* feat(examples): add OpenWebUI tool-server plugin (#1387) Adds examples/openwebui-plugin/ — a thin FastAPI server that exposes a curated set of OpenViking endpoints as OpenAPI tools. OpenWebUI auto- discovers them via /openapi.json and presents each as a callable tool to the LLM. Initial tool surface (7): ov_search, ov_recall_memories, ov_add_memory, ov_list_memories, ov_read_resource, ov_add_resource, ov_session_status. Configured entirely via environment variables (OV_ENDPOINT, OV_API_KEY, OV_ACCOUNT, OV_USER, OV_AGENT, OV_BIND). No local OV package dependency — pure HTTP client. Closes #1387 Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> * style: ruff format --------- Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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OpenViking Tool Server for Open WebUI
A standalone FastAPI server that exposes a curated subset of OpenViking endpoints as OpenAPI tools so Open WebUI can call them as native tools.
中文说明在下方 / Chinese instructions below.
What This Plugin Does
Open WebUI supports two integration mechanisms — Python "Functions" pasted into
its admin UI, and external OpenAPI tool servers auto-discovered from
/openapi.json. This plugin implements the second mechanism.
It is a thin translation layer: every tool route forwards a request to the corresponding OpenViking HTTP endpoint, attaches tenant headers, and returns the response. There is no business logic here — see the OpenViking server for that.
Tools Exposed
Seven curated tools, all auto-discovered by Open WebUI:
| Tool | OpenViking endpoint | Purpose |
|---|---|---|
ov_search |
POST /api/v1/search/find |
Semantic search across memories, resources, skills |
ov_recall_memories |
POST /api/v1/search/find (scoped to viking://user/memories/) |
Recall personal memories for the current query |
ov_add_memory |
POST /api/v1/content/write to viking://user/memories/<name> |
Persist a new memory |
ov_list_memories |
GET /api/v1/fs/ls?uri=viking://user/memories/ |
Browse the memories directory |
ov_read_resource |
GET /api/v1/content/read |
Read full text content of any viking:// URI |
ov_add_resource |
POST /api/v1/resources |
Ingest a remote URL or path-reachable file |
ov_session_status |
GET /api/v1/sessions/{id} |
Inspect counts and archive state of a session |
The list is intentionally small. Adding more is straightforward — see the Roadmap.
Quickstart
cd examples/openwebui-plugin
pip install -e .
OV_API_KEY=your-key python -m openviking_openwebui
The server listens on 0.0.0.0:8765 by default. You should see:
INFO: Uvicorn running on http://0.0.0.0:8765
Verify the OpenAPI spec is served:
curl http://localhost:8765/openapi.json | jq '.paths | keys'
Wiring Into Open WebUI
- Open WebUI → Settings → Tools → Add Tool Server.
- Paste the URL where this server is reachable, e.g.
http://localhost:8765. - Open WebUI fetches
/openapi.json, lists all seven tools, and presents them to the LLM as callable tools on every chat turn.
No copy-pasting Python files, no admin-panel uploads. The same tool server is reusable across any OpenAPI-aware client.
Configuration
All configuration is via environment variables:
| Variable | Default | Description |
|---|---|---|
OV_ENDPOINT |
http://localhost:1933 |
OpenViking server base URL |
OV_API_KEY |
(empty) | Bearer token sent as Authorization: Bearer … |
OV_ACCOUNT |
default |
Tenant — sent as X-OpenViking-Account |
OV_USER |
default |
User — sent as X-OpenViking-User |
OV_AGENT |
default |
Actor peer ID — sent as X-OpenViking-Actor-Peer |
OV_BIND |
0.0.0.0:8765 |
Host:port the tool server binds to |
OV_TIMEOUT |
30 |
HTTP timeout in seconds when calling OpenViking |
There is no config file. This is intentional — make the deployment unit one binary and one set of env vars.
Tool Reference
ov_search
Top-level semantic search. Takes {query, limit?, target_uri?, score_threshold?}
and returns {hits: [{uri, score, snippet?}], raw}. Use this when you want to
search across memories, resources, and skills together.
ov_recall_memories
Same as ov_search but target_uri is forced to viking://user/memories/,
so only personal memories are searched. Use this in chat to ask "what do you
remember about me re: X?".
ov_add_memory
Persists a memory. Takes {name, content, mode?, wait?} and writes
viking://user/memories/<name> via OpenViking's content write API. mode is
one of replace | append | create.
ov_list_memories
Lists entries directly under viking://user/memories/. Takes
{recursive?, limit?}.
ov_read_resource
Reads any viking:// URI's text content. Takes {uri, offset?, limit?}.
ov_add_resource
Triggers OpenViking ingestion of a remote URL or path the OV server can reach.
Takes {path, to?, parent?, reason?, instruction?, wait?}. Pure HTTP forward —
the OV server validates the source.
ov_session_status
Returns session metadata for a given session ID — message counts, archive
state, pending tokens. Takes {session_id}.
Tests
cd examples/openwebui-plugin
pip install -e ".[test]"
pytest tests -x -q
The test suite uses respx to mock the OpenViking HTTP layer, and asserts
each tool calls the correct upstream method/path/body and forwards tenant
headers verbatim.
Limitations
- No streaming. Open WebUI tools are request/response. Live transcript streaming is out of scope for this plugin.
- No file uploads.
ov_add_resourceaccepts a remote URL or a path the OV server can reach itself. To upload binary blobs, hit the OV server'stemp_uploadendpoint directly. - No write-side memory deletion / move tools. Read-mostly by design; users who want destructive operations should use the OV CLI.
- Single tenant per process. Tenant identity comes from env vars, so run
one tool server per
(account, user)pair if you need to multiplex. - No bundled Open WebUI instance. This is a tool server only — bring your own Open WebUI.
Roadmap
Adding a new tool is roughly:
- Add a Pydantic request model in
openviking_openwebui/tools.py. - Add a route handler decorated with
@router.post("/tools/<name>", operation_id="<name>"). - Forward to the OpenViking endpoint via
OVClient. - Add a test in
tests/test_tools.pymocking the upstream call.
Likely candidates the community might want next: ov_session_create,
ov_session_commit, ov_grep, ov_glob, ov_overview, ov_abstract.
Security
- Never commit
OV_API_KEYto source control. Pass it via the environment. - The tool server has no auth of its own — bind it to localhost or a private network, or front it with a proxy that enforces auth.
- Tenant identity is server-side trust: anyone with
OV_API_KEYand the rightX-OpenViking-Account/Userheaders can read that tenant's data. This matches OpenViking's standard trust model.
中文说明
这是一个独立的 FastAPI 服务,将 OpenViking 的一组核心 HTTP 端点封装为 OpenAPI 工具,供 Open WebUI 自动发现并调用。
它做什么
Open WebUI 支持两种工具集成方式:把 Python "Functions" 粘贴进管理后台,
或对接外部 OpenAPI 工具服务器(自动从 /openapi.json 发现工具)。
本插件实现第二种方式——纯 HTTP 转发,不重复实现任何业务逻辑。
暴露的 7 个工具
ov_search、ov_recall_memories、ov_add_memory、ov_list_memories、
ov_read_resource、ov_add_resource、ov_session_status。详见上方表格。
快速开始
cd examples/openwebui-plugin
pip install -e .
OV_API_KEY=your-key python -m openviking_openwebui
默认监听 0.0.0.0:8765。
接入 Open WebUI
进入 Open WebUI 的 设置 → 工具 → 添加工具服务器,粘贴
http://localhost:8765。Open WebUI 会自动读取 /openapi.json
并把全部 7 个工具暴露给模型。
环境变量
OV_ENDPOINT、OV_API_KEY、OV_ACCOUNT、OV_USER、OV_AGENT、OV_BIND、
OV_TIMEOUT。默认值与说明见上方英文表格。
测试
pip install -e ".[test]"
pytest tests -x -q
添加更多工具
- 在
openviking_openwebui/tools.py中添加 Pydantic 请求模型; - 添加路由 handler,设置
operation_id; - 通过
OVClient转发到对应 OpenViking 端点; - 在
tests/test_tools.py中加 mock 测试。