data-freshness

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

A vendor-neutral OpenTelemetry semantic convention for data staleness (data freshness), plus a Python SDK and Go Collector components.

Public environmental monitoring dashboard for Clear Lake, CA — integrating USGS hydrology, FHABS HAB reports, and OSM geospatial data

Official public repository for the paper "Data Freshness in Mixed-Memory Intermittently-Powered Systems"

Validate downloaded partner CSV/Parquet feeds locally after SFTP/S3, then alert on missed rolling receipts.

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.

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.

v2.2.18 — 论衡多 Agent 深度长文流水线：ClawHub scanner v2.2.16 findings 全修复（10/16 关闭）+ 设计文档拆分（M 门占位符机制 + image_generate 默认关闭 + QUICKSTART.md 警告 + 触发词收窄）+ 模板拆分 + M 门渐进式 + QUICKSTART.md + errors.md + 版本号自动化。八角色 T0-T8 + 三检索员并行 + M 机械化硬门 + F 失败模式 + 数据信任 3 档 + 修订回环 ≤2 轮。18 版本迭代。