TensorFeed MCP Server

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 plus 14 premium tools paid 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?"

Why this exists

Most AI agents have a knowledge cutoff in the past. This MCP server gives them a window into:

• What's broken right now in the AI stack (Anthropic, OpenAI, Google, Mistral, others)
• What's new in the last 24 hours across 36+ news sources
• Current model pricing across every major provider
• Live AI bot traffic to a real production site (who's crawling, who's buying tokens)
• Smart model routing ("which model is best for THIS task right now")
• Cost projection before you commit to a workload
• Webhook watches that fire when a price changes or a service drops

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.

Free tools

No token required. Connect and use immediately.

Tool	Description
get_ai_news	Latest AI news from 36+ sources, filterable by category
get_ai_status	Real-time status of Claude, OpenAI, Gemini, Mistral, and more
is_service_down	Check if a specific AI service is down
get_model_pricing	Compare pricing across all major AI model providers
get_ai_today	Summary of top AI stories from the last 24 hours
get_agent_activity	Live AI bot traffic on TensorFeed.ai with top-bot breakdown
mcp_registry_snapshot	Today's count + churn of the official MCP server registry
probe_latest	Last 24h of measured LLM endpoint latency per provider (TTFB / total p50/p95/p99). Measured, not self-reported

Premium tools

Set TENSORFEED_TOKEN to enable. Tools are 1 credit each ($0.02 at base rate, less with volume bundles). Watches are also 1 credit at registration; reads/lists/deletes are free for the owning token.

Tool	Description
premium_routing	Top-N ranked AI model recommendations for a task with full score breakdown
pricing_series	Daily price points for one model with min/max/delta summary
benchmark_series	Score evolution for a benchmark on one model
status_uptime	Daily uptime % for one provider with incident-day list
premium_agents_directory	Enriched agents catalog with live status, news, traffic, trending score
news_search	Full-text news search with date/provider/category filters and relevance scoring
cost_projection	Project workload cost across 1-10 AI models with 4 time horizons
provider_deepdive	One provider's full profile: status, models, pricing, benchmarks, news
compare_models	Side-by-side comparison of 2-5 models with normalized benchmarks
whats_new	Agent morning brief: pricing changes, incidents, top news from last 1-7 days
mcp_registry_series	Multi-day MCP registry growth and churn series, 90-day max range
probe_series	Daily SLA series for one LLM provider, 90-day max range
create_price_watch	Register a webhook watch on a model price change
create_status_watch	Register a webhook watch on a service status transition
create_digest_watch	Register a daily/weekly pricing-digest webhook
list_watches, delete_watch, get_account_balance, get_account_usage	Free token-scoped utilities

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_..."
      }
    }
  }
}

Setup with other MCP clients

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
# with premium tools enabled:
TENSORFEED_TOKEN=tf_live_... npx @tensorfeed/mcp-server

Example queries

Free tier:

• "What's happening in AI today?"
• "Is Claude down right now?"
• "Compare pricing between Claude Opus and GPT-4o"
• "What's the latency on Anthropic's API right now?"
• "Which AI bots are most active on the web today?"

Premium tier (with TENSORFEED_TOKEN set):

• "Recommend the cheapest AI model for code generation under $5 per million tokens"
• "Show the price history of Claude Opus 4.7 over the last 30 days"
• "What's Anthropic's uptime this month?"
• "Project monthly cost if we send 10M input + 2M output tokens/day to Claude Sonnet 4.6"
• "Set up a webhook to fire when GPT-5 pricing changes"
• "Give me a morning brief on what changed in AI in the last 24 hours"

Agent Fair-Trade Agreement

This server speaks AFTA. Every paid call:

• Returns no charge on 5xx, circuit breaker trip, schema validation failure, or stale data (older than the endpoint's published SLA)
• Returns an Ed25519-signed receipt your agent can verify against the public key at tensorfeed.ai/.well-known/tensorfeed-receipt-key.json
• Logs the no-charge event to a public ledger at /api/payment/no-charge-stats
• Honors a 100-call/min burn-rate breaker so a bug in your loop can't drain the wallet

The full standard is at tensorfeed.ai/agent-fair-trade. Manifest at /.well-known/agent-fair-trade.json.

Refunds, sanctions, terms

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.

Data source

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.

Star this repo

If this server is useful to you, a star helps other agent builders find it. Thank you.

Links

• TensorFeed.ai: https://tensorfeed.ai
• API reference: https://tensorfeed.ai/developers
• Premium / payments: https://tensorfeed.ai/developers/agent-payments
• AFTA standard: https://tensorfeed.ai/agent-fair-trade
• Hugging Face dataset: https://huggingface.co/datasets/tensorfeed/ai-ecosystem-daily
• npm package: https://www.npmjs.com/package/@tensorfeed/mcp-server
• Companion package, on-chain x402 verifier: https://www.npmjs.com/package/@tensorfeed/x402-base-mcp
• MCP registry: https://registry.modelcontextprotocol.io/v0/servers/ai.tensorfeed/mcp-server
• Sister site (real-time data dashboard): https://terminalfeed.io
• Issues / feature requests: https://github.com/RipperMercs/tensorfeed-mcp/issues

License

MIT. Built by TensorFeed.ai.