Vibe-Trading is a natural-language finance research AI agent (FastAPI + ReAct agent backend, Vite+React frontend, vectorized daily and options backtesting). This guide covers contribution governance: the Developer Certificate of Origin (DCO) sign-off requirement, the reviewer checklist for Alpha Zoo factor contributions, and the quickstart for adding a new alpha.
For general project setup (pip install -e ".[dev]", dev servers,
pytest --ignore=agent/tests/e2e_backtest), see the README. For bug reports
and feature requests, use the GitHub issue templates.
Every commit in a community pull request MUST carry a Signed-off-by:
trailer. We do not require a CLA — the DCO is a lightweight per-commit
attestation that you wrote the code or have the right to submit it under
the project's MIT license. Maintainer-direct commits to main are not
subject to the trailer requirement (the maintainer's authorship is
already attested by the commit's author field), but community PRs are.
Sign your commits with -s:
git commit -s -m "feat(factors): add gtja191 alpha 042"This appends a trailer like:
Signed-off-by: Your Name <you@example.com>
PRs without a Signed-off-by: on every commit will be asked to rebase and
resign. To fix an unsigned series, run
git rebase --signoff <base-branch> and force-push the branch.
Developer Certificate of Origin
Version 1.1
Copyright (C) 2004, 2006 The Linux Foundation and its contributors.
1 Letterman Drive
Suite D4700
San Francisco, CA, 94129
Everyone is permitted to copy and distribute verbatim copies of this
license document, but changing it is not allowed.
Developer's Certificate of Origin 1.1
By making a contribution to this project, I certify that:
(a) The contribution was created in whole or in part by me and I
have the right to submit it under the open source license
indicated in the file; or
(b) The contribution is based upon previous work that, to the best
of my knowledge, is covered under an appropriate open source
license and I have the right under that license to submit that
work with modifications, whether created in whole or in part
by me, under the same open source license (unless I am
permitted to submit under a different license), as indicated
in the file; or
(c) The contribution was provided directly to me by some other
person who certified (a), (b) or (c) and I have not modified
it.
(d) I understand and agree that this project and the contribution
are public and that a record of the contribution (including all
personal information I submit with it, including my sign-off) is
maintained indefinitely and may be redistributed consistent with
this project or the open source license(s) involved.
This checklist applies to any PR adding or modifying files under
agent/src/factors/zoo/**/*.py. Reviewers MUST verify every box before
merging. Authors are strongly encouraged to self-check first.
- Purity gate: file passes
pytest agent/tests/factors/test_alpha_purity.py. The AST scan rejects any imports outside the allowlist (pandas,numpy,scipy.*,src.factors.base,__future__,typing,math,dataclasses) and any reference to forbidden names:os,subprocess,socket,urllib,requests,httpx,pathlib,Path,eval,exec,compile,__import__, bareopen, orgetattrwith a second argument beginning with"__". - Lookahead gate: file passes
pytest agent/tests/factors/test_lookahead.py. No negative shifts, no forward leakage.delta(df, d)must haved >= 1. -
__alpha_meta__present with all required pydantic-validated fields:id,theme,formula_latex,columns_required,universe,frequency,decay_horizon,min_warmup_bars. Optional:nickname,extras_required,requires_sector,notes. -
compute(panel)contract: returns a DataFrame with the same shape aspanel["close"], NaN preserved at warmup / missing-data positions, no+/-infvalues. - LaTeX matches code: the
formula_latexin__alpha_meta__and the formula in the module docstring describe whatcompute()actually does. - Per-zoo
LICENSE.mdupdated to cite the source paper / report and to state that formulas are mathematical facts, not subject to copyright, and that prose / tables / figures from papers and reports are not reproduced in this repo. Do NOT frame the bundled formulas using US affirmative-defense terminology — that is a litigation posture, not a license grant. State the mathematical-facts rationale instead. - Apache-2 attribution: if the alpha is adapted from an Apache-2.0
upstream (e.g. Microsoft Qlib), the file MUST carry a header of the form
# Adapted from <repo>@<commit-sha>:<path> (Apache-2.0). Copyright (c) <holder>. - DCO: every commit in the PR carries
Signed-off-by:.
- Pick the target zoo directory under
agent/src/factors/zoo/(e.g.gtja191/,alpha101/,qlib158/,academic/). - Create
<alpha_id_short>.pyin that directory. Define__alpha_meta__(must satisfy the pydanticAlphaMetaschema inagent/src/factors/registry.py) and a purecompute(panel)function that imports only fromsrc.factors.baseplus the allowlisted stdlib / numpy / pandas / scipy. - Run the purity and lookahead gates locally:
pytest agent/tests/factors/test_alpha_purity.py agent/tests/factors/test_lookahead.py -q
- (Optional but recommended) Run a quick bench:
vibe-trading alpha bench --zoo <zoo_id> --universe csi300 --period 2020-2025
- Open a PR. Every commit must include
Signed-off-by:(usegit commit -s). Reviewers will walk the checklist above.
- Format with
black; lint withruff(config inpyproject.toml). - Type-annotate all public function and method signatures.
- Google-style docstrings (
Args:/Returns:/Raises:). - Keep files under 400 lines where practical, 800 hard cap.
- No hardcoded paths, secrets, or URLs — config via
.env, YAML, or module-level constants. - Delete unused code rather than commenting it out.
Do NOT add Co-Authored-By: trailers or AI-assistant attribution lines to
commit messages or PR descriptions. The DCO sign-off is the only required
trailer; keep commit metadata clean.
By contributing, you agree that your contributions are licensed under the
project's MIT license (see LICENSE).