Serenity Bottleneck Hunter for Claude, Cursor, ChatGPT & agents

Supply-chain bottleneck research methodology, as tools: `framework` returns the working method — market story → system change → value-chain map → scarce-layer ranking → 20+ candidate universe → gra...

curl -fsSL https://tradeloop.top/install.sh | sh

What it does

Supply-chain bottleneck research methodology, as tools: `framework` returns the working method — market story → system change → value-chain map → scarce-layer ranking → 20+ candidate universe → graded evidence (filings over KOL threads) → priorities → kill switches → next checks, plus the evidence ladder, per-market source paths (US/A股/HK/TW) and the output style; `scorecard` computes the repeatable 0-100 research-priority score (8 weighted factors, 8 penalty types) from the agent's evidence-graded ratings. Use for theme scans ('A股 AI 半导体哪层最值得研究'), single-name chokepoint challenges ('这家公司是真卡点吗'), and candidate comparisons. Methodology adapted from the MIT-licensed github.com/muxuuu/serenity-skill, a public-material community distillation inspired by @aleabitoreddit's sequential-bottleneck research — no affiliation; outputs are research priorities, never trade calls.

The Serenity Bottleneck Hunter skill is one of 40+ pre-wired TradeLoop integrations that any MCP-compatible client — Claude Desktop, Claude Code, Cursor, Windsurf, Codex CLI, and ChatGPT desktop — can call out of the box. You don't configure MCP servers or copy API keys into a JSON file; the TradeLoop daemon discovers the skill at startup and exposes its tools to whichever AI client is running.

Sample prompts

Once TradeLoop is installed and Serenity Bottleneck Hunter is connected, ask your agent something like:

• “Framework from Serenity Bottleneck Hunter.”
• “Scorecard from Serenity Bottleneck Hunter.”
• “Use the Serenity Bottleneck Hunter skill from TradeLoop to framework.”

Tools available (2)

• serenity__framework

  The Serenity working method for supply-chain bottleneck research. Returns the 9-step workflow (with TradeLoop tool wiring: edgar/filing_search for hard evidence, batch_fundamentals for peer tables, cn-market for A股, wiki/predict/monitor to record and track), the evidence ladder (strong/medium/weak-leads-only source gra

• serenity__scorecard

  Repeatable bottleneck research-priority score, 0-100. Call with NO factors first to get the template + rating guide (8 weighted factors: demand_inflection, architecture_coupling, chokepoint_severity, supplier_concentration, expansion_difficulty, evidence_quality, valuation_disconnect, catalyst_timing; 8 penalties ×2: d

How to connect

Serenity Bottleneck Hunter is a no-auth skill — there's nothing to connect. Once TradeLoop is installed, your agent can call its tools immediately.

1. Run curl -fsSL https://tradeloop.top/install.sh | sh on macOS / Linux (or the PowerShell command on Windows).
2. Run tradeloop login to create your account and a device-bound encryption key.
3. Run tradeloop update to sync the skill + credentials to every installed AI client.

Pricing

Free at every TradeLoop tier. Connect your account once at /connect; the OAuth or API-key credential stays encrypted on your machine and syncs to your other devices via the TradeLoop vault.

See the full TradeLoop pricing breakdown — Free $0/mo, Pro $29/mo, Ultra $99/mo — on the homepage.