How do I install the Open Webui Foundation skill?

Run npx skillmds@latest add ryan-brosas/open-webui-foundation in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Open Webui Foundation safe to use?

This skill has not completed SkillMD's automated safety review yet. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Open Webui Foundation?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Open Webui Foundation free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Open Webui Foundation?

ryan-brosas (@ryan-brosas) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Open Webui Foundation by ryan-brosas

Name: Open Webui Foundation
Author: ryan-brosas

Open Webui Foundation

Use when porting open-webui's runtime-mutable config store, typed event bus, socket emitter/caller pair, hybrid RAG retrieval ladder, DB-stored plugin loader, filter inlet/outlet/stream pipeline, chat-stream machinery (agentic tool loop, tag scanner, delta coalescing, cancellation), built-in-tool authz gates, access-grants ACL plane, outbound provider-proxy plane (timeout ladders, Ollama error ladder, multi-backend routing, OpenAI/Azure/Responses normalization), file-to-knowledge ingest plane (upload admission, process bridge with knowledge auto-link, hash-dedup chunking kernel, embed-first/bind-later binding, transitive file ACL), inbound trust boundary (three-transport auth-token ladder, dual-mechanism JWT revocation, API-key gates on raw ASGI paths, hash-prefix password dispatch), or SDK-constrained MCP client lifecycle (construction-time SSL, pop_all ownership transfer, no-shield same-task teardown). Source code and direct tests are ground truth; references carry decisive excerpts and graph retrieval.

ryan-brosas cb3e062 32 files · 160.3 KB Updated Sep 17, 2026

File contents

open-webui: Extension Runtime & Realtime Services Foundation

Foundation contract

This is a cold, source-specific foundation, not an operational procedure. It is historical, revision-pinned evidence rather than timeless guidance. Current project source, tests, requirements, and runtime behavior outrank this projection and decide what ships.

Provenance and revision

Source record: open-webui; portable upstream identity, license, coverage caveats, and retrieval history are preserved in the index.
Recorded revision: main@01f4282f1ffe0d6212f58d3afbeae21fffd0c4be.
Full provenance, coverage caveats, boundaries, and preserved evidence: references/index.md.

Topic map

Representative topics: Config store; Event bus; Socket events; Hybrid retrieval; Plugin loader; Filter pipeline; Agentic tool loop; Stream tag scanner.
Scope and retrieval questions: references/index.md#use-this-for.
Complete capsule chooser: references/index.md#load-the-matching-source-dump.
Detailed grouped map: references/index.md#capsule-map.
Source limitations and portability boundaries: references/index.md#boundaries.

Retrieval

Open the index, choose one capsule matching the active question, and load only that capsule. Revalidate its cited source and revision before relying on it. Do not bulk-load the inventory, treat historical claims as current truth, or apply this foundation as a procedure.

---name: open-webui-foundationdescription: Use when porting open-webui's runtime-mutable config store, typed event bus, socket emitter/caller pair, hybrid RAG retrieval ladder, DB-stored plugin loader, filter inlet/outlet/stream pipeline, chat-stream machinery (agentic tool loop, tag scanner, delta coalescing, cancellation), built-in-tool authz gates, access-grants ACL plane, outbound provider-proxy plane (timeout ladders, Ollama error ladder, multi-backend routing, OpenAI/Azure/Responses normalization), file-to-knowledge ingest plane (upload admission, process bridge with knowledge auto-link, hash-dedup chunking kernel, embed-first/bind-later binding, transitive file ACL), inbound trust boundary (three-transport auth-token ladder, dual-mechanism JWT revocation, API-key gates on raw ASGI paths, hash-prefix password dispatch), or SDK-constrained MCP client lifecycle (construction-time SSL, pop_all ownership transfer, no-shield same-task teardown). Source code and direct tests are ground truth; references carry decisive excerpts and graph retrieval.---# open-webui: Extension Runtime & Realtime Services Foundation## Foundation contractThis is a cold, source-specific foundation, not an operational procedure. It ishistorical, revision-pinned evidence rather than timeless guidance. Currentproject source, tests, requirements, and runtime behavior outrank thisprojection and decide what ships.## Provenance and revision- Source record: `open-webui`; portable upstream identity, license, coverage caveats, and retrieval history are preserved in the index.- Recorded revision: `main@01f4282f1ffe0d6212f58d3afbeae21fffd0c4be`.- Full provenance, coverage caveats, boundaries, and preserved evidence: `references/index.md`.## Topic map- Representative topics: Config store; Event bus; Socket events; Hybrid retrieval; Plugin loader; Filter pipeline; Agentic tool loop; Stream tag scanner.- Scope and retrieval questions: `references/index.md#use-this-for`.- Complete capsule chooser: `references/index.md#load-the-matching-source-dump`.- Detailed grouped map: `references/index.md#capsule-map`.- Source limitations and portability boundaries: `references/index.md#boundaries`.## RetrievalOpen the index, choose one capsule matching the active question, and load onlythat capsule. Revalidate its cited source and revision before relying on it. Donot bulk-load the inventory, treat historical claims as current truth, or applythis foundation as a procedure.

Frequently asked questions