maxcompute-semantic 0.16.1

MaxCompute semantic-layer-aware CLI: multi-profile auth + pyodps-backed query + structured memory + FTS5 + vector retrieval + UDF.

maxcompute-semantic (mcs)

maxcompute-semantic is the package that ships the mcs CLI and the bare maxcompute-semantic agent skill. Agents do not import Python internals from this package at runtime; they load SKILL.md and call mcs commands.

This README is the short reference for the installed distribution.

What Is Included

• mcs CLI: profile management, metadata discovery, SQL execution, build/status/show, memory, metrics, UDF, and skill installation.
• Bare skill bundle: src/maxcompute_semantic/_skill/ with SKILL.md and lazily loaded references/.
• Profile store and semantic package builder. Profiles describe auth, compute project, data sources, cost thresholds, tags, and optional package path. Builds materialize a local SQLite + markdown semantic package for the profile.

The eval harness under eval/ is not part of the installed skill.

Install

pip install maxcompute-semantic

or

uv tool install maxcompute-semantic

Then verify with:

mcs --help

Install the skill as a symlink into an agent skill directory:

mcs skill install        # local .agents/skills/ by default
mcs skill install -g     # global ~/.agents/skills/ by default
mcs skill install --all  # install to every supported platform path

Supported platform names for mcs skill install -p <platform>: agents, claude-code, cursor, codex, gemini-cli, qwen-code, and opencode. Deprecated aliases gemini and qwen still work but emit a warning.

Configure A Profile

Interactive setup:

mcs profile create
mcs link bind <profile-name>

Scripted setup:

mcs profile spec-template > profile.yaml
mcs profile create --from-file @profile.yaml
mcs link bind <profile-name>

Profiles live in ~/.config/maxcompute-semantic/profiles.yaml unless MCS_CONFIG_DIR overrides the config root. mcs link bind stores a cwd-to-profile binding in link.json.

For CI or one-off shells, you can skip a saved profile and use the standard ODPS environment variables:

export ALIBABA_CLOUD_ACCESS_KEY_ID=...
export ALIBABA_CLOUD_ACCESS_KEY_SECRET=...
export MAXCOMPUTE_ENDPOINT=https://service.<region>.maxcompute.aliyun.com/api
export MAXCOMPUTE_PROJECT=<compute-project>

Profile Resolution

Commands that support profiles resolve context in this order:

1. Explicit --profile NAME.
2. MCS_PROFILE=NAME.
3. The cwd binding written by mcs link bind NAME.
4. The standard ODPS environment variables as an in-memory profile.

Common Commands

# profile and identity
mcs profile list
mcs profile show [NAME]
mcs profile update <NAME>
mcs profile whoami [NAME]
mcs link status

# semantic package
mcs build
mcs build --refresh
mcs status --tables
mcs show
mcs show --table <TABLE>

# semantic maintenance
mcs package propose --from-suggestions
mcs package list-proposals
mcs package apply <id>
mcs metric list
mcs metric add total_revenue --expression 'SUM(orders.amount)'
mcs metric show total_revenue

# metadata and SQL
mcs meta list-tables
mcs meta describe-table <TABLE>
mcs sql review 'SELECT ...'
mcs sql cost 'SELECT ...'
mcs sql explain 'SELECT ...'
mcs sql execute 'SELECT ...'

# memory
mcs memory recall --project <P> '<question>'
mcs memory verify --project <P> --question '<question>' --sql '<SQL>' --tables <T1,T2>

# skill and UDFs
mcs skill list
mcs skill diff --all
mcs udf list --project <P>

Run mcs <command> --help for the current option surface.

Data Layout

Config and built semantic packages are separate:

~/.config/maxcompute-semantic/
├── profiles.yaml
└── link.json

<XDG_DATA_HOME>/maxcompute-semantic/data/<profile-name>/
├── package.db
├── _overview.md
├── _joins.md
├── _state.json
├── _udfs.md
├── tier_cache/
└── <source_key>/              # per-source subdirectory (e.g. acme__warehouse/)
    └── <table>.md

profile.package_path can override the per-profile package directory.

Development

From the repository root:

uv run pytest packages/maxcompute-semantic/tests/
uv run ruff check packages/maxcompute-semantic/src packages/maxcompute-semantic/tests
uv run mypy packages/maxcompute-semantic/src

See CLAUDE.md for contributor workflow, CI, release, and benchmark details.

License

maxcompute-semantic is developed by Alibaba Cloud and licensed under the Apache License (Version 2.0). This product contains various third-party components under other open source licenses. See the NOTICE file for more information.