菜单
Use when searching, indexing, bulk-loading, or rebuilding indices on RI's Elasticsearch cluster (locked at 5.2) via ServiceLib.Elasticsearch.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Anthropic API rate limit handling - retry logic, backoff, throttling for batch workloads against Claude models
Use when building an automated test → issue → fix loop with Claude Code and GitHub issues — overnight auto-fixing, regression loops, self-healing CI.
Use when creating, editing, publishing, or deleting posts on Cyril's Workshop blog or the steponnopets.net devblog.
Use when writing or contributing a boofuzz network-protocol fuzzer in this repo — layout, formatting rules, and reading results.
Use when a task needs real-time control of a connected browser via the Browser Bridge Broker — submit JS jobs over HTTP that browsers eval and return.
Use when training a character LoRA (Chroma/Flux or Pony/SDXL) on a RunPod GPU and wiring it into the ComfyUI + pony_web render stack.
| name | Elasticsearch |
| description | Use when searching, indexing, bulk-loading, or rebuilding indices on RI's Elasticsearch cluster (locked at 5.2) via ServiceLib.Elasticsearch. |
The cluster runs Elasticsearch 5.2 and will not change. Use ES 5.2 API shapes: _type still exists in bulk metadata, hits.total is a plain int, and modern client libraries won't work. We do not use NEST — ServiceLib.Elasticsearch is a plain HttpClient wrapper over the REST API.
Working code in this folder: Elasticsearch.cs (the ServiceLib wrapper) and ElasticsearchService.cs (JordanPrice's use of it, including the full alias rebuild). Method-level detail: reference-wrapper.md.
dynamic (Newtonsoft) and navigated by property name: result.hits.hits[0]._source, null-safe with ?. and ?.ToString() ?? "". No typed models.$$"""...""") with interpolated values."Error" on failure rather than throwing — callers must check for it.DownloadIndex): 5000-doc batches, 1m timeout, and the scroll context is always cleared in a finally block — leaked scroll contexts hold resources on this old cluster.Zero-downtime full rebuild, proven in JordanPrice:
price_discount_20250116_123456price_discount in one _aliases call (remove price_discount_* + add new index)Architectural direction: the legacy Java codebase writes whole timestamped indices and flips aliases as above. RI's stated direction for new work is in-place overwrites and deletes instead of full rebuilds — prefer that for new services, but the alias pattern remains the proven fallback for full reloads.
ES 5.2 misroutes single-document operations addressed to an alias. The wrapper's DeAliasURL/ConcreteIndex resolve an alias to its concrete index first and build URLs as /{concrete_index}/{alias}/{id}. Any direct document PUT/DELETE against a name that might be an alias must go through this (see reference-wrapper.md).
BulkToJson builds the NDJSON body with an asymmetry that matters: action metadata lines are serialized keeping nulls, document lines ignoring nulls. Keep that split when touching bulk code — dropping nulls from metadata or including them in documents both cause subtle diffs against the legacy Java output.