Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Commit / defer / abstain over a conformal coverage region - not a probability of being right.
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
Elige la app de IA que usas y copia la configuración.
Necesitas
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Funciona en Claude para web, escritorio y móvil:
https://mcp.monarkgate.tech/mcpEjecuta esto en tu terminal
claude mcp add --transport http monark https://mcp.monarkgate.tech/mcpPégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"monark": {
"url": "https://mcp.monarkgate.tech/mcp"
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"monark": {
"type": "http",
"url": "https://mcp.monarkgate.tech/mcp"
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
ChatGPT solo se conecta a servidores en internet:
https://mcp.monarkgate.tech/mcpLos nombres de los menús pueden variar un poco según el plan y con el tiempo.
Tu elección se guarda en una cookie en este dispositivo; no necesitas cuenta.
Esta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Todavía no hemos leído la lista de herramientas de este servidor; revisamos los endpoints por turnos.
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 6 nov 2026
Quien lo publicó (monarkgate.tech) no es el dueño del repo (KraidleAI); puede que otra persona lo haya listado
Todavía no hemos leído este repo en GitHub
Todavía no hemos leído este repo en GitHub
Aún sin revisar; revisamos los endpoints por turnos
Aún sin revisar; revisamos los endpoints por turnos
Aún sin revisar; leemos la lista de herramientas cuando revisamos el endpoint
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
Superó 0 de 1 revisiones básicas aplicables. No hemos leído el código. Antes de agregar una clave o un token, revisa qué acceso pide el servidor y usa una clave que tenga solo los permisos que necesitas.
El registro no indica ninguna clave obligatoria, aunque algunos servidores te piden iniciar sesión la primera vez que los usas.
Se ejecuta en la nube del creador. Te conectas por internet sin instalar nada, pero lo que envías pasa por los servidores del creador.
El repo de GitHub cambió por última vez –, y la última versión (0.4.0) llegó al registro hace 2 meses.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. Se conecta por URL, así que también funcionan las apps que aceptan servidores MCP remotos, como ChatGPT en modo desarrollador.
En la misma categoría: Spec Driven Development, Remote Desktop Commander, Apify MCP Server
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
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.
Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store ⚡
Copiado tal cual del repo del creador. PopNx MCP no lo ha revisado ni lo respalda. Se quitaron HTML, imágenes y scripts. Los enlaces llevan fuera de este sitio.
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 construcSolo se muestra el principio; lee el resto en el repo