Individual skill
agentsop-multi-tenant-rag
Security-first SOP for multi-tenant RAG systems. Activate when a calling agent is building, reviewing, or debugging any retrieval pipeline whose vector store is shared across more than one user, organisation, workspace, customer, or permission scope. Encodes the single non-negotiable rule — **filter at the vector store query, never after retrieval / never after rerank** — together with the per-vendor query-time filter APIs (Pinecone namespaces + `$eq`/`$in`, Weaviate `multiTenancyConfig` + tenant handle, Qdrant `is_tenant` payload index + `Filter.must`, Chroma `where`, pgvector RLS), and the cross-framework adapters (LlamaIndex `MetadataFilters`, LangChain `filter=` dict). Frame the work as preventing CVE-2024-41892 / EchoLeak / Slack-AI-class cross-tenant leakage, not as "adding a filter for relevance".
skills/agentsop-multi-tenant-rag/SKILL.md
Source commit cf4376869e5f23f82404c3021a2a1315dfca318d
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Instructions only
- Last checked
- Nov 6, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 463
- Repository last updated
- Oct 24, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- agent-skill Repository topic
- skill-creation Repository topic
- ai-agent Repository topic
- llm-agent Repository topic
- skill-engineering Repository topic
- skill-generation Repository topic
- skill-pipeline Repository topic
- skill-construction Repository topic
- agent-skills Repository topic
- skill-acquisition Repository topic
- security Derived category
- testing Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 39,590 bytesSKILL.mdcore · 39,590 bytesSKILL.mdcore · 39,590 bytesSKILL.mdcore · 39,590 bytesSKILL.mdcore · 39,590 bytesSKILL.mdcore · 39,590 bytesSKILL.mdcore · 39,590 bytesSKILL.mdcore · 39,590 bytesSKILL.mdcore · 39,590 bytesSKILL.mdcore · 39,590 bytesSKILL.mdcore · 39,590 bytesSKILL.mdcore · 39,590 bytesSKILL.mdcore · 39,590 bytesSKILL.mdcore · 39,590 bytesSKILL.mdcore · 39,590 bytesSKILL.mdcore · 39,590 bytesintermediate/research_notes.mddoc · 4,630 bytesreferences/R1-vendor-filter-cheatsheet.mddoc · 10,013 bytesreferences/R2-cross-tenant-test-recipes.mddoc · 10,019 bytes
Read excerpt
# Multi-Tenant RAG · Security-First Isolation SOP
> Third-person operating model for a coder agent that owns retrieval correctness
> across tenant boundaries. The audience is the LLM agent writing or reviewing
> the code — not the end user.
> **One sentence**: *Isolation lives at the vector store query boundary, not
> at the model. Anything that reaches the LLM's context window has already
> leaked.*
---
## 1. 何时激活 (Activation Rules)