# humanlayer/advanced-context-engineering-for-coding-agents

> A repository about advanced context engineering for coding agents, but it has no README or description, so its exact purpose is unclear.

- Magnitude: 1.6 out of 10 — Steady
- Stars: 2,745 total · +6 stars measured 2026-10-20, 19:39–21:18 UTC, ≈ 7 by evening
- Star trust: star growth looks organic
- Category: AI agents · Created: 2025-08-29 · Last push: 2026-10-16
- GitHub: https://github.com/humanlayer/advanced-context-engineering-for-coding-agents · Page: https://gitnova.dev/en/r/humanlayer/advanced-context-engineering-for-coding-agents

## Useful for

- Explore the repository to understand its approach to context engineering for coding agents

## Why it’s here

- Star-counter measurements on 2026-10-20 (UTC), 19:39–21:18: 2739 → 2745 stars (+6). This is the change over that interval.
- Estimated end-of-day forecast: about +7 stars, using observed gains and the previous day.
- Hacker News: “SlopCodeBench 10/2026 – Opus 5.5, Astra wins overall, xhigh considered harmful” — 85 points, 5 days ago.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 211
- Issues and pull requests: 4
- Watchers: 63
- Average over the last week: 4 per day
- Usual pace: 3 per day
- Stars in the last hour (measured): 4

## Stars per day, last 30 days (oldest → newest, today is partial)

2026-09-21 … 2026-10-20: 0, 1, 3, 3, 5, 4, 3, 1, 2, 6, 1, 1, 3, 5, 3, 2, 4, 5, 2, 4, 2, 5, 6, 2, 4, 1, 1, 5, 5, 6

## Hacker News

- SlopCodeBench 10/2026 – Opus 5.5, Astra wins overall, xhigh considered harmful — 85 points, 27 comments: https://news.ycombinator.com/item?id=50108717

## Spotted in now

- Spotted on Hacker News

## More in this category

1. **google-research/harness2** — 9.8 · Breakout · AI agents · Python · +3,295 stars measured 2026-10-20, 00:22–21:08 UTC, ≈ 3,711 by evening
   A framework for recursive optimization of AI agent harnesses (prompts, tools, memory, skills) without fine-tuning model weights, with JobBench, LAB and WorkBuddy-Bench benchmarks.
   Full card: https://gitnova.dev/en/r/google-research/harness2.md
2. **MadsLorentzen/ai-job-search** — 9.3 · Breakout · AI agents · Python · +3,062 stars measured 2026-10-20, 00:22–21:08 UTC, ≈ 3,444 by evening
   A job application framework built on Claude Code: evaluates postings, tailors CVs, and writes cover letters. Runs locally, focused on the Danish job market.
   Full card: https://gitnova.dev/en/r/MadsLorentzen/ai-job-search.md
3. **anomalyco/opencode** — 7.8 · Breakout · AI agents · TypeScript · +1,000 stars measured 2026-10-20, 00:22–21:08 UTC, ≈ 1,124 by evening
   Open source AI coding agent with terminal and desktop interfaces. Ships with a build agent (full edit and command access) and a read-only plan agent for code analysis.
   Full card: https://gitnova.dev/en/r/anomalyco/opencode.md
4. **JoasASantos/REA-Prompts** — 7.7 · Early signal · AI agents · +755 stars measured 2026-10-20, 05:55–21:08 UTC, ≈ 839 by evening
   A curated collection of prompts for using REA (Reverse Engineer Anything) with AI coding agents to inspect binaries, firmware, kernels, games, APKs, Electron apps and websites. Covers installation, feature tracing, cloning, vulnerability…
   Full card: https://gitnova.dev/en/r/JoasASantos/REA-Prompts.md
5. **xerj-org/xerj** — 7.6 · Breakout · AI agents · Rust · +1,875 stars measured 2026-10-20, 00:22–21:08 UTC, ≈ 2,105 by evening
   A local Rust search engine that auto-indexes folders of code, docs, logs and PDFs so AI agents retrieve exact passages instead of reading whole files. Elasticsearch-compatible and cuts token usage for agents.
   Full card: https://gitnova.dev/en/r/xerj-org/xerj.md

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-10-20 21:22 UTC, updated every 30 minutes.