respan-sdk

Respan SDK

respan.ai | Documentation | PyPI

Light weight library for Respan type definitions and API payload preprocessing

Features:

Definition of types, what data structure Respan expects to receive in API calls.
Preprocessing, separating Respan-specific parameters from LLM-specific parameters
Conversion, converting input types from Anthropic API format into OpenAI API format.
Filter types — typed vocabulary for the Respan filter system, shared across BE and SDKs.

For tracing, please go to Respan Tracing instead.

Filter Types

The SDK exports the full Respan filter vocabulary so every package (backend, tracing, exporters) uses the same typed definitions instead of raw dicts.

from respan_sdk import (
    # TypedDict versions (lightweight, no validation)
    FilterParamDict,      # Dict[str, MetricFilterParam | List[MetricFilterParam] | FilterBundle]
    MetricFilterParam,    # Single filter condition (operator + value)
    FilterBundle,         # Nested group with connector (AND/OR)

    # Pydantic versions (with validation)
    FilterParamDictPydantic,
    MetricFilterParamPydantic,
    FilterBundlePydantic,

    # Value type
    MetricFilterValueType,  # Union[str, int, float, bool, List[...]]
)

Operators — the full operator vocabulary available in operator field:

Category	Operators
Equality	`""`, `"="`, `"=="`, `"eq"`, `"equals"`
Negation	`"not"`
Numeric	`"gt"`, `"gte"`, `"lt"`, `"lte"`
String	`"contains"`, `"icontains"`, `"startswith"`, `"endswith"`, `"ilike"`, `"regex"`
Membership	`"in"`
Null/Empty	`"isnull"`, `"empty"`, `"notEmpty"`, `"not_empty"`
Search	`"trigram_word_similar"`, `"full_text_search"`

Example — filter spans by status:

export_filter: FilterParamDict = {
    "status_code": {"operator": "", "value": "ERROR"},
}

Example — numeric range:

export_filter: FilterParamDict = {
    "latency": {"operator": "gte", "value": 1000},
}

Example — nested bundle with OR:

export_filter: FilterParamDict = {
    "model": {"operator": "in", "value": ["gpt-4", "claude-3"]},
    "filter_bundle": {
        "connector": "OR",
        "filter_params": {
            "status_code": {"operator": "", "value": "ERROR"},
            "latency": {"operator": "gte", "value": 5000},
        },
    },
}

Metadata

Release files for respan-sdk 2.7.6

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Source distribution (sdist)

Source distribution for respan-sdk 2.7.6
File	Size	Uploaded
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Table of built distributions (wheels) for respan-sdk 2.7.6
File	Interpreter	ABI	Platform	Reset
respan_sdk-2.7.6-py3-none-any.whl 58.6 kB Aug 21, 2026	Python 3	none	any	Details

Total release size: 99.8 kB

Release files / respan_sdk-2.7.6.tar.gz

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Publishing commit: github.com/respanai/respan/tree/6eee9fdf3c5917da4f77c83cde8425ea0627d369

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Size	58.6 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`d175a6e8cc856876155aa3f7d2940f2d2abf2b9830a7921ceda2b7c16379fd03`
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Upload date	Aug 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/respanai/respan
Publishing commit: github.com/respanai/respan/tree/6eee9fdf3c5917da4f77c83cde8425ea0627d369

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Publishing configuration: github.com/respanai/respan/blob/6eee9fdf3c5917da4f77c83cde8425ea0627d369/.github/workflows/publish.yml
Publishing logs: github.com/respanai/respan/actions/runs/32519750132/attempts/1

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