Alpha Vantage
Overview
This skill provides a production-ready workflow for Alpha Vantage API usage: selecting the right endpoints, building validated requests, handling throttling/error responses, and preparing safe public/commercial deployment.
Quick Start
- Set API key:
export ALPHAVANTAGE_API_KEY=... - For endpoint/params, read
references/api_docs.md - For scriptable calls with retry/backoff, use
scripts/alpha_vantage_client.py - For public deployment, follow the
Deployment Guardrailssection before release
Workflow
- Classify request type:
- Price bars or latest price: time series functions
- Indicators (RSI, SMA, MACD, etc.): technical indicator functions
- Company info, earnings, statements: fundamentals
- FX/Crypto/Commodities/Macro: their dedicated function families
- Resolve mandatory parameters from
references/api_docs.md. - Build request with
function=...andapikey=.... - Parse response and branch for:
- HTTP error status
Error MessageNote(usually rate-limit/throttle condition)- Empty/partial payload
- If
Note/throttled, retry using exponential backoff with jitter. - Normalize output to a stable schema before downstream use.
Implementation Guidelines
Authentication
- Use
ALPHAVANTAGE_API_KEYenvironment variable by default. - Never hardcode keys in source, logs, prompts, or examples.
- Mask keys in debug output (show only short prefix/suffix).
Reliability and Rate Limits
- Treat responses containing
Noteas retriable throttle events. - Use bounded retries with exponential backoff and jitter.
- For multi-symbol jobs, queue calls and pace to plan limits.
- Cache stable responses (fundamentals, metadata) to reduce quota burn.
Response Validation
- Validate both transport and payload success.
- Handle string-encoded numbers safely (
float(...)/Decimalas needed). - Keep parser logic resilient to minor schema/key ordering changes.
Data Quality
- Preserve source timestamps/time zones from payload metadata.
- Do not infer adjusted/unadjusted semantics; use explicit functions.
- Record the function and params used for reproducibility/auditability.
Deployment Guardrails
Public/Commercial Readiness
- Review Alpha Vantage terms before public/commercial release: https://www.alphavantage.co/terms_of_service/
- Ensure your usage tier and traffic profile are aligned with your plan: https://www.alphavantage.co/premium/
- Do not redistribute restricted content if terms disallow it.
Security and Operations
- Store API keys in secret managers (or environment variables for local dev only).
- Add circuit-breaking and queue backpressure for upstream rate spikes.
- Instrument call counts, throttle rate, retry count, and error classes.
- Add alerting for sustained
Noteresponses and non-2xx response spikes.
Resources
references/
references/api_docs.mdcontains endpoint selection guidance and required parameters.
scripts/
scripts/alpha_vantage_client.pyprovides a reusable request wrapper with:- env-based auth
- timeout and retry logic
- throttle/error detection
- optional compact output