Data freshness verification for AI agents. Probes endpoints for cache staleness, latency, TLS health, and content changes. CLI + MCP server + HTTP API.
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Updated
Apr 2, 2026 - Go
Data freshness verification for AI agents. Probes endpoints for cache staleness, latency, TLS health, and content changes. CLI + MCP server + HTTP API.
Use API caching in API Gateway to cache your responses. Reduce calls made to backend and improve latency of requests to your API
Public environmental monitoring dashboard for Clear Lake, CA — integrating USGS hydrology, FHABS HAB reports, and OSM geospatial data
A vendor-neutral OpenTelemetry semantic convention for data staleness (data freshness), plus a Python SDK and Go Collector components.
Official public repository for the paper "Data Freshness in Mixed-Memory Intermittently-Powered Systems"
通用深度长文引擎(学术论文/商业评论/行业分析/公众号深度长文):八角色 T0-T8 + 三检索员并行 T1∥T2∥T6 + 三角验证 + M 机械硬门 + F 失败模式防御 + 批判伙伴 T8 + 修订回环≤2轮 + 数据信任3档 + 阶段闸门 T2.5/T5.5 + 内联引用支持 + 版本升级自审门 v2.2.8(7门机械化+按需加载模式+精简SKILL.md -37%/审计员卡 -77%/M门合并完整版,主流程读取 tokens -31%)。论衡哲学:独立角色+机械化门 > 自我复核
Learns each dataset's own arrival distribution instead of applying one fixed freshness rule to everything: 86% fewer false alarms than an "alert if not loaded by 07:00" rule at 99.4% detection, plus lineage-aware alert suppression and per-dashboard trust scores. DuckDB, Python, Airflow-shaped, zero cloud credentials.
Declarative, scheduled refresh pipeline for map data: pull GeoJSON/JSON/CSV from HTTP APIs, files or SQL, transform and validate it, detect real changes with an order-stable content hash, and emit a freshness manifest plus a stale-data badge. Includes a composite GitHub Action that rebuilds only when the data moved.
Validate downloaded partner CSV/Parquet feeds locally after SFTP/S3, then alert on missed rolling receipts.
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