Agro API MCP by usefulapi
Read satellite, NDVI, weather and soil data; create and delete fields in Agro API.
作者提供的说明(英文原文)
A zero-LLM MCP server that replays recorded site maps instead of re-exploring browser routes.
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 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"webnav": {
"command": "npx",
"args": [
"-y",
"@dikshanty94/webnav"
]
}
}
}在终端中运行这条命令
claude mcp add webnav -- npx -y @dikshanty94/webnav粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"webnav": {
"command": "npx",
"args": [
"-y",
"@dikshanty94/webnav"
]
}
}
}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": {
"webnav": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@dikshanty94/webnav"
]
}
}
}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。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
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。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
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8日
注册名称已通过 GitHub 账户 lucyfuur94 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
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
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。
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。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.2.0)于4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。你的电脑上还需要有 Node.js。
同一分类中有:Agro API MCP by usefulapi, FieldClimate MCP by usefulapi, Exely MCP by usefulapi
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
Read satellite, NDVI, weather and soil data; create and delete fields in Agro API.
Read weather station data, sensors, farms, fields and crop zones in FieldClimate.
Read hotel bookings, rooms, cancellation rules and daily occupancy in Exely.
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。
Stop your web-browsing AI agent from re-exploring the same sites every run. Your agent maps a website once — then travels it forever with webnav walk: deterministic, zero-LLM, page-to-page autopilot that pauses only at genuine forks (what to buy, an irreversible button) and hands the wheel back. It's a reusable site map, not page compression — most token-saving tools shrink what the agent *reads*; webnav remembers *where things are* so it stops re-finding the route. webnav is the map and the mechanics; the agent keeps all the judgment.
A real run against saucedemo's full checkout flow (map + credentials already recorded):
$ webnav walk --start www.saucedemo.com:login --goal www.saucedemo.com:checkout-overview
{ "status": "needs-navigation", "semanticStep": "open the shopping cart", "question": "before \"open the shopping cart\", fire these in-page affordances: aff_addcart", "snapshot": "…", "session": "walk-w-…", "browserSession": "w-…" }
$ webnav use click e54 --session w-… # add-to-cart — the agent's one judgment call $ webnav walk-resume walk-w-… --ref e124 # continue; e124 = the icon-only cart badge { "status": "done", "cost": { "playwright_calls": 12 } }
4 agent-visible CLI calls, login → inventory → cart → checkout form (auto-filled from locally-stored creds — never in the map) → overview. 12 browser actions underneath, zero agent tokens spent on navigation.
In our navigation benchmark (both arms on Haiku, the same browser underneath), on a deep multi-step route `walk` used ~3× fewer agent steps than an agent ad-hoc-driving the raw browser — median 6 calls vs 18 — and reached the goal more reliably (3/3 vs 2/3). Honest caveat, also in that file: the win shows up on *deep, reliably-walked* routes; on shallow 1–2-hop routes, or when the agent falls back to manual driving, the two tie. webnav helps most exactly where ad-hoc driving hurts most — the long, repeated journeys.
There's also a Chrome extension in webnav-extension/ — a docked side panel where you type a goal and watch the agent drive your active tab (read / click / type / scroll, via chrome.debugger/CDP), on your own Claude Code subscription. It recalls first (list_routes → check_route) so a site you've mapped is replayed, not re-explored — and every run is recorded back into the map, so the *next* time is the cheap deterministic walk.
walk (typed values never leave the browser).Try it (needs the local server for the zero-LLM navigation + recording):
cd webnav-extension && npm i && npm run build # emits the *.js next to *.ts
webnav dev agent-serve --port 7779 # prints a token — paste it into the panel
Then chrome://extensions → Developer mode → Load unpacked → pick webnav-extension/, open the panel (toolbar icon or ⌘/Ctrl-E), paste the token, and type a goal. Runs show up on the dashboard tagged Extension. Full walkthrough: webnav-extension/README.md.
Web agents re-discover the same websites every single day, paying the same token bill every time: snapshot → reason → click → snapshot. For sites you (or your agents) use repeatedly — internal tools, automation testing, back-office workflows — that navigation should be remembered, not re-reasoned. webnav stores the durable *intent* of each step, replays it deterministically, self-heals when the site drifts, and never auto-fires an irreversible action: commit points always pause for the agent (or you) to decide.
# Node 18, 20, or 22
npm install --global @playwright/cli@latest @dikshanty94/webnav@latest
webnav creds set www.saucedemo.com username=standard_user password=secret_sauce webnav walk --start www.saucedemo.com:login \ --goal www.saucedemo.com:checkout-complete --headless
webnav dev list # inspect the local map store
The seeded Saucedemo map is a working example. To map your own site, hand an agent the prompt in docs/LEARNING-A-SITE.md, record a session yourself, or use the Chrome extension below. For development, map packs, and contributing from source:
git clone https://github.com/lucyfuur94/webnav-core
cd webnav-core npm install && npm link # source checkout: runs current TypeScript via tsx webnav --help # the tool menu (a peer of playwright-cli) npm test # unit tests (+ gated browser e2e) npm run build # tsc -> dist/ (only for the published build; the CLI runs src directly)
Using it from an MCP client (Claude Desktop/Code, etc.) — webnav serves every verb as an MCP tool over stdio, so your agent gets walk/use/search/… natively, no shelling out. One line:
{ "mcpServers": { "webnav": { "command": "webnav", "args": ["mcp"] } } }
webnav is a map — and a fresh install is not blank, but it is small. Here's honestly what you get and how it grows, so there are no surprises:
walk map. This works immediately: webnav walk --start www.saucedemo.com:login \
--goal www.saucedemo.com:checkout-complete # saucedemo, seeded
Nothing else is seeded — webnav is a blank-slate map tool, and saucedemo is the single
example that proves it works. You record your own sites (see below); that's the product. This fits any flow you repeat against the same site: automation testing, internal tools, back-office workflows, recurring agent tasks. (An earlier GitHub-recall
~/.webnav/webnav.db and reused on every run — you do not rebuild it each time. When a remembered step drifts (a renamed or moved element), a walk escalates once for the agent to pick the element, then writes the fix back so the next run resolves it deterministically (principle #3). Routes you use stay fresh. Credentials for login-gated sites live outside the map, locally, at ~/.webnav/credentials.json (chmod 600) — never in the DB, never shared.use primitives while recording, then dev graph-analyse --draft folds that into a SELF-VERIFIED map (absolute URLs, unique element fingerprints, the in-page affordance repertoire, the declared domain shadow) which it persists with dev graph-edit. No hand-authoring of fingerprints or URLs. (That prompt learned the seeded OrangeHRM map — login + 11 modules, exercised — in a single one-shot run.) Re-learn cleanly with dev node-clear.webnav dev import-map loads a site's skeleton; set your own login with dev creds set (packs are skeleton-only, never carry credentials). Two packs ship in [`mappacks/`](mappacks/) (saucedemo, OrangeHRM); dev export-map makes your own to share.webnav dev record-live --session S --url — it opens a headed browser at that URL, and you click through the flow naturally. Every action you take is captured (real playwright a11y snapshots, never typed values — only which field changed) into the same session store the agent-record path uses. Stop with Ctrl-C or webnav dev record-stop --session S, then it's the same dev graph-analyse --draft → graph-edit → walk pipeline.dev ingest still exists as that legacy receiver.)webnav dev dashboard (a localhost operator UI). Its Sessions tab lists every recorded run — tagged by source (Extension / Agent / Manual), with a filter, step counts, and a Verified badge — plus record-by-clicking + replay:Or the text views dev outline / dev mermaid .
TL;DR: out of the box you can walk saucedemo; everything else you map yourself. Same machine + a mapped site → instant, cached, self-healing. A brand-new site → you (or your agent) record it once first.
# Travel a map you've built (the core win: deterministic, low-token replay)
webnav walk --start --goal autopilot a multi-step route; pauses at genuine forks webnav walk-resume --ref|--classify answer a paused walk's fork and continue webnav creds set key=value... store login/form creds locally (~/.webnav, chmod 600)
webnav use navigate --session S open a URL (records a landing if S is
只显示了开头部分;其余内容请在仓库中阅读