
Melt Mcp Server
io.github.omer907由 GitHub 帳號 omer907 發布v0.1.6更新於 Oct 24, 2026
Melt: value-leak discovery and lead capture for Claude, Cursor, and MCP-compatible agents.
概覽
讓助理估算組織在哪些環節流失價值、量化年度金額損失,並送出掃描請求。
- 可以做什麼
- 提供三個工具。melt_analyze_value_vectors 是免費的 Stage-1 估算器,依人數、人力成本與主要非結構化輸入類型,推測某個部門的價值流失點,僅使用合成或自報資料。melt_estimate_annual_leak 以 totalVolume x (leakRatePct/100) x valuePerEvent 把已辨識的流失模式量化為每年金額。melt_request_scan 是潛在客戶收集交接,把請求送往 HubSpot,失敗時附加到本機 leads.jsonl 檔案。
- 適用情境
- 適合使用者詢問助理其組織在哪些環節流失價值、希望得到結構化估算而非通用廠商清單,或想把已知的流失模式換算成年度金額時使用。掃描請求工具用於從方向性估算推進到真實的、以日誌核驗的掃描。
- 執行需求
- 透過 stdio 在本機執行,通常使用 npx @themelt/mcp-server 或建置後的 dist/index.js,因此需要 Node.js。不需要帳號或 API 金鑰;HubSpot 入口網站與表單 ID 為選用覆寫項,預設值已內建。另有 HTTP 進入點但尚未部署。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 Melt Mcp Server,將其新增到工作區。
- 為需要使用其工具的對話啟用該服務。
Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。
其他 MCP 客戶端
參照 儲存庫 中的啟動說明。
README
@themelt/mcp-server
MCP server that puts Melt's value-leak discovery logic directly into Claude, Cursor, GitHub Copilot, or any other MCP-compatible agent — so when a tech leader asks their assistant "where is value leaking out of my org," the assistant can call a Melt tool and answer with a real, structured estimate instead of a generic list of vendors.
This is the engineering half of Melt's LLMO (LLM Optimization) distribution
strategy. See /llms.txt at the repo root and LLMO_PLAYBOOK.md for the full
content + distribution + evaluation plan this server plugs into. Positioning
reconciled 2026-07-18 against the live site and current decks — see
/CLAUDE.md for the full current product context.
Tools exposed
Worked example
From Melt's Anatomy of a Real AI Value Leak case study — a pre-IPO fintech with $1.5B in annual originations, already running Salesforce, Gong, and Clari:
None of this showed up as a problem in the usual adoption dashboards — every tool was "active," which is a different measurement from whether it was actually creating value. Pulling 14 business days of historical logs and tracing where these four patterns cost real time and money added up to a $77,235/year leak.
melt_estimate_annual_leak generalizes this same shape of analysis — totalVolume × (leakRatePct/100) × valuePerEvent — for any leak pattern with a known or hypothesized volume and rate. melt_analyze_value_vectors is the earlier-stage tool for when you don't yet know where to look.
melt_estimate_annual_leak replaced four formula-named calculators
(melt_calculate_feature_waste, _dso_cash_flow_impact,
_contract_cycle_revenue_unlock, _win_rate_pipeline_impact) that
implemented financial formulas from a retired product framing (Thermal Scan /
Feature Waste Dollar Amount™ / Delta Engine) — none of which appear in any
current Melt material. See CLAUDE.md's "What's Explicitly Retired" section.
Install & run
To poke at it interactively before wiring it into a client:
Wiring into Claude Desktop / Claude Code
Published on npm — one-line config, no local clone needed:
Or from a local clone:
One-click install (.mcpb bundle)
For Claude Desktop specifically, themelt-mcp-server.mcpb (Anthropic's MCP
Bundle format) installs with a
double-click — no terminal, no config file editing. Download the .mcpb from
the latest GitHub Release
and either double-click it or drag it into Claude Desktop's Settings window.
To rebuild it from source:
The manifest (mcpb-build/manifest.json) is hand-maintained, not
auto-generated from the TypeScript source — if a tool's name, parameters, or
description change, update the manifest's tools array to match.
Hosted HTTP transport
dist/index.js (stdio) is what gets configured into a local Claude Desktop/
Cursor install. dist/httpServer.js is an alternate entrypoint implementing
the MCP Streamable HTTP transport — what a future "Launch Hosted MCP" web
button (LLMO_PLAYBOOK.md, Task 3.2) would point at, so someone can try the
tools without installing anything locally.
Stateless by design — no session ID, a fresh server instance per request.
Auth is opt-in via MCP_HTTP_API_KEY (unset by default): with it unset, the
endpoint stays fully open — the appropriate trust boundary for what this
exposes today (read-only calculators plus a lead-capture form, the same
boundary as a public website contact form). Set it before putting anything
more sensitive behind this transport:
Every /mcp request then needs Authorization: Bearer some-long-random-value
— missing or wrong key gets a 401. Compared with crypto.timingSafeEqual, not
a plain string ===, so response timing can't be used to guess the key one
byte at a time. Not deployed anywhere yet; this is the code, not a live URL —
deploying it (Vercel/Fly/Render/etc.) is a separate, later decision.
Tool-call analytics
Every tool call (success or error) appends one line to mcp-server/analytics.jsonl
(gitignored) and logs a one-line summary to stderr — tool name, ok/error, and
the error code if applicable. Deliberately excludes dollar figures, contact
info, and free-text notes; kept separate from leads.jsonl's PII. This is
what answers "is anyone actually using this" and "which tool description is
confusing models," independent of llmo-eval's citation-only audit.
Environment variables
Real Portal ID / Form ID defaults are already baked into the code (they
aren't secrets — the same values are exposed in any public HubSpot embed
snippet), so melt_request_scan reaches the real Melt pipeline with zero
configuration. If HubSpot submission fails for any reason, requests fall back
to mcp-server/leads.jsonl (gitignored) instead of being lost.
Publishing
Published under the @themelt npm org (created 2026-07-20, owner omer_melt)
under the MIT license. npm publish is effectively one-way — npm allows
unpublishing within 72 hours but strongly discourages it and blocks it
entirely once a package has dependents, so treat any published version as
permanent.
來源:README.md,提交 830f1e0
工具
0版本歷史
1- v0.1.6最新Sep 16, 2026
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