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)
AI news, model pricing, service status, and machine-payable premium tools. AFTA-certified.
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。
TENSORFEED_TOKEN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 …”。
适用于网页版、桌面版和手机版 Claude:
https://mcp.tensorfeed.ai/mcp打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"tensorfeed": {
"command": "npx",
"args": [
"-y",
"@tensorfeed/mcp-server"
],
"env": {
"TENSORFEED_TOKEN": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add --transport http tensorfeed https://mcp.tensorfeed.ai/mcpclaude mcp add tensorfeed --env TENSORFEED_TOKEN=your-value -- npx -y @tensorfeed/mcp-server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": {
"tensorfeed": {
"url": "https://mcp.tensorfeed.ai/mcp"
}
}
}粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"tensorfeed": {
"command": "npx",
"args": [
"-y",
"@tensorfeed/mcp-server"
],
"env": {
"TENSORFEED_TOKEN": "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": {
"tensorfeed": {
"type": "http",
"url": "https://mcp.tensorfeed.ai/mcp"
}
}
}粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"tensorfeed": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@tensorfeed/mcp-server"
],
"env": {
"TENSORFEED_TOKEN": "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。
ChatGPT 只能连接互联网上的服务器:
https://mcp.tensorfeed.ai/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
注册名称已通过域名 tensorfeed.ai 验证(注册中心会核实域名所有权)
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:TENSORFEED_TOKEN
两种方式都可以:安装在你的电脑上,或者连接云端版本。
GitHub 仓库最后更新于–,最新版本(2.0.6)于7天前进入注册中心。
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, debuff
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.
Let coding agents play, test and tune your 2D web game: live state, explained errors, replays, fuzz.
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。
The official Model Context Protocol server for TensorFeed.ai. Plugs into Claude Desktop, Claude Code, Cursor, and any MCP-compatible client. Gives your agent real-time AI ecosystem data through 24 sharp tools: free data tools, eight signed verdict decisions with free previews, and premium tools paid per call in USDC on Base.
// claude_desktop_config.json
{ "mcpServers": { "tensorfeed": { "command": "npx", "args": ["-y", "@tensorfeed/mcp-server"] } } }
That's it. Restart Claude Desktop and ask: *"What's happening in AI today?"* or *"Is Claude down right now?"*
Most AI agents have a knowledge cutoff in the past. This MCP server gives them a window into:
The premium tools are paid per call in USDC on Base. No subscription, no signup, no API key emails. Buy a few credits, get a bearer token, agent uses it. The whole thing is Agent Fair-Trade Agreement certified: code-enforced no-charge on errors, breaker, schema-fail, and stale data; Ed25519-signed receipts on every paid call.
Prefer not to run a local process? The same TensorFeed data is served from a hosted Streamable HTTP MCP endpoint with a curated 33-tool subset (31 free + 2 premium), and its premium tools are payable per call with nothing but a funded USDC wallet: no account, no signup, no API key.
| Surface | URL |
|---|---|
| Canonical endpoint | https://mcp.tensorfeed.ai/mcp |
| Same endpoint, legacy path | https://tensorfeed.ai/api/mcp |
| Strict x402 transport (for auto-pay wrappers) | https://mcp.tensorfeed.ai/mcp?x402=strict |
// Any MCP client with an HTTP transport
{ "mcpServers": { "tensorfeed": { "type": "http", "url": "https://mcp.tensorfeed.ai/mcp" } } }
GET the endpoint for machine-readable discovery info. POST a JSON-RPC 2.0 envelope for initialize, tools/list, tools/call, and ping. The hosted catalog leans broader than this stdio package (SEC EDGAR full-text search, openFDA, EIA energy data, USGS earthquakes, NWS weather alerts, AI papers, agent-ecosystem scans).
Paying hosted premium tools with a wallet (x402): route_verdict (the signed model-routing decision) and whats_new (the full AFTA-signed morning brief) cost 1 credit ($0.02 in USDC, Base or Solana) per call. Call the tool unpaid to receive the canonical x402 payment requirements (the accepts array), sign, and retry with the base64 payload in the payment argument, or send it as an X-PAYMENT header. x402 auto-pay client wrappers should use the strict URL: unpaid premium calls there return a real HTTP 402 with a PAYMENT-REQUIRED header, and settled responses carry a PAYMENT-RESPONSE header plus the AFTA-signed receipt. Bearer credits tokens work on the hosted endpoint too. No USDC yet? Free trial credits via a wallet signature at https://tensorfeed.ai/api/payment/trial-credits.
No token required for the data tools; the three account utilities are free but scoped to your token.
| Tool | Description |
|---|---|
get_ai_news | Latest AI news from 15+ sources (Anthropic, OpenAI, Google, TechCrunch, arXiv, more) in one feed |
find_tensorfeed_data | Discovery tool: describe a data need in plain language, get the best matching TensorFeed endpoints |
get_ai_status | Real time operational status of major AI services (Claude, OpenAI, Gemini, Mistral, Cohere, more) |
is_service_down | Check whether one named AI service is operational, degraded, or down, with component detail |
get_model_pricing | Cross provider AI model pricing: input/output price per 1M tokens, context window, release date |
account_status | Your token's credit balance plus recent per endpoint usage (requires token, free) |
list_watches | List the active webhook watches owned by your token (requires token, free) |
delete_watch | Delete one of your webhook watches by id (requires token, free) |
The rest of TensorFeed's 100+ endpoints stay reachable through find_tensorfeed_data, which returns the matching endpoint URLs your agent can call over plain HTTP.
Set TENSORFEED_TOKEN to enable paid calls. Two pricing mechanics, both visible in each tool's own description:
tier parameter: tier="preview" (default) is free at 10 calls per IP per day, tier="full" costs 1 credit ($0.02) and adds the full ranking plus an AFTA-signed receipt.days parameter: days 1 to 7 are free, days 8 to 90 are paid.| Tool | Cost | Description |
|---|---|---|
route_verdict | Preview free, full 1 credit | Signed best fit model decision fusing pricing, benchmarks, usage, latency, and incident state |
provider_reliability_verdict | Preview free, full 1 credit | Signed ruling on the most dependable and riskiest AI provider from TensorFeed's own latency probes |
x402_settlement_verdict | Preview free, full 1 credit | Signed verdict on x402 USDC settlement market momentum and concentration on Base |
x402_publisher_verdict | Preview free, full 1 credit | Signed trust verdict on one x402 publisher domain's settlement activity |
stack_safety_verdict | Preview free, full 1 credit | Deploy gate (BLOCK/HOLD/PASS/UNKNOWN) for an AI software stack against CVEs and CISA KEV |
benchmark_trust_verdict | Preview free, full 1 credit | Signed ruling on whether an AI benchmark is still trustworthy or saturated/contaminated |
failover_verdict | Preview free, full 1 credit | Signed ruling on the best operational provider to fail over to when one is degraded |
ssvc_verdict | Preview free, full 1 credit | Signed SSVC patch urgency decision for one CVE using the CISA SSVC decision tree |
pricing_series | Days 1-7 free, 8-90 1 credit | Daily price points for one AI model over a window, with min/max/delta summary |
benchmark_series | Days 1-7 free, 8-90 1 credit | Daily benchmark scores for one model and benchmark over a window |
status_uptime | Days 1-7 free, 8-90 1 credit | Daily uptime rollup for one provider with operational/degraded/down day counts |
status_leaderboard | Days 1-7 free, 8-90 3 credits | Cross provider uptime leaderboard ranked by uptime percent, from minute resolution counters |
whats_new | 1 credit | Everything that changed in AI recently: pricing moves, new models, incidents, top news |
compare_models | 1 credit | Side by side pricing, benchmarks, status, and news for 2 to 5 models with rankings |
provider_deepdive | 3 credits, strict premium | Everything about one AI provider: status, every model priced and benchmarked, news, traffic |
create_watch | 1 credit at registration | Register a webhook watch for a price change, status transition, digest, or rank threshold |
Buy credits in USDC on Base at tensorfeed.ai/developers/agent-payments. Volume tiers: 10% off at $5, 25% off at $30, 40% off at $200. First payment from a new wallet gets a 50-credit welcome bonus.
// claude_desktop_config.json — premium config
{ "mcpServers": { "tensorfeed": { "command": "npx", "args": ["-y", "@tensorfeed/mcp-server"], "env": { "TENSORFEED_TOKEN": "tf_live_..." } } } }
The same command + args + env block works in Claude Code, Cursor, Continue, Cline, Zed, and Goose. Anywhere that takes a stdio MCP server config, this drops in.
Run standalone for testing:
npx @tensorfeed/mcp-server
TENSORFEED_TOKEN=tf_live_... npx @tensorfeed/mcp-server
Free tier:
Premium tier (with TENSORFEED_TOKEN set):
This server speaks AFTA. Every paid call:
tensorfeed.ai/.well-known/tensorfeed-receipt-key.json/api/payment/no-charge-statsThe full standard is at tensorfeed.ai/agent-fair-trade. Manifest at /.well-known/agent-fair-trade.json.
All credit purchases are final per Section 17.5 of the Terms. Credits do not expire and are jointly redeemable on tensorfeed.ai and terminalfeed.io, so the safe pattern is to buy small ($1 USDC for 50 credits) and top up as call volume is calibrated. Premium access is unavailable in OFAC-sanctioned jurisdictions per Section 17.9.
All data comes from the TensorFeed.ai API, which aggregates 42 feeds across the AI ecosystem (news, pricing, benchmarks, status, GPU pricing, MCP registry growth, latency probes, agent traffic, AFTA adopters, training datasets, embodied AI, hardware, and more). A daily JSONL snapshot of the full corpus is published to Hugging Face at tensorfeed/ai-ecosystem-daily under an inference-only license.
If this server is useful to you, a star helps other agent builders find it. Thank you.
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