此 MCP 可以做什么
Aggregates real-time feeds covering crypto, macroeconomics, forex, prediction markets, earthquakes, weather, AI trends, infrastructure status, and research-oriented world-state summaries.
功能
工具
27
工具
tf_ai_stack_cves
Current AI-software-stack CVE pulse: total advisories, exploited-in-the-wild count, severity and category breakdown, and the single top CVE headline, filtered to the AI stack (inference servers, agent frameworks, training libs, vector DBs, model gateways and SDKs, MCP tools). The full per-CVE list (affected version ranges, fixed versions, advisory source URLs) is premium on tensorfeed.ai at 1 credit; credits are cross-redeemable with terminalfeed.io. Source: GitHub Advisory Database plus vendor advisories, CC BY 4.0.
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{'type': 'object', 'required': [], 'properties': {}}
tf_briefing
Fetches a real-time world-state snapshot composed from BTC ticker, Fear and Greed Index, recent earthquakes (USGS), top Hacker News story count, and ISS crew. Returns JSON. No auth required. Cache TTL 60s. Use when the agent needs a quick global pulse before deciding what to investigate.
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{'type': 'object', 'required': [], 'properties': {}}
tf_btc_price
Fetches the current Bitcoin price in USD with 24h change, high, low, and volume. Source: Binance, then Coinbase, then Kraken, with CoinLore for aggregate volume and market cap. Cache TTL 15s. No auth required. Use for crypto trading decisions or when the agent needs a fresh BTC quote.
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{'type': 'object', 'required': [], 'properties': {}}
tf_climate_earthquakes
Fetches USGS pre-built summary feeds with selectable magnitude bucket (significant, 4.5, 2.5, 1.0, all) and period (hour, day, week, month). Returns flattened list (id, magnitude, place, time ISO 8601, depth_km, lat, lon, tsunami flag, USGS detail URL). Cache TTL scales with feed window (60s for hour, up to 900s for month). US Government public domain. Use when the agent needs more granular control than tf_earthquakes.
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{'type': 'object', 'required': [], 'properties': {'period': {'type': 'string', 'maxLength': 100, 'description': 'Period bucket: hour, day, week, month. Default day.'}, 'magnitude': {'type': 'string', 'maxLength': 100, 'description': 'Magnitude bucket: significant, 4.5, 2.5, 1.0, all. Default 2.5.'}}}
tf_climate_weather_alerts
Fetches active alerts from api.weather.gov filtered by area (2-letter state code), exact NWS event name, severity, urgency, and status. Returns id, event, severity, urgency, certainty, headline, description, areaDesc, sent/effective/expires/ends, sender_name, web URL. 60s cache. US Government public domain. US-only coverage. Use for situational awareness on active weather hazards.
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{'type': 'object', 'required': [], 'properties': {'area': {'type': 'string', 'maxLength': 200, 'description': '2-letter US state code, e.g. CA, NY. Optional.'}, 'event': {'type': 'string', 'maxLength': 200, 'description': 'Exact NWS event name, e.g. "Tornado Warning", "Heat Advisory". Optional.'}, 'limit': {'type': 'number', 'description': '1..100, default 50.'}, 'status': {'type': 'string', 'maxLength': 100, 'description': 'Actual | Exercise | System | Test | Draft. Optional.'}, 'urgency': {'type': 'string', 'maxLength': 100, 'description': 'Immediate | Expected | Future | Past | Unknown. Optional.'}, 'severity': {'type': 'string', 'maxLength': 100, 'description': 'Extreme | Severe | Moderate | Minor | Unknown. Optional.'}}}
tf_crypto_movers
Fetches the top 15 cryptocurrencies sorted by 24h price change. Includes price, market cap, and percentage move. Source: CoinGecko/CoinLore. Cache TTL 30s. Use when the agent needs to surface notable crypto market moves.
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{'type': 'object', 'required': [], 'properties': {}}
tf_earthquakes
Fetches recent earthquakes magnitude 2.5 or greater from USGS. Returns count and most recent quake details (magnitude, place, time). Cache TTL 2min. Use for disaster monitoring or when the agent needs current seismic activity.
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{'type': 'object', 'required': [], 'properties': {}}
tf_economic_data
Fetches latest FRED economic indicators: Fed funds rate, CPI, unemployment rate, GDP growth. Cache TTL 1h. Use when the agent needs current US macro indicators. For deeper macro (treasury yields, forex, commodities, indices) use tf_premium_macro.
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{'type': 'object', 'required': [], 'properties': {}}
tf_fear_greed
Fetches the current Crypto Fear and Greed Index value (0-100) with classification label (Extreme Fear, Fear, Neutral, Greed, Extreme Greed). Source: Alternative.me. Cache TTL 5min. Use as a sentiment signal for crypto trading decisions.
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{'type': 'object', 'required': [], 'properties': {}}
tf_forex
Fetches current foreign exchange rates with USD as base for 16 major currencies (EUR, GBP, JPY, CAD, AUD, CHF, CNY, INR, MXN, BRL, KRW, SGD, HKD, SEK, NOK, NZD). Source: Frankfurter (ECB-based). Cache TTL 5min. Use for currency conversion or FX-aware decisions.
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{'type': 'object', 'required': [], 'properties': {}}
tf_harnesses
Returns a snapshot of the public Terminal-Bench leaderboards, revisions 4.0 and 2.1. Each row pairs one harness with one model and carries the upstream 95% confidence interval. Same model can score very differently on different harnesses; that gap is the value-add. The two revisions are NOT comparable: 4.0 is the current, harder board, 2.1 is the older and largely saturated one, and a pair in the high seventies on 2.1 can land in the twenties on 4.0. Pass ?view=summary for the current-board ranking plus biggest harness gaps; ?view=gaps for full per-model harness deltas; ?view=combined for the current board normalized to its top score; ?view=raw (default) for the full benchmark/result graph. Source: hand-curated from the upstream board at tbench.ai. Cache TTL 12h. Use when the agent needs to recommend a harness/model combo or explain why two agents using the same model perform differently.
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{'type': 'object', 'required': [], 'properties': {'view': {'enum': ['raw', 'summary', 'gaps', 'combined'], 'type': 'string', 'maxLength': 100, 'description': 'Output shape; default raw'}}}
tf_hf_trending
Fetches the top 15 trending HuggingFace models sorted by likes in the last 7 days. Each item includes id (author/name), likes, downloads, pipeline tag, and url. Source: huggingface.co/api/models. Cache TTL 10min. Use when the agent needs to surface what the open-source AI community is paying attention to right now.
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{'type': 'object', 'required': [], 'properties': {}}
tf_payment_balance
GET endpoint that returns remaining credits for the bearer token in the Authorization header. Requires Authorization: Bearer tf_live_<64-char-hex>. Costs 0 credits. Use to monitor agent budget.
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{'type': 'object', 'required': [], 'properties': {}}
tf_payment_buy_credits
POST endpoint that returns the published USDC wallet address (0x549c82e6bfc54bdae9a2073744cbc2af5d1fc6d1 on Base mainnet), a unique memo, and a quote tying the dollar amount to credits at $1 USDC = 50 credits. Use as the first step when the agent needs to buy credits to access /api/pro/* endpoints.
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{'type': 'object', 'required': [], 'properties': {'amount_usd': {'type': 'number', 'description': 'USDC amount to convert. Minimum $1 = 50 credits.'}}}
tf_payment_confirm
POST endpoint that verifies an on-chain Base mainnet USDC transfer to the published wallet and returns a bearer token (tf_live_<64-char-hex>) plus credit count. Use after the agent has sent USDC, with the tx hash and the memo from tf_payment_buy_credits. The returned token is cross-redeemable on tensorfeed.ai.
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{'type': 'object', 'required': [], 'properties': {'nonce': {'type': 'string', 'maxLength': 200, 'description': 'The memo string returned from tf_payment_buy_credits (optional but recommended).'}, 'tx_hash': {'type': 'string', 'maxLength': 200, 'description': 'On-chain Base mainnet USDC transaction hash.'}}}
tf_payment_history
GET endpoint that returns confirmed USDC purchases (tx_hash, amount_usd, credits_added, block_number, confirmed_at) plus current balance and totals for the bearer token. Requires Authorization: Bearer tf_live_<64-char-hex>. Costs 0 credits. Tokens minted before the ledger existed return current_balance with purchases: [].
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{'type': 'object', 'required': [], 'properties': {}}
tf_predictions
Fetches active Polymarket prediction markets sorted by 24h volume. Each market includes question, outcomes, and volume. Cache TTL 60s. Use when the agent needs market-implied probabilities on world events (elections, sports, macro).
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{'type': 'object', 'required': [], 'properties': {}}
tf_premium_agent_context
The "always start here" premium call for autonomous agents. Composes multiple public/gov upstream sources into a curated world-state snapshot: Fed funds rate, USD-base forex (EUR/JPY/GBP/CHF), HN front page top 5, significant earthquakes 24h, upcoming space launches, top Polymarket markets, and infrastructure status (GitHub, Cloudflare, OpenAI, Anthropic). Returns BOTH a structured JSON `context` object for parsers AND a pre-formatted `system_prompt` string the agent pastes verbatim into its LLM context. Saves the agent from making many separate calls and writing a formatter. Curation choice (which signals matter, how to compress them) is the moat. Costs 2 credits ($0.04 USDC). 5-min cache. Bearer auth required. Note: crypto (BTC, Fear and Greed) and VIX legs were removed 2026-07-23 for market-data licensing compliance.
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{'type': 'object', 'required': [], 'properties': {}}
tf_premium_briefing
Premium version of tf_briefing. Adds Polymarket prediction markets to the standard briefing payload and supports section filtering via ?include=. Covers earthquakes, Hacker News, humans in space, space launches, and prediction markets. Costs 1 credit ($0.02 USDC). Requires Authorization: Bearer tf_live_<64-char-hex>. Use when the agent needs prediction-market context in addition to the basic snapshot. Strict premium, no free trial. Free basic version (without predictions) available at tf_briefing (no auth required). Note: crypto legs (BTC price, Fear and Greed) were removed 2026-07-23 for market-data licensing compliance.
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{'type': 'object', 'required': [], 'properties': {'include': {'type': 'string', 'maxLength': 500, 'description': 'Comma-separated subset of sections: earthquakes, hackernews, humans-in-space, launches, predictions. Omit for all sections.'}}}
tf_premium_correlation_matrix
Pre-computed macro correlation matrix for AI trading and portfolio agents. Returns 30-day Pearson correlations on daily simple returns for 4 FRED series (US gov, public domain): 10Y treasury yield, 2Y treasury yield, trade-weighted USD index, and WTI crude oil. Output includes both a pairs array (sorted by absolute r descending) and an NxN matrix object for easy lookup. Each pair tagged with relationship strength (negligible / weak / moderate / strong) and direction (positive / negative). Costs 2 credits ($0.04 USDC). 30-min cache. Bearer auth required. Note: crypto and equity legs were removed 2026-07-23 for market-data licensing compliance.
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{'type': 'object', 'required': [], 'properties': {}}
tf_premium_feed_reliability
Premium reliability breakdown. For every monitored feed, a 0-100 composite reliability score with subscores (uptime, availability, staleness rate, dark rate), a sample-size trust tier, and a low_coverage flag, scored from rolling ok/stale/dark counts probed every 5 minutes. Ranked, with low-sample feeds parked separately. captured_at is the monitor real check time, so a stalled monitor (>48h) no-charges. The free preview is GET /api/feed-reliability (top-line table, no auth); this paid tier adds the signed receipt and the full per-feed breakdown. Costs 2 credits ($0.04 USDC). Requires Authorization: Bearer tf_live_<64-char-hex>.
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{'type': 'object', 'required': [], 'properties': {}}
tf_premium_feed_reliability_history
Premium reliability history. Returns the daily composite-reliability time-series for one feed (param feed, e.g. btc-price), with optional from/to date bounds (YYYY-MM-DD, query window capped at 365 days). Immutable past data; an empty range no-charges. Use the free GET /api/feed-reliability for current feed ids. Costs 2 credits ($0.04 USDC). Requires Authorization: Bearer tf_live_<64-char-hex>.
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{'type': 'object', 'required': [], 'properties': {'to': {'type': 'string', 'maxLength': 200, 'description': 'upper bound YYYY-MM-DD (optional)'}, 'feed': {'type': 'string', 'maxLength': 200, 'description': 'feed id, e.g. btc-price'}, 'from': {'type': 'string', 'maxLength': 200, 'description': 'lower bound YYYY-MM-DD (optional)'}}}
tf_premium_github_velocity
Composed GitHub developer-attention snapshot. Returns top 30 repos created in the last 7 days sorted by stars (with stars-per-day, language, topics, license, owner type, AI/ML focus flag), top 15 AI/ML-focused active repos (topic:llm with commits in the last 30 days), language and topic aggregates, and the AI/ML share of trending. Source: GitHub Search API. Costs 2 credits ($0.04 USDC). 30-min cache. Bearer auth required.
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{'type': 'object', 'required': [], 'properties': {}}
tf_premium_macro
Premium composed macroeconomic snapshot in one HTTP call. Includes FRED economic series (Fed rate, CPI, unemployment, GDP growth, 10-year treasury), 4 USD-base forex pairs (EUR, JPY, GBP, CHF) via Frankfurter, and oil/natural gas via FRED. All sources are public/gov (FRED, US government, public domain) or ECB reference rates (Frankfurter). Costs 2 credits ($0.04 USDC). Requires Authorization: Bearer tf_live_<64-char-hex>. Optional ?history=30d adds 30-day historical series. Note: US equity indices (SPY/DIA/QQQ), VIX, and gold were removed 2026-07-23 (Finnhub/Kraken are not licensed for commercial redistribution).
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{'type': 'object', 'required': [], 'properties': {'history': {'enum': ['30d'], 'type': 'string', 'maxLength': 100, 'description': 'When set to 30d, FRED entries include a series array of 30 daily observations and forex.series is populated.'}}}
tf_premium_world_deltas
Premium event-stream endpoint for monitor agents. Aggregates time-stamped events from 4 sources into one time-sorted feed: USGS earthquakes M4.0+, Hacker News new stories via Algolia, recently updated Polymarket markets, and space launches in [-1h, +12h] window. Accepts ?since=<ISO timestamp> (defaults 1h ago, clamped to 1h cache horizon). Each event has type, timestamp, severity, and structured data. Saves an agent from polling 5 separate upstream feeds and merging client-side. Costs 2 credits ($0.04 USDC). Bearer auth required. 1-hour rolling cache; sub-second when warm.
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{'type': 'object', 'required': [], 'properties': {'since': {'type': 'string', 'maxLength': 200, 'description': 'ISO 8601 timestamp. Returns events newer than this. Defaults to 1 hour ago. Clamped to 1 hour ago if older.'}}}
tf_service_status
Fetches operational status of major dev infrastructure (GitHub, Cloudflare, Discord, OpenAI, Vercel, npm, Reddit, Atlassian, Anthropic). Cache TTL 60s. Use when the agent needs to know if a dependency is up or to explain a recent outage.
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{'type': 'object', 'required': [], 'properties': {}}
tf_solana_network
Fetches live Solana mainnet network metrics: current transactions-per-second (most recent 60s sample), 3-sample average TPS, current slot, average slot time in ms, and epoch progress percentage. Source: solana-rpc.publicnode.com (getRecentPerformanceSamples + getSlot + getEpochInfo). Cache TTL 30s. Use when the agent needs to assess Solana network throughput or congestion.
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{'type': 'object', 'required': [], 'properties': {}}
历史
近期工具变更
已更改
tf_btc_price
2026年9月23日 02:47
已更改
tf_btc_price
2026年9月21日 02:54
已添加
tf_payment_history
2026年9月17日 12:49
已添加
tf_payment_balance
2026年9月17日 12:49
已添加
tf_payment_confirm
2026年9月17日 12:49
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tf_payment_buy_credits
2026年9月17日 12:49
已添加
tf_premium_world_deltas
2026年9月17日 12:49
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tf_premium_agent_context
2026年9月17日 12:49
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tf_premium_correlation_matrix
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tf_premium_feed_reliability_history
2026年9月17日 12:49
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tf_premium_feed_reliability
2026年9月17日 12:49
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tf_premium_github_velocity
2026年9月17日 12:49
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tf_premium_macro
2026年9月17日 12:49
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tf_premium_briefing
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tf_ai_stack_cves
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tf_solana_network
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tf_harnesses
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tf_hf_trending
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tf_forex
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tf_economic_data
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tf_service_status
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tf_climate_weather_alerts
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tf_climate_earthquakes
2026年9月17日 12:49
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tf_earthquakes
2026年9月17日 12:49
已添加
tf_predictions
2026年9月17日 12:49
已添加
tf_crypto_movers
2026年9月17日 12:49
已添加
tf_fear_greed
2026年9月17日 12:49
已添加
tf_btc_price
2026年9月17日 12:49
已添加
tf_briefing
2026年9月17日 12:49
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