TensorFeed
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
| TENSORFEED_TOKEN | No | Token to enable paid tools. Buy credits at tensorfeed.ai/developers/agent-payments |
Capabilities
Features and capabilities supported by this server
| Capability | Details |
|---|---|
| tools | {
"listChanged": true
} |
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
| get_ai_newsA | Get the latest AI news articles from TensorFeed.ai. Aggregates from 15+ sources including Anthropic, OpenAI, Google, TechCrunch, The Verge, arXiv, and more. |
| get_ai_statusA | Get real-time operational status of major AI services (Claude, OpenAI, Gemini, Mistral, Cohere, Replicate, Hugging Face). |
| is_service_downB | Check if a specific AI service is currently down or experiencing issues. |
| get_model_pricingA | Get AI model pricing comparison across all major providers (Anthropic, OpenAI, Google, Meta, Mistral, Cohere). Prices per 1M tokens. |
| get_ai_todayB | Get a summary of what happened in AI today. Returns the top stories from the last 24 hours. |
| get_agent_activityA | Get live AI bot traffic on TensorFeed.ai. Returns today's bot hit count, the most recent 50 hits with bot name + endpoint + timestamp, and a derived top-bots breakdown. Useful when an agent wants to see which crawlers are pulling AI ecosystem data and how that distribution shifts. Free, no auth. |
| get_account_balanceA | Check the credit balance for the configured TensorFeed bearer token. Free, but requires TENSORFEED_TOKEN to be set. |
| get_account_usageA | Show per-endpoint usage for the configured TensorFeed token (last 100 calls aggregated). Free, but requires TENSORFEED_TOKEN. |
| premium_routingB | Get a ranked list of recommended AI models for a task with full score breakdown (quality, availability, cost, latency). Costs 1 credit. |
| pricing_seriesA | Daily price points for one AI model with min/max/delta summary. Default range = last 30 days, max 90 days. Costs 1 credit. |
| benchmark_seriesA | Score evolution for a single benchmark on one AI model. Costs 1 credit. Benchmark keys: swe_bench, mmlu_pro, gpqa_diamond, math, human_eval. |
| status_uptimeA | Daily uptime rollup for one provider with operational/degraded/down day counts and uptime % (degraded counts as half-credit). Costs 1 credit. |
| premium_agents_directoryB | Enriched AI agents catalog joined with live status, recent news, agent traffic, flagship pricing, and a 0-100 trending_score. Costs 1 credit. |
| whats_newA | Agent morning brief: pricing changes, new/removed models, status incidents, and top news from the last 1-7 days. The tool to call when your agent boots up. Costs 1 credit. |
| compare_modelsA | Side-by-side comparison of 2-5 AI models. Returns pricing, benchmarks (normalized to a union of keys with null for missing scores), provider status, and recent news per model, plus rankings (cheapest blended, most context, per-benchmark leaderboard). Costs 1 credit. |
| provider_deepdiveA | Everything about an AI provider in one call: live status, all models with pricing + tier + benchmark scores joined in, recent news mentions, and agent traffic. Costs 1 credit. Aggregation IS the value; doing this from free endpoints would take 4 round-trips. |
| cost_projectionA | Project the cost of a token-usage workload across 1-10 AI models. Returns daily/weekly/monthly/yearly totals per model and a ranking by cheapest monthly. Costs 1 credit. |
| news_searchA | Full-text search over the TensorFeed news article corpus with optional date range, provider, and category filters. Relevance scoring with recency boost. Costs 1 credit. |
| list_watchesA | List the active webhook watches owned by the configured TensorFeed token. Free, requires TENSORFEED_TOKEN. |
| create_price_watchA | Register a webhook watch on a model price change. Costs 1 credit. Watch lives 90 days. Each fire is an HMAC-signed POST to callback_url. |
| create_status_watchA | Register a webhook watch on a service status transition (e.g. anthropic becomes down). Costs 1 credit. Watch lives 90 days. |
| create_digest_watchA | Register a scheduled digest webhook that fires daily or weekly with a curated summary of pricing changes (regardless of whether anything dramatic happened). Costs 1 credit. Watch lives 90 days. Set-and-forget for agents that want a periodic snapshot without subscribing to realtime transitions. |
| delete_watchA | Delete one of your active webhook watches by id. Free, requires TENSORFEED_TOKEN. |
| mcp_registry_snapshotA | Today's summary of the official Model Context Protocol server registry. Returns total servers, by-status breakdown, top namespaces, and 1-day deltas (newly added, reactivated, deprecated). Captured daily at 9:30 AM UTC from registry.modelcontextprotocol.io. Useful when an agent wants to see how the MCP ecosystem is growing or detect freshly-deprecated servers it may be using. Free, no auth. |
| mcp_registry_seriesA | Multi-day series of MCP server registry growth and churn. Returns per-day total servers, active count, and daily added/removed counts across the requested window. The registry itself is open data, but a 30/90-day trend requires daily capture started weeks ago, which TensorFeed has been running. Costs 1 credit. |
Prompts
Interactive templates invoked by user choice
| Name | Description |
|---|---|
No prompts | |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
No resources | |
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