llamaindex SKILL.md skillA
llamaindex from znlgis/opengis-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add znlgis/opengis-skills/llamaindex@git:20261015.5c73bb3Pins git:20261015.5c73bb3 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- znlgis/opengis-skills
- Path
ai/llamaindex/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261015.5c73bb3, committed Oct 15, 2026
- Size
- 19,755 bytes
- Repository stars
- 70
- License
- MIT
Use when building RAG and agent applications over documents with LlamaIndex — SimpleDirectoryReader loading, node parsers, VectorStoreIndex with local or external vector stores (Chroma, PGVector, Qdrant), query engines and response modes, chat engines, RouterQueryEngine routing, event-driven Workflows, and FunctionAgent tool calling. Includes GIS use cases such as turning standards and GIS documents into a knowledge base. Covers llama-index 0.14.x (MIT, Python 3.10+).
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
> **项目地址：** <https://github.com/run-llama/llama_index> > > **官方文档：** <https://docs.llamaindex.ai/>（2026 年起 301 重定向至 <https://developers.llamaindex.ai/python/framework/>） > > **许可证：** MIT > **最新版本：** llama-index 0.14.25、llama-index-core 0.14.25（PyPI，2026-10；GitHub 最新 Release 标签为 `v0.14.25`，包按组件独立发版） ## 概述 LlamaIndex 是连接大语言模型与私有数据的 Python 框架，核心流程是把文档切分为节点（Node）、建立索引并对外暴露查询与对话接口。 - **数据加载**：`SimpleDirectoryReader` 等 Reader 把 PDF / Markdown / Word / 网页等解析为 `Document` - **切分**：`SentenceSplitter`、`TokenTextSplitter` 等 Node Parser 把 `Document` 切成带元数据的 `Node` - **索引**：`VectorStoreIndex` 建立向量索引，另有 `SummaryIndex`、`KeywordTableIndex` 等 - **存储**：`StorageContext` 统一挂载向量库、文档库、索引库，可持久化到磁盘或外部数据库 - **检索与合成**：Retriever 召回节点，Response Synthesizer 按响应模式（response_mode）合成答案 - **上层接口**：Query Engine（单轮）、Chat Engine（多轮）、Router（多路选择）、Workflows（事件驱动）、Agent（工具调用） 包拆分（2026-10，`pip install llama-index` 元包仅拉取以下四项）： | 包 | 内容 | 当前版本 | |------|------|---------| | llama-index | 元包：core + OpenAI LLM/嵌入集成 + nltk | 0.14.25 | | llama-index-core | 索引、检索、Workflows、Agent 等核心 | 0.14.25 | | llama-index-llms-openai | OpenAI / Azure LLM 集成 | 0.7.x | | llama-index-embeddings-openai | OpenAI 嵌入集成 | 0.6.x | …
Read the whole file at its exact version.
How to install
mdr add znlgis/opengis-skills/llamaindex@sha256:1f393e07a936ff74The line at the top of this page pins the label git:20261015.5c73bb3, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_cyld64gh4cdbz5iq)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 15, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (19755 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
znlgis/opengis-skills · 70 stars · license MIT · pushed 2026-10-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_cyld64gh4cdbz5iq GET https://markdownregistry.com/api/v1/resolve?ref=znlgis/opengis-skills/llamaindex GET https://markdownregistry.com/api/v1/blob/1f393e07a936ff746767d52286c497999963b9642b467fe74e1e0a743ea3b0e4
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
More from znlgis/opengis-skills
Every file in znlgis/opengis-skills