A post-retrieval temporal layer for RAG systems — validity filtering, time decay, document kind classification, and hybrid reranking in one pipeline.
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Updated
May 15, 2026 - Python
A post-retrieval temporal layer for RAG systems — validity filtering, time decay, document kind classification, and hybrid reranking in one pipeline.
a caching ocsp proxy. It accepts ocsp requests from any client, e.g. an ssl-webserver, and forwards the request to the corresponding ocsp responders or returns the ocsp response from cache. Can be used to mitigate unreliable ocsp responders that are, as required by murphy's law, always down when needed.
Your AGENTS.md is probably lying. Detect stale paths, dead npm scripts, outdated framework patterns, and context rot before they make your coding agents expensive and wrong.
CI, deploy, and queue status for your projects, surfaced as a bar widget in Omarchy (Quattro).
No longer developed. Last release 0.5.3 (MIT). FreshContext services: https://freshcontext.dev
CAN FD bus encryption, authentication and freshness.
Monitor a Grafana datasource against data becoming stale to detect data loss or other dropout conditions.
Validate retrieved context before AI agents act.
This repository contains the coding materials to reproduce the learning error curves of the paper "How Does Data Freshness Affect Real-time Supervised Learning ?".
Markdown vault management toolkit -- freshness, refactoring, indexing, and tags. Zero API dependency CLI for Obsidian vaults and knowledge bases.
PREMiSE coherence protocol and runtime for AI agents working with mutable external state.
KAUT — Knowledge Actualization Under Trust: self-maintaining, AI-first project knowledge for AI agents. Source-bound docs, git-computed freshness verdicts, a gated write path, zero dependencies, MCP server included.
Data freshness verification for AI agents. Probes endpoints for cache staleness, latency, TLS health, and content changes. CLI + MCP server + HTTP API.
Verified current-source search workflow for DeepSeek Harness
Temporal-awareness hook for tool-using LLMs — surfaces freshness verdicts on in-context data so stale information doesn't poison fresh reasoning. Adapters for Claude Code, Antigravity, and any generic harness.
Your scheduled job says exit 0 — prove it did the work. Three stdlib-only checks: output freshness, silent no-op detection, rollout proof by reading the fact back. Sanitized from a live agent fleet. Free, MIT.
Reads your MCP config, starts each server, runs a real initialize handshake and tools/list, checks GitHub for last push and archived status, and scores liveness and freshness 0-100. Zero runtime dependencies.
To associate your repository with the freshness topic, visit your repo's landing page and select "manage topics."