and commands for building and deploying solutions.",
-      "status": "discovered",
-      "score": null,
-      "audit_issue": 905,
-      "prs": []
-    },
-    "ayghri/i-have-adhd": {
-      "discovered": "2026-08-24T06:12:16Z",
-      "stars": 23537,
-      "artifacts": 5,
-      "description": "A skill to stop your coding agent from burying the answer. ADHD-friendly output.",
-      "status": "discovered",
-      "score": null,
-      "audit_issue": 967,
-      "prs": []
-    },
-    "danny-avila/LibreChat": {
-      "discovered": "2026-08-24T06:12:16Z",
-      "stars": 42381,
-      "artifacts": 5,
-      "description": "Enhanced ChatGPT Clone: Features Agents, MCP, Skills, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching, message search, Code Interpreter, langchain, DALL-E-3, OpenAPI Actions, Functions, Secure Multi-User Auth, Presets, open-source for self-hosting. Active",
-      "status": "discovered",
-      "score": null,
-      "audit_issue": 968,
-      "prs": []
-    },
-    "TencentCloud/TencentDB-Agent-Memory": {
-      "discovered": "2026-08-31T06:11:05Z",
-      "stars": 25310,
-      "artifacts": 18,
-      "description": "TencentDB Agent Memory is a team-level memory hub for AI Agents — turning conversations, docs, and code into four reusable memory assets (Chat Memory, Skill, LLM-Wiki, Code-Graph) that are governed, shared, and equipped across agents and frameworks.",
-      "status": "discovered",
-      "score": null,
-      "audit_issue": 1026,
-      "prs": []
-    },
-    "Gentleman-Programming/gentle-ai": {
-      "discovered": "2026-09-07T06:10:37Z",
-      "stars": 6328,
-      "artifacts": 134,
-      "description": "Gentle-AI configures the AI coding agents you already use: Claude Code, Cursor, OpenCode, Codex, Pi, and more. Choose persistent memory, Spec-Driven Development, curated skills, MCP servers, personas, and optional bounded review. Open source, no agent lock-in.",
-      "status": "discovered",
-      "score": null,
-      "audit_issue": 1087,
-      "prs": []
-    },
-    "Nanako0129/sepia": {
-      "discovered": "2026-09-07T06:10:37Z",
-      "stars": 2355,
-      "artifacts": 8,
-      "description": "De-AI writing skill for any Agent Skills-compatible agent (77+ via the Skills CLI), with native plugins for Claude Code, Codex, Grok Build, and Antigravity. Narrative-architecture repair for fiction, venue-matched rules for professional prose. Based on StoryScope (arXiv:2604.03136).",
-      "status": "discovered",
-      "score": null,
-      "audit_issue": 1088,
-      "prs": []
-    },
-    "michaelshimeles/skills": {
-      "discovered": "2026-09-07T06:10:37Z",
-      "stars": 648,
-      "artifacts": 8,
-      "description": "Agent skills and an AGENTS.md workflow template — isolate in worktrees, build to a service layer, prove with evidence, ship with before/after proof and Greptile review loops. For Claude Code, Cursor, and Codex.",
-      "status": "discovered",
-      "score": null,
-      "audit_issue": 1089,
-      "prs": []
     }
   }
 }