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- Manual import
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- Extract archive
- Prerequisites
- OpenClaw
- Primary doc
- SKILL.md
Tencent SkillHub · Productivity
Gprophet Api
AI-driven stock and crypto price predictions, technical analysis, market sentiment, and deep analysis across US, CN, HK markets and cryptocurrencies via API.
skill openclawclawhub Free
AI-driven stock and crypto price predictions, technical analysis, market sentiment, and deep analysis across US, CN, HK markets and cryptocurrencies via API.
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Trust & source
Release facts
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- Tencent SkillHub
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- 1.0.6
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Documentation
G-Prophet AI Skills Documentation
Stock prediction and market analysis capabilities for AI agents
Overview
G-Prophet is an AI-powered stock prediction platform that exposes its core capabilities through an external API for other AI agent systems. It supports global markets (China A-shares, US stocks, HK stocks, Crypto) and provides AI prediction, technical analysis, market sentiment, and deep analysis Skills.
Basic Information
ItemDescriptionAPI Base URLhttps://www.gprophet.com/api/external/v1AuthenticationX-API-Key headerKey Formatgp_sk_ prefix (e.g. gp_sk_[REDACTED]_a1b2c3...)Response FormatJSONBillingPoints-based, each call consumes corresponding points
Authentication
All requests must include an API Key in the HTTP header: X-API-Key: gp_sk_[REDACTED]_your_api_key_here API Keys can be created in the G-Prophet platform under "Settings → API Key Management".
Security Recommendations
Store API keys in environment variables (GPROPHET_API_KEY), not in code Use test/limited-scope keys for development and evaluation Monitor usage and billing regularly at https://www.gprophet.com/dashboard Rotate keys periodically and revoke compromised keys immediately Never commit API keys to version control or share them publicly
Rate Limiting
All API requests are subject to per-key rate limiting (fixed window, per minute). HeaderDescriptionX-RateLimit-LimitMaximum requests allowed per minuteX-RateLimit-RemainingRemaining requests in current windowX-RateLimit-ResetSeconds until the rate limit window resets Default limit is 60 requests per minute per API Key. When exceeded, the API returns HTTP 429: { "success": false, "error": { "code": "RATE_LIMITED", "message": "Rate limit exceeded. Max 60 requests per minute.", "details": { "limit_per_minute": 60, "retry_after_seconds": 45 } } } The response includes a Retry-After header indicating how many seconds to wait.
Quota Management
Each API Key has configurable daily and monthly call quotas. Quota = 0 means unlimited. When quota is exceeded, the API returns HTTP 429: { "success": false, "error": { "code": "QUOTA_EXCEEDED", "message": "Daily quota exceeded (100/100)", "details": { "resolution": "Upgrade your plan or wait for quota reset." } } } Check your current quota usage via GET /account/balance.
Success Response
{ "success": true, "data": { ... }, "metadata": { "request_id": "req_abc123", "timestamp": "2026-02-18T10:30:00Z", "processing_time_ms": 1250, "api_version": "v1" }, "error": null }
Error Response
Errors return the appropriate HTTP status code (401, 402, 403, 404, 429, 500, 503) along with a JSON body: { "success": false, "data": null, "metadata": { ... }, "error": { "code": "INVALID_SYMBOL", "message": "Stock symbol 'XXXXX' not found", "details": {} } }
Insufficient Points Response (402)
When points are insufficient, the API returns a detailed 402 response with actionable guidance: { "success": false, "error": { "code": "INSUFFICIENT_POINTS", "message": "Insufficient points. Required: 20, available: 5.", "details": { "required": 20, "available": 5, "shortage": 15, "resolution": { "actions": [ { "action": "register", "url": "https://gprophet.com/register" }, { "action": "recharge", "url": "https://gprophet.com/membership" }, { "action": "subscribe", "url": "https://gprophet.com/membership" } ] } } } }
Points Cost
SkillEndpointPoints/CallStock PredictionPOST /predictions/predictCN 10, HK 15, US 20, Crypto 20Algorithm ComparePOST /predictions/compareSingle prediction cost × number of algorithmsQuoteGET /market-data/quote5HistoryGET /market-data/history5SearchGET /market-data/search5Batch QuotePOST /market-data/batch-quote5 × number of symbolsTechnical AnalysisPOST /technical/analyze5Fear & Greed IndexGET /sentiment/fear-greed5Market OverviewGET /sentiment/market-overview5AI Stock AnalysisPOST /analysis/stock58Deep AnalysisPOST /analysis/comprehensive150Task PollingGET /analysis/task/{task_id}0 (free)Account BalanceGET /account/balance0 (free)Usage StatisticsGET /account/usage0 (free)API InfoGET /info0 (free)
Skill 1: Stock Price Prediction
Predict future stock/cryptocurrency price movements using AI algorithms. Supports G-Prophet2026V1, LSTM, Transformer, and more.
POST /predictions/predict
Request Body (JSON): ParameterTypeRequiredDefaultDescriptionsymbolstring✅-Stock/crypto ticker (e.g. AAPL, 600519, BTCUSDT)marketstring✅-Market code: US, CN, HK, CRYPTOdaysintegerNo7Prediction days, range 1-30algorithmstringNoautoAlgorithm: auto, gprophet2026v1, lstm, transformer, random_forest, ensemble Example Request: curl -X POST "https://www.gprophet.com/api/external/v1/predictions/predict" \ -H "X-API-Key: gp_sk_[REDACTED]_your_key" \ -H "Content-Type: application/json" \ -d '{"symbol": "AAPL", "market": "US", "days": 7, "algorithm": "auto"}' Example Response: { "success": true, "data": { "symbol": "AAPL", "name": "Apple Inc.", "market": "US", "current_price": 185.50, "predicted_price": 191.20, "change_percent": 3.07, "direction": "up", "confidence": 0.78, "prediction_days": 7, "algorithm_used": "gprophet2026v1", "data_quality": { "completeness": 1.0, "anomaly_count": 82, "missing_values": 0, "overall_score": 80 }, "points_consumed": 20 } }
POST /predictions/compare
Multi-algorithm comparison prediction. Returns results from each algorithm and the best recommendation. Points cost = single prediction cost × number of algorithms. Request Body (JSON): ParameterTypeRequiredDefaultDescriptionsymbolstring✅-Stock/crypto tickermarketstring✅-Market code: US, CN, HK, CRYPTOdaysintegerNo5Prediction days, range 1-30algorithmsstring[]No["gprophet2026v1","lstm","transformer","ensemble"]Algorithm list, max 6 Example Request: curl -X POST "https://www.gprophet.com/api/external/v1/predictions/compare" \ -H "X-API-Key: gp_sk_[REDACTED]_your_key" \ -H "Content-Type: application/json" \ -d '{"symbol": "TSLA", "market": "US", "days": 5, "algorithms": ["gprophet2026v1", "lstm", "transformer"]}' Example Response: { "success": true, "data": { "symbol": "TSLA", "name": "Tesla Inc.", "market": "US", "current_price": 245.00, "prediction_days": 5, "results": [ { "algorithm": "gprophet2026v1", "predicted_price": 252.30, "change_percent": 2.98, "direction": "up", "confidence": 0.82, "success": true }, { "algorithm": "lstm", "predicted_price": 248.10, "change_percent": 1.27, "direction": "up", "confidence": 0.71, "success": true } ], "best_algorithm": "gprophet2026v1", "consensus_direction": "up", "average_predicted_price": 250.20, "points_consumed": 60 } }
Skill 2: Market Data
Get real-time quotes, historical OHLCV data, search for stocks/crypto, and batch quotes. Each call costs 5 points (batch = 5 × count).
GET /market-data/quote
Get real-time quote. Query Parameters: ParameterTypeRequiredDescriptionsymbolstring✅Stock/crypto tickermarketstring✅Market code: US, CN, HK, CRYPTO Example Request: curl "https://www.gprophet.com/api/external/v1/market-data/quote?symbol=AAPL&market=US" \ -H "X-API-Key: gp_sk_[REDACTED]_your_key" Example Response: { "success": true, "data": { "symbol": "AAPL", "market": "US", "name": "Apple Inc.", "price": 185.50, "open": 183.90, "high": 186.80, "low": 183.20, "volume": 52340000, "previous_close": 183.20, "change": 2.30, "change_percent": 1.26, "points_consumed": 5 } }
GET /market-data/history
Get historical OHLCV candlestick data. Query Parameters: ParameterTypeRequiredDefaultDescriptionsymbolstring✅-Stock/crypto tickermarketstring✅-Market codeperiodstringNo3mTime range: 1w, 1m, 3m, 6m, 1y, 2y Example Request: curl "https://www.gprophet.com/api/external/v1/market-data/history?symbol=AAPL&market=US&period=3m" \ -H "X-API-Key: gp_sk_[REDACTED]_your_key" Example Response: { "success": true, "data": { "symbol": "AAPL", "market": "US", "period": "3m", "data_points": 63, "history": [ { "date": "2025-12-01", "open": 178.50, "high": 180.20, "low": 177.80, "close": 179.90, "volume": 48500000 } ], "points_consumed": 5 } }
GET /market-data/search
Search for stocks/crypto by keyword. Query Parameters: ParameterTypeRequiredDefaultDescriptionkeywordstring✅-Search keywordmarketstringNoUSMarket codelimitintegerNo10Result count, range 1-50 Example Request: curl "https://www.gprophet.com/api/external/v1/market-data/search?keyword=apple&market=US&limit=5" \ -H "X-API-Key: gp_sk_[REDACTED]_your_key"
POST /market-data/batch-quote
Get quotes for multiple symbols in a single request. Max 20 symbols. Cost = 5 points × number of symbols. Request Body (JSON): ParameterTypeRequiredDescriptionsymbolsstring[]✅List of stock/crypto tickers (max 20)marketstring✅Market code: US, CN, HK, CRYPTO Example Request: curl -X POST "https://www.gprophet.com/api/external/v1/market-data/batch-quote" \ -H "X-API-Key: gp_sk_[REDACTED]_your_key" \ -H "Content-Type: application/json" \ -d '{"symbols": ["AAPL", "TSLA", "GOOGL"], "market": "US"}' Example Response: { "success": true, "data": { "market": "US", "count": 3, "successful": 3, "results": [ { "symbol": "AAPL", "name": "Apple Inc.", "success": true, "price": 185.50, "change": 2.30, "change_percent": 1.26 }, { "symbol": "TSLA", "name": "Tesla Inc.", "success": true, "price": 245.00, "change": -3.20, "change_percent": -1.29 }, { "symbol": "GOOGL", "name": "Alphabet Inc.", "success": true, "price": 142.80, "change": 1.10, "change_percent": 0.78 } ], "points_consumed": 15 } }
Skill 3: Technical Analysis
Calculate technical indicators and generate trading signals for a given stock. Each call costs 5 points.
POST /technical/analyze
Request Body (JSON): ParameterTypeRequiredDefaultDescriptionsymbolstring✅-Stock/crypto tickermarketstring✅-Market code: US, CN, HK, CRYPTOindicatorsstring[]No["rsi","macd","bollinger","kdj"]Indicators: rsi, macd, bollinger, kdj, sma, ema Example Request: curl -X POST "https://www.gprophet.com/api/external/v1/technical/analyze" \ -H "X-API-Key: gp_sk_[REDACTED]_your_key" \ -H "Content-Type: application/json" \ -d '{"symbol": "AAPL", "market": "US", "indicators": ["rsi", "macd", "bollinger", "kdj"]}' Example Response: { "success": true, "data": { "symbol": "AAPL", "market": "US", "current_price": 185.50, "indicators": { "rsi_14": { "value": 55.3, "signal": "neutral" }, "macd": { "macd": 1.25, "signal": 0.98, "histogram": 0.27, "signal_type": "bullish" }, "bollinger": { "upper": 192.0, "middle": 185.0, "lower": 178.0, "position": 0.54 }, "kdj": { "k": 65.2, "d": 58.7, "j": 78.2 } }, "signals": [ { "type": "bullish", "indicator": "MACD" }, { "type": "neutral", "indicator": "RSI" } ], "overall_signal": "bullish", "signal_strength": 0.5, "points_consumed": 5 } }
Skill 4: Market Sentiment
Get market sentiment data including Fear & Greed Index and market overview. Each call costs 5 points.
GET /sentiment/fear-greed
Get the crypto market Fear & Greed Index. Query Parameters: ParameterTypeRequiredDefaultDescriptiondaysintegerNo1History days, 1=current only, range 1-365 Example Request: curl "https://www.gprophet.com/api/external/v1/sentiment/fear-greed?days=1" \ -H "X-API-Key: gp_sk_[REDACTED]_your_key" Example Response: { "success": true, "data": { "value": 72, "classification": "greed", "previous_value": 68, "change": 4, "points_consumed": 5 } }
GET /sentiment/market-overview
Get comprehensive market overview (breadth, hot sectors, major indices). Query Parameters: ParameterTypeRequiredDefaultDescriptionmarketstringNoCNMarket code: CN, US Example Request: curl "https://www.gprophet.com/api/external/v1/sentiment/market-overview?market=CN" \ -H "X-API-Key: gp_sk_[REDACTED]_your_key"
Skill 5: AI Stock Analysis (Async)
Single-stock AI analysis report using LLM. Costs 58 points. Supports CN, US, CRYPTO markets. ⚠️ Async Mode: Analysis typically takes 15-60 seconds, so this endpoint uses async mode. POST /analysis/stock → Returns task_id immediately GET /analysis/task/{task_id} → Poll for status; get results when status=completed Recommended polling interval: 5 seconds. Max wait: 5 minutes.
POST /analysis/stock
Submit a stock analysis task. Returns task ID immediately. Request Body (JSON): ParameterTypeRequiredDefaultDescriptionsymbolstring✅-Stock/crypto tickermarketstring✅-Market code: US, CN, CRYPTOlocalestringNozh-CNReport language: zh-CN, en-UScallback_urlstringNo-Webhook URL; results are POSTed on completion Example Request: curl -X POST "https://www.gprophet.com/api/external/v1/analysis/stock" \ -H "X-API-Key: gp_sk_[REDACTED]_your_key" \ -H "Content-Type: application/json" \ -d '{"symbol": "AAPL", "market": "US", "locale": "en-US"}' Example Response (immediate): { "success": true, "data": { "task_id": "task_abc123def456", "symbol": "AAPL", "market": "US", "status": "pending", "points_consumed": 58, "poll_url": "/api/external/v1/analysis/task/task_abc123def456", "callback_url": null, "message": "Stock analysis started. Poll the task URL every 5 seconds for results." } }
Skill 6: Deep Analysis (Async)
Multi-agent collaborative deep analysis evaluating stocks from 5 dimensions: technical, fundamental, capital flow, sentiment, and macro environment. Costs 150 points. ⚠️ Async Mode: Deep analysis typically takes 30-120 seconds, so this endpoint uses async mode. POST /analysis/comprehensive → Returns task_id immediately GET /analysis/task/{task_id} → Poll for status; get results when status=completed Recommended polling interval: 5 seconds. Max wait: 5 minutes.
POST /analysis/comprehensive
Submit a deep analysis task. Returns task ID immediately. Request Body (JSON): ParameterTypeRequiredDefaultDescriptionsymbolstring✅-Stock/crypto tickermarketstring✅-Market code: US, CN, HK, CRYPTOlocalestringNozh-CNReport language: zh-CN, en-UScallback_urlstringNo-Webhook URL; results are POSTed on completion Example Request: curl -X POST "https://www.gprophet.com/api/external/v1/analysis/comprehensive" \ -H "X-API-Key: gp_sk_[REDACTED]_your_key" \ -H "Content-Type: application/json" \ -d '{"symbol": "AAPL", "market": "US", "locale": "en-US"}' Example Response (immediate): { "success": true, "data": { "task_id": "task_abc123def456", "symbol": "AAPL", "market": "US", "status": "pending", "points_consumed": 150, "poll_url": "/api/external/v1/analysis/task/task_abc123def456", "callback_url": null, "message": "Analysis started. Poll the task URL every 5 seconds for results." } }
Webhook Callback
Both /analysis/stock and /analysis/comprehensive accept an optional callback_url parameter. When provided, the API will POST the task result to that URL upon completion or failure: Callback Payload (success): { "task_id": "task_abc123def456", "status": "completed", "result": { ... } } Callback Payload (failure): { "task_id": "task_abc123def456", "status": "failed", "error": "Analysis service timeout" }
GET /analysis/task/{task_id}
Poll analysis task status and results. Path Parameters: ParameterTypeDescriptiontask_idstringTask ID returned by analysis endpoints Status Flow: pending → running (progress 0-100) → completed / failed Example Response (completed): { "success": true, "data": { "task_id": "task_abc123def456", "status": "completed", "progress": 100, "message": "Analysis completed", "result": { "symbol": "AAPL", "asset_type": "stock_us", "analysis": { "overall_rating": "bullish", "confidence": 0.75, "agents": { "technical": { "rating": "bullish", "confidence": 0.80 }, "fundamental": { "rating": "neutral", "confidence": 0.65 }, "capital_flow": { "rating": "bullish", "confidence": 0.70 }, "sentiment": { "rating": "neutral", "confidence": 0.60 }, "macro": { "rating": "cautious", "confidence": 0.55 } }, "final_recommendation": "Short-term bullish, consider buying on dips", "risk_level": "medium" } }, "error": null } }
GET /account/balance
Check current API Key's points balance and quota usage. Free, no points consumed. Example Request: curl "https://www.gprophet.com/api/external/v1/account/balance" \ -H "X-API-Key: gp_sk_[REDACTED]_your_key" Example Response: { "success": true, "data": { "available_points": 1250, "key_name": "My Trading Bot", "key_prefix": "gp_sk_abc", "scopes": ["predictions", "market_data", "technical", "sentiment", "analysis"], "rate_limit_per_minute": 60, "daily_quota": 1000, "daily_used": 42, "monthly_quota": 0, "monthly_used": 856 } }
GET /account/usage
Get call history statistics for the current API Key. Free, no points consumed. Query Parameters: ParameterTypeRequiredDefaultDescriptiondaysintegerNo7History days, range 1-90 Example Request: curl "https://www.gprophet.com/api/external/v1/account/usage?days=7" \ -H "X-API-Key: gp_sk_[REDACTED]_your_key" Example Response: { "success": true, "data": { "key_prefix": "gp_sk_abc", "period_days": 7, "daily": [ { "date": "2026-03-09", "total_calls": 85, "success_calls": 82, "avg_response_ms": 1250 } ], "by_endpoint": [ { "endpoint": "/api/external/v1/predictions/predict", "calls": 45 }, { "endpoint": "/api/external/v1/market-data/quote", "calls": 30 } ] } }
GET /info
Get API metadata: supported markets, algorithms, pricing table, authentication info. Free, no points consumed. Example Request: curl "https://www.gprophet.com/api/external/v1/info" \ -H "X-API-Key: gp_sk_[REDACTED]_your_key"
Error Codes
CodeHTTP StatusDescriptionMISSING_API_KEY401Missing X-API-Key headerINVALID_KEY_FORMAT401Invalid API Key format (must start with gp_sk_)INVALID_API_KEY401Invalid API KeyAPI_KEY_DISABLED403API Key has been disabledAPI_KEY_EXPIRED403API Key has expiredINSUFFICIENT_SCOPE403API Key lacks permission for this SkillINSUFFICIENT_POINTS402Insufficient pointsPOINTS_DEDUCTION_FAILED500Failed to deduct pointsOWNER_NOT_FOUND403API Key owner account not foundRATE_LIMITED429Request frequency exceeded per-minute limitQUOTA_EXCEEDED429Daily or monthly call quota exhaustedINVALID_MARKET400Unsupported market codeUNSUPPORTED_MARKET400Market not supported for this endpointSYMBOL_NOT_FOUND404Stock/crypto ticker not foundNO_DATA404Unable to retrieve dataTOO_MANY_ALGORITHMS400Too many algorithms (max 6)PREDICTION_FAILED500Prediction service errorANALYSIS_FAILED500Analysis service errorTASK_NOT_FOUND404Async task not found or expiredFORBIDDEN403Access denied (e.g. querying another user's task)DATA_UNAVAILABLE503Data source temporarily unavailableINTERNAL_ERROR500Internal service error
MCP Tools Definitions
MCP (Model Context Protocol) tool definitions for use with Claude, Kiro, and other MCP-compatible agents:
gprophet_predict
{ "name": "gprophet_predict", "description": "Predict stock/crypto price using AI. Markets: US, CN, HK, CRYPTO. Algorithms: auto, gprophet2026v1, lstm, transformer, random_forest, ensemble. IMPORTANT: The response includes 'symbol', 'name' (official stock name), and 'market' fields — always use these values directly, never infer or fabricate the stock name from the symbol.", "inputSchema": { "type": "object", "properties": { "symbol": { "type": "string", "description": "Stock/crypto symbol (e.g., AAPL, 600519, BTCUSDT)" }, "market": { "type": "string", "enum": ["US", "CN", "HK", "CRYPTO"] }, "days": { "type": "integer", "minimum": 1, "maximum": 30, "default": 7 }, "algorithm": { "type": "string", "default": "auto" } }, "required": ["symbol", "market"] } }
gprophet_quote
{ "name": "gprophet_quote", "description": "Get real-time stock/crypto quote.", "inputSchema": { "type": "object", "properties": { "symbol": { "type": "string", "description": "Stock/crypto symbol" }, "market": { "type": "string", "enum": ["US", "CN", "HK", "CRYPTO"] } }, "required": ["symbol", "market"] } }
gprophet_batch_quote
{ "name": "gprophet_batch_quote", "description": "Get quotes for multiple symbols at once (max 20). Cost = 5 points × number of symbols.", "inputSchema": { "type": "object", "properties": { "symbols": { "type": "array", "items": { "type": "string" }, "description": "List of symbols (max 20)" }, "market": { "type": "string", "enum": ["US", "CN", "HK", "CRYPTO"] } }, "required": ["symbols", "market"] } }
gprophet_history
{ "name": "gprophet_history", "description": "Get historical OHLCV price data.", "inputSchema": { "type": "object", "properties": { "symbol": { "type": "string" }, "market": { "type": "string", "enum": ["US", "CN", "HK", "CRYPTO"] }, "period": { "type": "string", "enum": ["1w", "1m", "3m", "6m", "1y", "2y"], "default": "3m" } }, "required": ["symbol", "market"] } }
gprophet_search
{ "name": "gprophet_search", "description": "Search for stocks/crypto by keyword.", "inputSchema": { "type": "object", "properties": { "keyword": { "type": "string" }, "market": { "type": "string", "enum": ["US", "CN", "HK", "CRYPTO"], "default": "US" }, "limit": { "type": "integer", "minimum": 1, "maximum": 50, "default": 10 } }, "required": ["keyword"] } }
gprophet_technical
{ "name": "gprophet_technical", "description": "Calculate technical indicators (RSI, MACD, Bollinger, KDJ, SMA, EMA) and generate trading signals.", "inputSchema": { "type": "object", "properties": { "symbol": { "type": "string" }, "market": { "type": "string", "enum": ["US", "CN", "HK", "CRYPTO"] }, "indicators": { "type": "array", "items": { "type": "string", "enum": ["rsi", "macd", "bollinger", "kdj", "sma", "ema"] }, "default": ["rsi", "macd", "bollinger", "kdj"] } }, "required": ["symbol", "market"] } }
gprophet_fear_greed
{ "name": "gprophet_fear_greed", "description": "Get crypto market Fear & Greed Index.", "inputSchema": { "type": "object", "properties": { "days": { "type": "integer", "minimum": 1, "maximum": 365, "default": 1 } } } }
gprophet_market_overview
{ "name": "gprophet_market_overview", "description": "Get market overview: breadth, hot concepts, major indices.", "inputSchema": { "type": "object", "properties": { "market": { "type": "string", "enum": ["CN", "US"], "default": "CN" } } } }
gprophet_analyze_stock
{ "name": "gprophet_analyze_stock", "description": "Run AI stock analysis report (58 points, async). Returns task_id for polling via gprophet_task_status. Supports US, CN, CRYPTO markets.", "inputSchema": { "type": "object", "properties": { "symbol": { "type": "string" }, "market": { "type": "string", "enum": ["US", "CN", "CRYPTO"] }, "locale": { "type": "string", "enum": ["zh-CN", "en-US"], "default": "en-US" } }, "required": ["symbol", "market"] } }
gprophet_analyze_comprehensive
{ "name": "gprophet_analyze_comprehensive", "description": "Run multi-agent comprehensive analysis (150 points, async). Returns task_id for polling via gprophet_task_status. Evaluates from 5 dimensions: technical, fundamental, capital flow, sentiment, macro.", "inputSchema": { "type": "object", "properties": { "symbol": { "type": "string" }, "market": { "type": "string", "enum": ["US", "CN", "HK", "CRYPTO"] }, "locale": { "type": "string", "enum": ["zh-CN", "en-US"], "default": "en-US" } }, "required": ["symbol", "market"] } }
gprophet_task_status
{ "name": "gprophet_task_status", "description": "Check the status of an async analysis task. Poll every 5 seconds until status is 'completed' or 'failed'.", "inputSchema": { "type": "object", "properties": { "task_id": { "type": "string", "description": "Task ID returned by analysis endpoints" } }, "required": ["task_id"] } }
gprophet_balance
{ "name": "gprophet_balance", "description": "Check current points balance, quota usage, and API key info. Free.", "inputSchema": { "type": "object", "properties": {}, "required": [] } }
gprophet_info
{ "name": "gprophet_info", "description": "Get API metadata: supported markets, algorithms, pricing table. Free.", "inputSchema": { "type": "object", "properties": {}, "required": [] } }
Typical Prediction Flow
1. Call gprophet_predict to get prediction results (sync, typically 5-30 seconds) 2. Use data.direction and data.confidence to assess the trend 3. Optional: Call gprophet_technical for technical confirmation
Typical Stock Analysis Flow
1. Call gprophet_analyze_stock to submit analysis task → get task_id 2. Poll gprophet_task_status every 5 seconds 3. When status = "completed", read the analysis report from result 4. When status = "failed", read the failure reason from error
Typical Deep Analysis Flow
1. Call gprophet_analyze_comprehensive to submit analysis task → get task_id 2. Poll gprophet_task_status every 5 seconds 3. When status = "completed", read the full report from result.analysis 4. When status = "failed", read the failure reason from error
Webhook Integration Flow
1. Call POST /analysis/stock or /analysis/comprehensive with callback_url 2. Continue processing other tasks (no need to poll) 3. Receive POST to your callback_url when task completes or fails 4. Verify task_id and process the result
Agent Integration Tips
Search before predicting: If unsure about a ticker, use gprophet_search to confirm first Combine skills: Prediction + Technical Analysis + Sentiment = more comprehensive judgment Points management: Use gprophet_balance to check points before expensive operations Batch operations: Use gprophet_batch_quote instead of multiple single quotes to save API calls Error handling: Check the success field; on failure, refer to error.code for retry logic Rate limiting: Respect X-RateLimit-Remaining header; back off when approaching 0 Webhooks: Use callback_url for analysis tasks to avoid polling overhead
Python SDK
Install the official Python SDK for easier integration: pip install gprophet from gprophet import GProphet client = GProphet(api_key="gp_sk_...") # Predict stock price result = client.predict("AAPL", market="US", days=7) # Batch quote quotes = client.batch_quote(["AAPL", "TSLA", "GOOGL"], market="US") # Stock analysis (auto-polls until complete) analysis = client.analyze_stock("AAPL", market="US", wait=True) # Check balance balance = client.balance()
MCP Server
Run the standalone MCP server for AI agent integration: { "mcpServers": { "gprophet": { "command": "python", "args": ["path/to/gprophet_mcp_server.py"], "env": { "GPROPHET_API_KEY": "gp_sk_..." } } } }
Supported Market Codes
CodeMarketTicker FormatExample TickersCNChina A-shares6-digit number. 6xxxxx=Shanghai, 0/3xxxxx=Shenzhen600519, 000001, 300750USUS StocksAlphabetic ticker symbolAAPL, TSLA, GOOGL, MSFTHKHong Kong StocksNumeric code (no zero-padding needed)700, 9988, 1810, 3007CRYPTOCryptocurrencyTrading pair (ending in USDT)BTCUSDT, ETHUSDT, SOLUSDT ⚠️ A-share Ticker Notes: A-share tickers are 6-digit numbers; different prefixes indicate different exchanges/boards 6xxxxx = Shanghai Stock Exchange (Main Board / STAR Market) 0xxxxx = Shenzhen Stock Exchange (Main Board / SME Board) 3xxxxx = Shenzhen Stock Exchange (ChiNext / Growth Enterprise Market) Make sure to pass the correct 6-digit code, e.g. 600986 and 000001 are different stocks
Supported Prediction Algorithms
AlgorithmDescriptionautoAutomatically select the best algorithmgprophet2026v1G-Prophet2026V1 proprietary model (recommended)lstmLong Short-Term Memory networktransformerTransformer modelrandom_forestRandom ForestensembleEnsemble learning (multi-algorithm fusion)
Category context
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Source: Tencent SkillHub
Largest current source with strong distribution and engagement signals.
Package contents
Included in package
3 Docs1 Config
- SKILL.md
- CHANGELOG.md
- README.md
- _meta.json