This release is a pre-release and may not be stable for production use.
onetick-llmbase
onetick-llmbase is the library behind onetick-mcp — the Model Context Protocol server for OneTick. It provides the retrieval/tool engine, the pgvector document-indexing pipeline, and the three tool categories the server exposes — Documentation search, Reference data, and OneTick queries.
Most users should install onetick-mcp directly. Install onetick-llmbase separately only if you are building a custom MCP server on top of this engine.
Documentation
Full documentation is part of the onetick-mcp package documentation.
Dependencies
- MCP / server:
fastmcp,starlette,click,httpx,pydantic-settings - Search & indexing:
langchain-core,langchain-classic,langchain-community,langchain-openai,langchain-postgres,langchain-text-splitters,tiktoken - Data:
SQLAlchemy,psycopg,alembic,pandas - OneTick access:
onetick-py[webapi] - Utilities:
more_itertools,python-slugify,tqdm,urllib3
Optional extras:
| Extra | Installs | When to use |
|---|---|---|
local-embeddings |
sentence-transformers, langchain-huggingface |
On-prem deployments with no external egress, or users who don't want to use OpenAI; set EMBEDDING_TYPE=sentence_transformer |
Install
pip install onetick-llmbase
Metadata
Release files for onetick-llmbase 0.30.0b2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| onetick_llmbase-0.30.0b2.tar.gz | 65.0 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| onetick_llmbase-0.30.0b2-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 149.5 kB
Release files / onetick_llmbase-0.30.0b2.tar.gz
| Download URL | onetick_llmbase-0.30.0b2.tar.gz |
|---|---|
| Size | 65.0 kB |
| Tags | Source |
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SHA-256 checksum How to use checksums |
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Release files / onetick_llmbase-0.30.0b2-py3-none-any.whl
| Download URL | onetick_llmbase-0.30.0b2-py3-none-any.whl |
|---|---|
| Size | 84.5 kB |
| Tags | Python 3 |
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SHA-256 checksum How to use checksums |
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