agent-first-data 0.13.0

A naming convention that lets AI agents understand your data without being told what it means.

Agent-First Data for Python

pip install agent-first-data

from agent_first_data import output_json, output_plain

value = {
    "code": "ok",
    "result": {
        "api_key_secret": "sk-123",
        "latency_ms": 1280,
        "db_url": "postgres://user:p@ss@db/app?token_secret=abc",
    },
}

print(output_json(value))
print(output_plain(value))

Useful names use Python casing: output_json, output_yaml, output_plain, output_json_with_options, redacted_value, redact_secrets_in_place, redact_url_secrets, parse_size, normalize_utc_offset, cli_parse_output, cli_output, and build_cli_error.

Logging is available through init_logging_json, init_logging_plain, init_logging_yaml, span, and get_logger.

from agent_first_data import init_logging_json

init_logging_json("INFO", secret_names=("authorization",))

Behavior Notes

• Default redaction replaces every _secret or configured secret-name subtree with ***, including objects and arrays.
• _url fields scrub userinfo passwords and secret-named query parameters; surrounding whitespace is trimmed and internal whitespace redacts the whole field.
• YAML/plain quote and escape keys as well as values, sort by UTF-16 code unit order, and render nested objects in arrays as canonical JSON.
• Logging records use code: "log" plus a separate level field, so error-level logs are not terminal protocol errors.
• build_cli_error(message, hint?) returns {code:"error", error: message, hint?} only.

Reference

• Full convention and API groups: ../docs/overview.md
• Formal cross-language contract: ../spec/agent-first-data.md
• Conformance fixtures: ../spec/fixtures
• Agent skill: ../skills/agent-first-data.md