Skip to main content

No project description provided

Project description

Agency Python SDK

Python client SDK for the GTS Agency platform. Provides typed HTTP clients for datasets, datasources, files, ontologies, prompts, and rules APIs.

Installation

pip install gts-agency-python-sdk

For development:

pip install -e ".[dev]"

Optional OpenTelemetry tracing support (Langfuse backend):

pip install gts-agency-python-sdk[observability]

Configuration

The examples in this repository use the following environment variables for authentication and configuration:

  • AGENCY_AUTH_URL: The OAuth2 token endpoint URL.
  • AGENCY_API_URL: The base URL for the Agency API.
  • AGENCY_ORG_ID: The organization ID to use for requests.
  • AGENCY_CLIENT_ID: Your OAuth2 client ID.
  • AGENCY_CLIENT_SECRET: Your OAuth2 client secret.

Usage

from agency_sdk.client import AgencyClient, CredentialsSupplier

credentials = CredentialsSupplier(
    auth_base_url="https://auth.example.com",
    client_id="your-client-id",
    client_secret="your-client-secret",
)
client = AgencyClient(token_supplier=credentials, base_url="https://api.example.com")

Delegate Clients

Access each API domain through the facade:

  • client.dataset() — datasets CRUD, filesystem traversal, clone
  • client.datasource() — datasource and table introspection
  • client.files() — tenant file storage: list, upload, folder management, delete, signed URLs, gtsf:// URI resolution, streamed download
  • client.ontology() — ontology export (JSON, Turtle, ISON) and entity-datasource mappings
  • client.prompts() — prompt CRUD via command pattern
  • client.rules() — rule listing, detail, execution, and execution history
  • client.session_vault() — session-scoped key/value vault for agent state (classification-based encryption, audited reveal)
  • client.work_queues() — work-queue ingestion: create items with exactly-once external refs, publish, claim by ref, org-scoped lookup by ref, unblock/retry/reprocess, delete (409 returns a typed claim-lost result, not an exception)
  • client.sessions() — report progress on a dispatched control-plane session: attach to the inherited session then update its status/result/events/metrics (the agent inherits the session, never self-registers — no register)
  • client.gateway(org_id=..., gateway_base_url=...) — OpenAI-compatible LLM calls routed through the org's agentgateway (shared credentials + x-org routing header)

Rules Example

from agency_sdk.delegates.rules_dto import ExecuteRequest

rules = client.rules()

# List rules
result = rules.list(organisation_id=2)
for rule in result.items:
    print(f"{rule.name} (status={rule.active_version_status})")

# Get rule detail
detail = rules.get(rule_id="rule-id", organisation_id=2)

# Execute a rule
response = rules.execute(
    rule_id="rule-id",
    request=ExecuteRequest(organisation=2, context={"key": "value"}, trace=True),
)
print(f"Result: {response.result}")

# List execution history
executions = rules.list_executions(rule_id="rule-id", organisation_id=2)

Files Example

files = client.files()

# Upload into a folder (multipart; up to 100 MiB per file and per request)
result = files.upload(organisation_id=2, file_paths=["report.pdf"], path="guidelines")
file_id = result.uploaded[0].id

# Resolve a gtsf:// reference (as found in configurations and rule annotations)
signed = files.resolve_gtsf_uri(f"gtsf://{file_id}", organisation_id=2)
print(f"Download until {signed.expires_at}: {signed.signed_url}")

# Or download directly (streamed to disk via the signed URL)
files.download(file_id=file_id, organisation_id=2, target_path="./report.pdf")

See docs/files_storage_flows.md for the full upload/download architecture.

Observability Example

Opt-in OpenTelemetry tracing + log correlation, shipped to a Langfuse backend and authenticated with the same credentials as the API client. Requires the [observability] extra.

obs = client.observability("gts-myagent")   # reuses credentials; host defaults to base_url
tracer = obs.init()                          # exporters live; stdlib logging bridged

with obs.agent_run("agent.myagent", correlation_id=cid) as span:
    logger.info("doing work")                # stamped with the span's trace id
    result = do_work()

See docs/observability.md for the full setup, the API, and migration from a per-agent bootstrap.

Agent Gateway Example

LLM calls routed through the org's deployed agentgateway — one m2m credential instead of per-provider API keys. The gateway lives on its own host (not the control-plane base_url); the SDK wires the rotating bearer, the x-org routing header, and the URL into a standard openai client and hands it back.

gateway = client.gateway(org_id="2", gateway_base_url="http://localhost:4000")

oai = gateway.openai_client()   # standard openai.OpenAI, pre-wired to the gateway
r = oai.chat.completions.create(
    model="biglambda1",         # virtual-model name from the org's gateway config
    messages=[{"role": "user", "content": "Summarize this rule ..."}],
    temperature=0.0,
)

# Streaming / tools / structured outputs — plain openai SDK
for chunk in oai.chat.completions.create(model="biglambda1", messages=[...], stream=True):
    ...

# Async (e.g. httpx-based agents)
aoai = gateway.async_openai_client()

See docs/gateway.md for prod/test URL selection, URL discovery, rotation-safe DIY openai wiring, and error semantics.

Examples

export AGENCY_AUTH_URL="http://localhost:8080/realms/agency/protocol/openid-connect/token"
export AGENCY_API_URL="http://localhost:13001"
export AGENCY_ORG_ID="2"
export AGENCY_CLIENT_ID="your-client-id"
export AGENCY_CLIENT_SECRET="your-client-secret"

python examples/quick_clone_dataset.py
python examples/quick_create_prompt.py
python examples/quick_export_ontology.py
python examples/quick_execute_rule.py
python examples/quick_files.py
python examples/quick_observability.py   # requires the [observability] extra
python examples/quick_gateway.py         # needs GATEWAY_BASE_URL (+ GATEWAY_MODEL); local gateway on :4000

To verify the SDK end to end against the local platform stack (gts-local-environment), follow docs/local_e2e.md.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

gts_agency_python_sdk-0.0.1rc12.tar.gz (72.3 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

gts_agency_python_sdk-0.0.1rc12-py3-none-any.whl (97.5 kB view details)

Uploaded Python 3

File details

Details for the file gts_agency_python_sdk-0.0.1rc12.tar.gz.

File metadata

File hashes

Hashes for gts_agency_python_sdk-0.0.1rc12.tar.gz
Algorithm Hash digest
SHA256 e8bc8bb7fcc0e409cdbe424e9064a5ef316494085a24396d149c833e296271b0
MD5 2f232859c5c6b495967a548792225187
BLAKE2b-256 df2c65813ea3da1cdd4c260533800515217621e536b84f0063fc077ecb76d7ac

See more details on using hashes here.

Provenance

The following attestation bundles were made for gts_agency_python_sdk-0.0.1rc12.tar.gz:

Publisher: publish.yaml on groundtruthsystems/gts-agency_python-sdk

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file gts_agency_python_sdk-0.0.1rc12-py3-none-any.whl.

File metadata

File hashes

Hashes for gts_agency_python_sdk-0.0.1rc12-py3-none-any.whl
Algorithm Hash digest
SHA256 74a78c4be491cf09152dda69020abaec23a9d642f8d3f0ae64592da529afc8a9
MD5 c2eca2ed36871d562157f04f74260d46
BLAKE2b-256 6a0c7f35ed3207445a35362c6f7c786e8a7372a2453219a59f78f83c97812feb

See more details on using hashes here.

Provenance

The following attestation bundles were made for gts_agency_python_sdk-0.0.1rc12-py3-none-any.whl:

Publisher: publish.yaml on groundtruthsystems/gts-agency_python-sdk

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page