Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Commit / defer / abstain over a conformal coverage region - not a probability of being right.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
适用于网页版、桌面版和手机版 Claude:
https://mcp.monarkgate.tech/mcp在终端中运行这条命令
claude mcp add --transport http monark https://mcp.monarkgate.tech/mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"monark": {
"url": "https://mcp.monarkgate.tech/mcp"
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"monark": {
"type": "http",
"url": "https://mcp.monarkgate.tech/mcp"
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
ChatGPT 只能连接互联网上的服务器:
https://mcp.monarkgate.tech/mcp菜单名称可能因套餐和版本不同而略有差异。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
我们还没有读取这个服务器的工具列表;我们会轮流检查各个端点。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月6日
发布者(monarkgate.tech)不是仓库所有者(KraidleAI);可能是其他人代为上架的
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
尚未检查;我们会轮流检查各个端点
尚未检查;我们会轮流检查各个端点
尚未检查;我们会在检查端点时读取工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 0 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在作者的云端运行。通过互联网连接,无需安装,但你发送的内容会经过作者的服务器。
GitHub 仓库最后更新于–,最新版本(0.4.0)于2个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,所以接受远程 MCP 服务器的应用也可以使用,例如开启开发者模式的 ChatGPT。
同一分类中有:Spec Driven Development, Remote Desktop Commander, yontu
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Türkçe yazı denetimi: TDK kuralları, yapay zekâ izleri, metin türüne göre üslup.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
MONARK is a two-sided toolkit — an AI side and a DeFi side — built like a Swiss-army knife: one handle, several blades. The handle is the MONARK engine, the AI side: a coverage-controlled decision gate that emits commit | defer | abstain against a depletable authorization budget (B_t) — never a probability of being right — with the sensors that attest to what happened on chain, the frozen contracts they speak, the harness through which other AI agents reach it, and the agents that keep it adapted to DeFi as DeFi changes. The blades are the DeFi side: the on-chain applications it powers, each one grown from an empirical study of on-chain data before it is served. The first is MONARK Bell; the others are research leads.
Single token, single ticker (MONARK). The agents are applications, not tokens. This repository is the MONARK tokenisation layer, the eight frozen interface contracts (one of them, AttestedBook, upcoming until served) and the served pieces that let AI agents and DeFi meet on measured ground.
The engine is eleven components: three sensors, one gate, one act, six distribution pieces. Each of them can serve both sides. Left: what it gives an AI agent connected to the MONARK MCP endpoint (today's four tools are attest · gate · cascade · calibrate; a component marked *planned* has no served tool yet). Right: what it gives the DeFi side — the on-chain applications it powers (in parentheses: the applications on the site's diagram; *wired* = declared in the registry today, *can serve* = a lead, not a delivered link).
| AI side — for an agent on our MCP | Component | DeFi side — DeFAI, for the applications | ||
|---|---|---|---|---|
attest: an attested price testimony (bytes, hash, named residual hypotheses) the agent can cite instead of a scraped number — origin and bytes, never truth. | Shōgen — sensor, attested perception · *built* | A price an application can defend when it spends, hedges or de-risks (can serve: Warden, Softlanding, Firebreak, Ballast). | ||
gate + calibrate: the agent submits a claim and gets `commit \ | defer \ | abstain`, an auditable region and the budget left — never a probability of being right. | Hikae — the gate, coverage-controlled inference · *built* | The decision primitive of every application (wired: Firebreak, Warden, Softlanding, Verdict, Ballast). Bell's gate is its own closed publication check; a gate class for its off-hours gap is planned. |
cascade: the agent asks what a lending book would liquidate along a price path (a transitional tool; it abstains, under_calib). Through gate, the class liquidation-eligible-coverage returns a conformal upper bound on a caller-carried liquidable amount in its committed stratum, calibrated on one recorded episode; the other strata abstain (under_calib) — stated on the wire. | Ukemi — act, liquidation-cascade survival · *built* | Reads the deleveraging queue or the position before it clears (wired: Firebreak, Softlanding). | ||
A daily, replayable redemption-flow timeline (state.json, timeline.jsonl) any agent can read, and the served gate class stable-run-velocity-24h through gate. | Narabi — sensor, redemption-run sensing · *built, served daily* | Redemption-run sensing for a treasury that holds the stable: a daily, replayable reading of the redemption flow, stated after the fact, never ahead of it (can serve: Warden, Ballast). | ||
| *planned*: attest a document or an event the agent must act on — bytes and hash, never a verdict on its truth. | Mokugeki — sensor, document / event attestation · *named* | The attested event a settled decision starts from (can serve: Verdict). | ||
| *planned*: ask, before routing a swap, whether the fill is exposed to LVR / toxic flow. | Kaihi — LVR / toxicity avoidance · *named* | The execution leg of a de-risk or a hedge that must not be picked off (can serve: Firebreak, Softlanding, Ballast). | ||
| *planned*: execute a swap under transaction-cost analysis, with the gate's decision attached. | Kessai — swap execution, TCA · *named* | The act leg — de-risk, ease down, rebalance (can serve: Firebreak, Softlanding, Ballast). | ||
| *planned*: quote and manage inventory for the agent's market-making. | Kamae — inventory market-making · *named* | Inventory-aware hedging for a treasury (can serve: Ballast). | ||
| *planned*: read a PT / YT curve as an attested rate surface. | Kyokusen — PT / YT curve · *named* | The rate surface a rate treasury steadies against (can serve: Ballast). | ||
| *planned*: the weekend / off-hours gap as a sensed quantity the agent can gate on. | Koyomi — weekend gap · *named* | The off-hours gap of tokenized equities, the very quantity Bell publishes (can serve: Bell). | ||
The door: discovery of the tools and the skill (MCP Registry tech.monarkgate/monark). | Genkan — the storefront / MCP entry point · *named* (the harness serves the door today) | Distribution of every application to the agents that consume it (can serve: all six). |
Measurement first. No piece of MONARK is designed on a whiteboard and shipped. Each one starts as an empirical study — a recorded liquidation book at an archive block, a redemption-flow series measured on calm windows, a census of trading halts, a session-by-session record of tokenized-equity fills — and the study's artefacts stay attached to the served piece: committed calibrations with their digests, replayable timelines with per-line hash chains, published signing keys. That is what we mean by an instrumented environment: an AI agent operating in DeFi through MONARK acts on attested readings and audited regions, and gets an explicit abstain where nothing is measured — instead of a guess dressed as a number.
Kept adapted. DeFi does not hold still: protocols upgrade, liquidation engines change shape, oracles and data feeds move, calibrations drift. The engine is built so that each of these is a *measured* event with a pre-registered response (a drift criterion, a new recorder, a new residual hypothesis, a versioned change to a contract). The adaptation agents are the part of the AI side that detects those events and prepares the response. They are on the roadmap, not yet shipped (see the maturity table below).
Everything below is live, machine-readable, and replayable by a third party without an account:
| Surface | What it serves | Who consumes it |
|---|---|---|
https://mcp.monarkgate.tech/mcp · https://api.monarkgate.tech/openapi.json | The engine's four tools (attest · gate · cascade · calibrate) over MCP and a plain HTTP/JSON mirror; the served OpenAPI document states the served version | Any MCP-capable agent |
https://monarkgate.tech/narabi/state.json · timeline.jsonl | Narabi's tracker state and its append-only, per-line hash-chained daily timeline (one line per window, with the blocks it was read from) | Anyone replaying the tracker; the site's /narabi page |
https://monarkgate.tech/narabi/instrument.json | A diagnostic file beside the tracker, written once from a closed block of days (never by the daily job): tracker replays at alternative parameters and a permutation-assessed CUSUM; it claims no bound | Anyone auditing the tracker; no page reads it |
https://bell.monarkgate.tech/state.json · timeline.jsonl · provenance.json · bell/pubkey.json | MONARK Bell's signed publications: per-session fills, VWAP and volume for the listed tokenized equities, halt census, supply and proof-of-reserve residuals, the provenance of each run, the active Ed25519 key | Anyone verifying a publication; the site's /bell page |
https://dojo.monarkgate.tech/ · timeline.jsonl · dojo/pubkey.json · lines/ .jsonl · history/ .jsonl | MONARK Dōjō's hold snapshot: a dated, public record of the MONARK token balances held by each address, read from the chain through two distinct operators, with a hold score per address; the signed timeline, the published key, a day's lines file and the history file that a signed line of the timeline names by its SHA-256 | Anyone recomputing it; the site's /dojo page |
https://monarkgate.tech | The vitrine: every number on it is read from a committed, hashed copy of the served files above — never typed | Readers |
A surface that is not in this table is not served. A component that has no served surface is labelled *named*, not *built*, wherever it appears.
Everything in MONARK plugs into one decision primitive. A sensor reads the world and attests to it; a predictor turns that reading into a claim; the gate conformalises the claim into a region at a target coverage and returns one of three actions against a depletable budget:
The gate never reports how likely it is to be correct. It reports a region you can audit and a budget you can watch — never a probability of being right.
The labels are the point: they say what exists today and what is only named.
| Side | Layer | What it is | Status | ||
|---|---|---|---|---|---|
| AI | Backbone — the gate | Hikae (coverage control) + the MONARK token's budget B_t; turns a sensor reading into `commit \ | defer \ | abstain` | Built — eight frozen contracts (AttestedBook upcoming until served) |
| AI | Sensors and acts | the engine's agents: sensors that attest, acts that execute, one token across all of them | 4 built (Shōgen · Hikae · Ukemi · Narabi) · 7 named | ||
| AI | Harness — the door | the same engine made reachable *by other AI agents* over HTTP / MCP | Built — public 4-tool MCP endpoint (attest · gate · cascade · calibrate) | ||
| AI | Adaptation agents | agents that recalibrate, onboard protocols, track liquidation mechanics and watch data sources | Roadmap — named, not shipped | ||
| DeFi | Applications — powered by the engine | one application per DeFi need, served with its own published artefacts | 1 built (MONARK Bell) · 5 research leads |
Built:
liquidation-eligible-coverage holds a committed calibration for one stratum of one recorded episode: for a caller-carried liquidable amount in that stratum it returns a conformal upper bound (the lower edge is 0 by construction), and every other stratum abstains (under_calib). The bound holds only if the amount was produced by the frozen close-factor rule, which the gate does not check, and no coverage is claimed on any other event — stated plainly on the wire. The cascade tool is transitional and abstains by construc只显示了开头部分;其余内容请在仓库中阅读