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)
Anti-firehose options-flow data for AI agents: curated daily pool, features, realized outcomes.
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。
Authorization标为机密的值是你账户的钥匙。千万不要分享给别人,也不要粘贴到聊天里。
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 …”。
这个地址需要在请求的 header 中放入密钥,而添加连接器的菜单无法设置。请改用 Claude Code、Cursor 或 VS Code。
在终端中运行这条命令
claude mcp add --transport http gammarips https://mcp.gammarips.com/mcp --header 'Authorization: your-value'运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"gammarips": {
"url": "https://mcp.gammarips.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}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": {
"gammarips": {
"type": "http",
"url": "https://mcp.gammarips.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}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。
这个地址需要在请求的 header 中放入密钥,而添加连接器的菜单无法设置。请改用 Claude Code、Cursor 或 VS Code。
你的选择通过 Cookie 保存在这台设备上,无需账户。
Authorization 机密 HTTP header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
注册名称已通过 GitHub 账户 DevDizzle 验证,该账户拥有此仓库
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 1 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。
你需要填写:Authorization
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(4.5.0)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, zanadir
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.
Find what a repository's CI is missing, and which security checks cannot fail the build.
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。
Options-flow intelligence primitives for AI agents.
Every trading night GammaRips ranks 3,532 optionable US names by liquidity, takes the top 100, keeps the bullish ones, and prices one out-of-the-money call in each. That is a pool of roughly 40 to 50 contracts your agent can actually trade. This MCP server gives a bring-your-own-agent trader that pool plus the substrate to reason over it: point-in-time features, realized opportunity surfaces (max-favorable / max-adverse excursions with no exit applied), bracket outcome labels, regime context, and methodology playbooks.
Better-quality contracts, by the numbers. The pool is selected on contract liquidity. Since the liquidity rule went live (2026-08-24, 1,301 contracts), median open interest is 4,664 and median session volume is 1,039, against 906 and 232 in the 60 scan days before. The thinnest 10% still carry 1,635 open interest, against 29. In a 60-day study, no-fill at the 10:00 ET entry fell from 40.5% to 6.1%. Liquid contracts are the ones you can enter and exit near the quote.
Design principle: primitives, never a pick. There is no "what should I buy" endpoint. Every agent reasons from the same data to its *own* contract and its *own* exit. Paper-traded research data; educational only; not investment advice.
https://mcp.gammarips.com/mcphttps://mcp.gammarips.com/ssehttps://mcp.gammarips.com/jsonrpchttps://mcp.gammarips.com/.well-known/mcp/server-card.jsonhttps://mcp.gammarips.com/pro. Same server, same 9 tools, but it requires a credential, so ChatGPT, Claude (claude.ai / Desktop), Cursor, and any MCP client that speaks OAuth 2.1 offers a GammaRips sign-in when you add it. Your subscription tier rides in the token. Discovery: /.well-known/oauth-protected-resource/pro; authorization server: https://gammarips.com.gr_live_... as Authorization: Bearer (or X-API-Key), for clients that can send a header. (2) OAuth 2.1 access token, minted by gammarips.com after you sign in (chat clients) or by a machine client with client_credentials (headless agents, see below). Free-tier tools work on /mcp with no credential at all; the 4 pro tools need an active subscription on either credential. Enforce is live. Get access at gammarips.com/pricing.V4 (2026-07-17) consolidated the 29-tool V3 surface into 9. The absorbed tools live on as view= / granularity= modes of these 9. web_search was removed.
Free tier (no key): get_pool, get_regime_context, get_market_calendar_status, get_playbook, get_daily_report. Pro tier (Agent Access, $29/mo key): get_signal, get_liquidity, query_outcomes, replay_contract.
get_pool (free) — the candidate pool: view="enriched" (curated narrative/technicals/contract/mom_60, leakage-safe view; default), "raw" (pre-curation scan), "features" (point-in-time feature vectors from the allowlist view), "preview" (public teaser).get_signal (pro) — one ticker: view="detail" (full enrichment, default) or view="earnings" (the doctrine earnings-window check).get_liquidity (pro) — fresh entry-day liquidity: a single contract (cache-first, live=true to force upstream) or the whole pool / a contracts shortlist in one call. No quote fields on this data plan.query_outcomes (pro) — the outcomes + receipts substrate, via view=: labels (row-level bracket labels + features; default), summary (grouped aggregates), surface (per-contract MFE/MAE excursions, exit-free — aggregate_only=True gives MFE/MAE quantiles over the WHOLE window and is the mode to use for exit design, since row mode is capped at 200 rows and declares it via truncated / matched_rows / partial_scan_date), harvest (touch-probability curve), exit_rule (score YOUR bracket/trailing rule), signal_performance / win_rate (UNDERLYING-direction, not option PnL), positions / performance (the engine's realized paper-trade receipts, cohort-filtered). The live cohort is the pair V7_1_TILTED_GIGO and entry on/after cohort_start (2026-08-10), which responses now carry — the policy label ALONE does not define the cohort, because the ledger retains disowned cohorts under that same label. Right after a reset the live cohort is legitimately empty: total_trades: 0 with null aggregates means "has not accrued closed trades yet", NOT "0% win rate". policy_version="all" reaches every era but includes cohorts the engine has disowned — not a track record.replay_contract (pro) — raw price tape for your own exit rule: granularity="minute" (intraday path + exact first-crossing; default) or "day" (daily OHLCV mark series). This server does not simulate exits.get_regime_context (free) — VIX/VIX3M/SPY-trend as-of scan date + the fail-closed regime rail.get_market_calendar_status (free) — view="status" (NYSE open/close, default), view="scan_dates" (which scan dates have data), or view="freshness" (is the pool the right pool: the expected scan date, each pipeline stage's status, the scan date get_pool serves, and a fail-closed fresh flag with machine reasons).get_playbook (free) — methodology + reference: no arg lists the catalog; name= fetches a playbook (start-here, daily-workflow, run-your-own-tournament, exit-lab, leakage-and-data-contract, changelog) or name="schema" the machine-readable data contract (per-column leakage classification); field= explains any signal field (deterministic, no LLM). Playbooks are also MCP resources (gammarips://playbooks/{name}).get_daily_report (free) — view="report" (full daily report, default) or view="list" (recent reports).web_search (V4). The engine's own daily selection is not published same-day (get_todays_pick / list_todays_picks / get_open_position removed in V3); realized receipts remain via query_outcomes(view="positions").
morning_brief, analyze_candidate(ticker), run_your_own_tournament — thin orchestrations over the tools above. None returns a pick.
# Free tier (no key):
claude mcp add --transport http gammarips https://mcp.gammarips.com/mcp
claude mcp add --transport http gammarips https://mcp.gammarips.com/mcp \ --header "Authorization: Bearer gr_live_your_key"
claude mcp add --transport http gammarips https://mcp.gammarips.com/pro
Add a custom connector / remote MCP server with the URL https://mcp.gammarips.com/pro. The client discovers the authorization server (gammarips.com), registers itself (Client ID Metadata Document or dynamic registration), and opens the GammaRips sign-in + consent page. No key to paste. Not subscribed yet? The connection still works on the free tools and the pro tools answer with the subscribe steps; pro access applies on the next token refresh (within an hour) after you subscribe, or when you reconnect.
For an agent with no browser and no human, create a machine client on gammarips.com/account (Agent Access required). You get a client_id + client_secret (shown once). Mint a one-hour access token with the client_credentials grant and send it as a bearer:
TOKEN=$(curl -s -u "$GR_CLIENT_ID:$GR_CLIENT_SECRET" \
-d grant_type=client_credentials \ -d resource=https://mcp.gammarips.com/pro \ https://gammarips.com/oauth/token | jq -r .access_token)
GAMMARIPS_MCP_TOKEN="$TOKEN" claude -p "..."
Mint before each run: there is no refresh token for machine clients, and the tier is re-read from your subscription on every mint. An API key still works for the same purpose; the machine client is the short-lived-credential option.
Easiest — install the plugin. This repo is an Open Plugins-standard plugin (.cursor-plugin/plugin.json): it bundles the hosted MCP server plus a gammarips-options-flow skill that teaches your agent the data-not-advice workflow. Install it from the plugin marketplace (search "GammaRips") or point Cursor at this repo. It connects on the free tier out of the box; add your gr_live_... key for pro tools.
Manual: Settings → MCP → Add new MCP server, or add to .cursor/mcp.json:
{
"mcpServers": { "gammarips": { "url": "https://mcp.gammarips.com/mcp", "headers": { "Authorization": "Bearer gr_live_your_key" } } } }
Omit headers for the free tier.
MCP Servers → Remote Servers → Add, or add to cline_mcp_settings.json:
{
"mcpServers": { "gammarips": { "url": "https://mcp.gammarips.com/mcp", "type": "streamableHttp", "headers": { "Authorization": "Bearer gr_live_your_key" } } } }
Omit headers for the free tier (5 anon tools).
{
"mcpServers": { "gammarips": { "url": "https://mcp.gammarips.com/mcp" } } }
Clients that only speak SSE can use the legacy /sse endpoint during the deprecation window.
Free tier works with no account: get_pool, get_regime_context, get_market_calendar_status, get_playbook, get_daily_report. Pro tools (get_signal, get_liquidity, query_outcomes, replay_contract) require Agent Access ($29/mo, 30-day free trial) — generate a key at gammarips.com, or connect through /pro and sign in.
git clone https://github.com/DevDizzle/gammarips-mcp.git
cd gammarips-mcp python -m venv .venv source .venv/bin/activate pip install -e . cp .env.example .env
PYTHONPATH=src python src/server.py
The server binds to 0.0.0.0:${PORT:-8080}, Streamable HTTP at /mcp (SSE fallback).
docker build -t gammarips-mcp .
docker run --rm -p 8080:8080 --env-file .env gammarips-mcp
See .env.example for the current environment variables. Typical values include:
GCP_PROJECT_IDFIRESTORE_DATABASEGCS_BUCKET_NAMELOG_LEVELPORTREQUIRE_API_KEY / AUTH_SHADOW (API-key gate mode)OAUTH_ENABLED / OAUTH_ISSUER / OAUTH_JWKS_URL / OAUTH_MCP_RESOURCE_ORIGINS (OAuth 2.1 resource server; defaults are production, see src/utils/oauth.py)python -m compileall src
docker build -t gammarips-mcp:test .
Deployment is manual (the CD workflow was removed; .github/workflows/ci.yml only runs ruff format --check + ruff check on pushes/PRs to main).
Ship a new revision with the deploy script, which uses a Cloud Run source deploy and reproduces the live config exactly (secrets via Secret Manager, REQUIRE_API_KEY=false):
bash scripts/deploy.sh
Equi
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