Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Exchange-exact crypto derivatives data for AI agents: OI, funding, liquidations, 13 venues, 42 tools
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We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
X-API-KeyValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
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This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Run this in your terminal
claude mcp add --transport http derivatives https://liquidvision.app/mcp --header 'X-API-Key: your-value'Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"derivatives": {
"url": "https://liquidvision.app/mcp",
"headers": {
"X-API-Key": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"derivatives": {
"type": "http",
"url": "https://liquidvision.app/mcp",
"headers": {
"X-API-Key": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Your choice stays on this device in a cookie; no account needed.
X-API-Key secret HTTP headerThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified against the domain liquidvision.app (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
You need to fill in: X-API-Key
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.3.0) reached the registry 21 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, FactLot
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
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Crypto derivatives data for AI agents and trading bots: a remote MCP server, no install, no API key needed.
Endpoint: https://liquidvision.app/mcp (Streamable HTTP, 42 tools, read-only; the raw-row tools need a Pro/Bot key sent as X-API-Key, the conclusion tools do not) Lite endpoint: https://liquidvision.app/mcp/lite — the 13 tools that return conclusions (brief, explain, regime, cascades, dispersion, carry, microstructure, three liquidation maps, tokenized stocks, accuracy). Start here if your agent answers questions; use the full server for raw rows, history and alerts. Discovery: /.well-known/agent-card.json, /.well-known/mcp.json, /.well-known/x402.json; worked examples at /llms-full.txt.
Registry: server.json in this repo is the manifest for the Official MCP Registry (io.github.lv-analytics/liquidvision); also listed on Glama and in awesome-remote-mcp-servers.
Open interest and funding rates across 13 venues (Binance, MEXC, Bybit, Bitget, Hyperliquid, HTX, Gate, OKX, KuCoin, BingX, Aster, Kraken, GMX on Arbitrum), as each exchange reports them. An audit compares our figures with the exchanges' own endpoints every 10 minutes and publishes the result: https://liquidvision.app/accuracy (tool: get_accuracy).
Start with list_markets, then the computed views. They return a conclusion, not a pile of ticks:
| Tool | Answers |
|---|---|
get_liquidation_cascades | Liquidations grouped into events: start, duration, multiples of normal, what price did |
get_positioning_regime | Price direction x change in positions per coin: new longs, short covering, new shorts, long flush |
get_funding_dispersion | Coins ranked by how far funding disagrees across venues, each leg annualized with its real settlement cycle |
get_funding_arbitrage | Realized funding carry per coin: what the short-richest / long-cheapest pair earned over 7 and 30 days, share of positive hours, mark gap now |
get_tokenized_stocks | Tokenized stocks, indices, commodities, FX and pre-IPO names as perps on Lighter, Hyperliquid builder markets, Ostium and gTrade: OI, volume, funding, cross-venue price gap |
get_microstructure | Cross-venue spread, top-of-book depth, basis |
get_market_brief | One deterministic risk brief for a symbol: feed it to your own model |
explain_market | "Why did BTC drop 4%?": a grounded answer built from the live data |
Measured, not modeled (Hyperliquid and Lighter, where positions are public):
| Tool | Returns |
|---|---|
get_hl_whales | Leveraged positions of the 10,000 largest accounts with exchange-reported liquidation prices, closest to liquidation first |
get_hl_account | One address: live positions, liquidation prices, archived snapshots |
get_hl_liquidation_map | Those positions binned by liquidation price |
get_hl_builder_markets | Builder-deployed (HIP-3) perp markets on Hyperliquid: equity indices, stocks, commodities, with open interest, volume, funding |
get_lighter_liquidation_map | Measured liquidation map for Lighter: positions binned by the exchange-reported liquidation price, with the share of venue open interest covered |
get_lighter_whales | Lighter positions with exchange-reported liquidation prices, closest to liquidation first (address = account index, l1_address = wallet) |
Raw data: get_funding_rates, get_funding_history, get_funding_settlements, get_open_interest, get_open_interest_history, get_oi_board, get_cash_flows, get_long_short_ratio, get_liquidations, get_liquidations_summary, get_liquidation_map, get_liquidation_heatmap, get_orderbook_heatmap, get_footprint, get_cvd, get_spoofing, get_arbitrum_perps, get_top_traders, get_token_unlocks, get_stocks.
For bots: get_api_key (a free key by email, without a browser), get_history (archive rows as CSV for backtests), list_history_packages (monthly Parquet files per dataset with rows, bytes and sha256; Pro: this and last month, Bot: all), create_alert, list_alerts, delete_alert (webhooks: a liquidation cascade ended, a Hyperliquid whale is near liquidation, price reached a large modeled cluster).
Claude Code
claude mcp add --transport http liquidvision https://liquidvision.app/mcp
Claude Desktop / claude.ai: Settings → Connectors → Add custom connector, URL https://liquidvision.app/mcp.
Cursor / Windsurf / any client with an `mcp.json`
{
"mcpServers": { "liquidvision": { "url": "https://liquidvision.app/mcp" } } }
Raw JSON-RPC
curl -X POST https://liquidvision.app/mcp \
-H "Content-Type: application/json" \ -H "Accept: application/json, text/event-stream" \ -d '{"jsonrpc":"2.0","id":1,"method":"tools/list"}'
Copy skills/liquidvision into ~/.claude/skills/ (or a project's .claude/skills/). It tells the agent which tool answers which question, how to read measured vs modeled data, and how to pay per file with x402 when history is needed.
The same data is a REST API and a WebSocket feed (https://liquidvision.app/llms.txt lists every endpoint). Two small clients live in clients/: Python (standard library only; pip install "liquidvision[x402]" for pay-per-call) and JavaScript (built-in fetch; bring any EIP-712 signer for pay-per-call). Both start at brief().
from liquidvision import LiquidVision
lv = LiquidVision() lv.brief("BTCUSDT") # one coin, one JSON lv.hl_whales(coin="BTC", max_dist_pct=5)["positions"] lv.export("liquidations", symbol="BTCUSDT", start="2026-09-01", end="2026-09-08") lv = LiquidVision(payer=X402Payer("0x...")) # pay per file in USDC without an account lv.package("liquidations", "2026-08", "liq_2026-08.parquet")
Drop-in pieces for agent frameworks and trading bots, all on the free endpoints and fail-open: LangChain / LangGraph toolkit (pip install langchain-liquidvision, listed in the LangChain integrations docs), CrewAI tools (pip install crewai-liquidvision), ElizaOS plugin, Freqtrade guard, Hummingbot cascade guard. Overview: integrations/.
examples/passivbot_funding_filter.py: keeps Passivbot out of coins where holding the position is expensive (funding annualized with the contract's real interval) or where a liquidation cascade is running. Writes the ignored_coins file Passivbot reads continuously. Standard library only, no key: python examples/passivbot_funding_filter.py --exchange bybit --onceexamples/binance_liq_probe.py: which Binance host actually delivers the liquidation stream.collectors/gmx_v2.py: a standalone GMX v2 (Arbitrum) collector.X-API-Key or Authorization: Bearer lv_.... Paid plans (history exports, webhook alerts, higher limits): https://liquidvision.app/pricingexplain_market costs real money to run: 5 answers/day anonymous, 25 with a free key.age_s (seconds since the data was read from the exchange); rows of get_open_interest, get_funding_rates and get_long_short_ratio carry age_s each and stale: true when a venue feed is behind.openInterest as "the sum of both sides" and we serve its singleOpenInterest; Gate and HTX report both sides and are halved. An aggregator showing those venues at twice our figure is showing both sides. Commands to check this yourself: docs/coinglass-vs-exchanges.md.BASEUSDT (BTCUSDT, ETHUSDT, ...). Computed views accept a fixed set of window sizes; other values snap to the nearest.More for agents: https://liquidvision.app/llms.txt · REST/OpenAPI: https://liquidvision.app/api/v1/docs · status and uptime: https://liquidvision.app/status