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feat(mcp): intent capture #15693

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@jboolean jboolean commented Dec 17, 2025 •
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Description

Add user intent capture to tools as an opt-in feature per the design in the tech spec.

The same functionality as the other SDKs DataDog/dd-trace-go#4209 and DataDog/dd-trace-go#4123

In summary, this means modifying the tool schemas to add an intent parameter for the client to pass, then recording that value on the span.

Because this is visible to users and mutates the schema and data, it's opt-in.

Testing

Ensured the intent does come through on the span

image.png

Risks

Unlike most tracers, this does mutate data which could lead to unexpected behavior for the server or client.

Additional Notes

This was referenced Dec 17, 2025
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jboolean commented Dec 17, 2025 •
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This stack of pull requests is managed by Graphite. Learn more about stacking.

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github-actions bot commented Dec 17, 2025

CODEOWNERS have been resolved as:

ddtrace/contrib/internal/mcp/patch.py                                   @DataDog/ml-observability
ddtrace/llmobs/_constants.py                                            @DataDog/ml-observability
ddtrace/llmobs/_integrations/mcp.py                                     @DataDog/ml-observability
ddtrace/llmobs/_llmobs.py                                               @DataDog/ml-observability
ddtrace/llmobs/types.py                                                 @DataDog/ml-observability
tests/contrib/mcp/test_mcp_llmobs.py                                    @DataDog/ml-observability

@jboolean jboolean changed the title Intent capture feat(mcp): intent capture Dec 17, 2025
@jboolean jboolean marked this pull request as ready for review December 17, 2025 23:22
@jboolean jboolean requested a review from a team as a code owner December 17, 2025 23:22
@jboolean jboolean requested review from sabrenner and removed request for a team December 17, 2025 23:22
@jboolean jboolean force-pushed the jb/use-common-trace-for-mcp-server-tool-calls branch from d009b08 to d2c3cf4 Compare December 17, 2025 23:32
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pr-commenter bot commented Dec 18, 2025 •
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Performance SLOs

Comparing candidate jb/intent-capture (034c4f9) with baseline jb/use-common-trace-for-mcp-server-tool-calls (b516f25)

📈 Performance Regressions (3 suites)
📈 iastaspects - 118/118

✅ add_aspect

Time: ✅ 18.008µs (SLO: <20.000µs -10.0%) vs baseline: 📈 +21.5%

Memory: ✅ 42.566MB (SLO: <43.250MB 🟡 -1.6%) vs baseline: +4.8%

✅ add_inplace_aspect

Time: ✅ 14.985µs (SLO: <20.000µs 📉 -25.1%) vs baseline: ~same

Memory: ✅ 42.526MB (SLO: <43.250MB 🟡 -1.7%) vs baseline: +4.8%

✅ add_inplace_noaspect

Time: ✅ 0.337µs (SLO: <10.000µs 📉 -96.6%) vs baseline: ~same

Memory: ✅ 42.625MB (SLO: <43.500MB -2.0%) vs baseline: +5.0%

✅ add_noaspect

Time: ✅ 0.545µs (SLO: <10.000µs 📉 -94.6%) vs baseline: -1.6%

Memory: ✅ 42.546MB (SLO: <43.500MB -2.2%) vs baseline: +4.7%

✅ bytearray_aspect

Time: ✅ 17.997µs (SLO: <30.000µs 📉 -40.0%) vs baseline: -0.6%

Memory: ✅ 42.703MB (SLO: <43.500MB 🟡 -1.8%) vs baseline: +5.0%

✅ bytearray_extend_aspect

Time: ✅ 23.869µs (SLO: <30.000µs 📉 -20.4%) vs baseline: -0.1%

Memory: ✅ 42.507MB (SLO: <43.500MB -2.3%) vs baseline: +4.7%

✅ bytearray_extend_noaspect

Time: ✅ 2.750µs (SLO: <10.000µs 📉 -72.5%) vs baseline: -0.3%

Memory: ✅ 42.625MB (SLO: <43.500MB -2.0%) vs baseline: +5.1%

✅ bytearray_noaspect

Time: ✅ 1.486µs (SLO: <10.000µs 📉 -85.1%) vs baseline: ~same

Memory: ✅ 42.585MB (SLO: <43.500MB -2.1%) vs baseline: +4.8%

✅ bytes_aspect

Time: ✅ 16.635µs (SLO: <20.000µs 📉 -16.8%) vs baseline: +0.7%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +4.9%

✅ bytes_noaspect

Time: ✅ 1.435µs (SLO: <10.000µs 📉 -85.7%) vs baseline: +0.9%

Memory: ✅ 42.546MB (SLO: <43.500MB -2.2%) vs baseline: +4.8%

✅ bytesio_aspect

Time: ✅ 55.700µs (SLO: <70.000µs 📉 -20.4%) vs baseline: +0.7%

Memory: ✅ 42.566MB (SLO: <43.500MB -2.1%) vs baseline: +4.8%

✅ bytesio_noaspect

Time: ✅ 3.296µs (SLO: <10.000µs 📉 -67.0%) vs baseline: +0.4%

Memory: ✅ 42.644MB (SLO: <43.500MB 🟡 -2.0%) vs baseline: +5.0%

✅ capitalize_aspect

Time: ✅ 14.673µs (SLO: <20.000µs 📉 -26.6%) vs baseline: +0.2%

Memory: ✅ 42.526MB (SLO: <43.500MB -2.2%) vs baseline: +4.6%

✅ capitalize_noaspect

Time: ✅ 2.590µs (SLO: <10.000µs 📉 -74.1%) vs baseline: -0.6%

Memory: ✅ 42.585MB (SLO: <43.500MB -2.1%) vs baseline: +5.0%

✅ casefold_aspect

Time: ✅ 14.673µs (SLO: <20.000µs 📉 -26.6%) vs baseline: -0.2%

Memory: ✅ 42.644MB (SLO: <43.500MB 🟡 -2.0%) vs baseline: +5.1%

✅ casefold_noaspect

Time: ✅ 3.160µs (SLO: <10.000µs 📉 -68.4%) vs baseline: -0.3%

Memory: ✅ 42.664MB (SLO: <43.500MB 🟡 -1.9%) vs baseline: +4.9%

✅ decode_aspect

Time: ✅ 15.599µs (SLO: <30.000µs 📉 -48.0%) vs baseline: +0.3%

Memory: ✅ 42.526MB (SLO: <43.500MB -2.2%) vs baseline: +4.6%

✅ decode_noaspect

Time: ✅ 1.605µs (SLO: <10.000µs 📉 -84.0%) vs baseline: -0.5%

Memory: ✅ 42.566MB (SLO: <43.500MB -2.1%) vs baseline: +5.0%

✅ encode_aspect

Time: ✅ 18.209µs (SLO: <30.000µs 📉 -39.3%) vs baseline: 📈 +23.4%

Memory: ✅ 42.526MB (SLO: <43.500MB -2.2%) vs baseline: +4.8%

✅ encode_noaspect

Time: ✅ 1.494µs (SLO: <10.000µs 📉 -85.1%) vs baseline: -0.3%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +4.9%

✅ format_aspect

Time: ✅ 171.387µs (SLO: <200.000µs 📉 -14.3%) vs baseline: -0.3%

Memory: ✅ 42.605MB (SLO: <43.250MB 🟡 -1.5%) vs baseline: +4.7%

✅ format_map_aspect

Time: ✅ 191.198µs (SLO: <200.000µs -4.4%) vs baseline: -0.1%

Memory: ✅ 42.644MB (SLO: <43.500MB 🟡 -2.0%) vs baseline: +4.9%

✅ format_map_noaspect

Time: ✅ 3.804µs (SLO: <10.000µs 📉 -62.0%) vs baseline: ~same

Memory: ✅ 42.664MB (SLO: <43.250MB 🟡 -1.4%) vs baseline: +5.2%

✅ format_noaspect

Time: ✅ 3.141µs (SLO: <10.000µs 📉 -68.6%) vs baseline: -0.9%

Memory: ✅ 42.605MB (SLO: <43.250MB 🟡 -1.5%) vs baseline: +5.0%

✅ index_aspect

Time: ✅ 15.360µs (SLO: <20.000µs 📉 -23.2%) vs baseline: -0.7%

Memory: ✅ 42.546MB (SLO: <43.250MB 🟡 -1.6%) vs baseline: +4.8%

✅ index_noaspect

Time: ✅ 0.461µs (SLO: <10.000µs 📉 -95.4%) vs baseline: -1.6%

Memory: ✅ 42.526MB (SLO: <43.500MB -2.2%) vs baseline: +4.8%

✅ join_aspect

Time: ✅ 17.147µs (SLO: <20.000µs 📉 -14.3%) vs baseline: ~same

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +4.8%

✅ join_noaspect

Time: ✅ 1.559µs (SLO: <10.000µs 📉 -84.4%) vs baseline: +0.2%

Memory: ✅ 42.625MB (SLO: <43.250MB 🟡 -1.4%) vs baseline: +5.0%

✅ ljust_aspect

Time: ✅ 20.802µs (SLO: <30.000µs 📉 -30.7%) vs baseline: -0.1%

Memory: ✅ 42.684MB (SLO: <43.250MB 🟡 -1.3%) vs baseline: +5.0%

✅ ljust_noaspect

Time: ✅ 2.714µs (SLO: <10.000µs 📉 -72.9%) vs baseline: -0.4%

Memory: ✅ 42.625MB (SLO: <43.250MB 🟡 -1.4%) vs baseline: +5.0%

✅ lower_aspect

Time: ✅ 17.919µs (SLO: <30.000µs 📉 -40.3%) vs baseline: +0.2%

Memory: ✅ 42.664MB (SLO: <43.500MB 🟡 -1.9%) vs baseline: +5.1%

✅ lower_noaspect

Time: ✅ 2.436µs (SLO: <10.000µs 📉 -75.6%) vs baseline: -0.2%

Memory: ✅ 42.566MB (SLO: <43.250MB 🟡 -1.6%) vs baseline: +4.9%

✅ lstrip_aspect

Time: ✅ 21.836µs (SLO: <30.000µs 📉 -27.2%) vs baseline: 📈 +23.4%

Memory: ✅ 42.546MB (SLO: <43.250MB 🟡 -1.6%) vs baseline: +4.6%

✅ lstrip_noaspect

Time: ✅ 1.857µs (SLO: <10.000µs 📉 -81.4%) vs baseline: -0.2%

Memory: ✅ 42.526MB (SLO: <43.500MB -2.2%) vs baseline: +4.6%

✅ modulo_aspect

Time: ✅ 166.920µs (SLO: <200.000µs 📉 -16.5%) vs baseline: +0.4%

Memory: ✅ 42.546MB (SLO: <43.500MB -2.2%) vs baseline: +4.2%

✅ modulo_aspect_for_bytearray_bytearray

Time: ✅ 174.450µs (SLO: <200.000µs 📉 -12.8%) vs baseline: ~same

Memory: ✅ 42.526MB (SLO: <43.500MB -2.2%) vs baseline: +4.4%

✅ modulo_aspect_for_bytes

Time: ✅ 168.810µs (SLO: <200.000µs 📉 -15.6%) vs baseline: +0.1%

Memory: ✅ 42.585MB (SLO: <43.500MB -2.1%) vs baseline: +4.7%

✅ modulo_aspect_for_bytes_bytearray

Time: ✅ 171.688µs (SLO: <200.000µs 📉 -14.2%) vs baseline: ~same

Memory: ✅ 42.684MB (SLO: <43.500MB 🟡 -1.9%) vs baseline: +4.6%

✅ modulo_noaspect

Time: ✅ 3.678µs (SLO: <10.000µs 📉 -63.2%) vs baseline: +0.4%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +4.9%

✅ replace_aspect

Time: ✅ 212.337µs (SLO: <300.000µs 📉 -29.2%) vs baseline: +0.2%

Memory: ✅ 42.566MB (SLO: <44.000MB -3.3%) vs baseline: +4.6%

✅ replace_noaspect

Time: ✅ 2.899µs (SLO: <10.000µs 📉 -71.0%) vs baseline: ~same

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +5.1%

✅ repr_aspect

Time: ✅ 1.471µs (SLO: <10.000µs 📉 -85.3%) vs baseline: +2.8%

Memory: ✅ 42.625MB (SLO: <43.500MB -2.0%) vs baseline: +4.8%

✅ repr_noaspect

Time: ✅ 0.525µs (SLO: <10.000µs 📉 -94.8%) vs baseline: -0.1%

Memory: ✅ 42.585MB (SLO: <43.500MB -2.1%) vs baseline: +4.8%

✅ rstrip_aspect

Time: ✅ 19.141µs (SLO: <30.000µs 📉 -36.2%) vs baseline: +0.4%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +4.8%

✅ rstrip_noaspect

Time: ✅ 1.938µs (SLO: <10.000µs 📉 -80.6%) vs baseline: +0.4%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +4.8%

✅ slice_aspect

Time: ✅ 15.862µs (SLO: <20.000µs 📉 -20.7%) vs baseline: -0.8%

Memory: ✅ 42.546MB (SLO: <43.500MB -2.2%) vs baseline: +4.5%

✅ slice_noaspect

Time: ✅ 0.595µs (SLO: <10.000µs 📉 -94.1%) vs baseline: -0.1%

Memory: ✅ 42.546MB (SLO: <43.500MB -2.2%) vs baseline: +4.7%

✅ stringio_aspect

Time: ✅ 53.918µs (SLO: <80.000µs 📉 -32.6%) vs baseline: -0.4%

Memory: ✅ 42.566MB (SLO: <43.500MB -2.1%) vs baseline: +4.9%

✅ stringio_noaspect

Time: ✅ 3.634µs (SLO: <10.000µs 📉 -63.7%) vs baseline: +0.2%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +5.0%

✅ strip_aspect

Time: ✅ 17.744µs (SLO: <20.000µs 📉 -11.3%) vs baseline: +0.2%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +4.9%

✅ strip_noaspect

Time: ✅ 1.870µs (SLO: <10.000µs 📉 -81.3%) vs baseline: +0.3%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +5.0%

✅ swapcase_aspect

Time: ✅ 18.454µs (SLO: <30.000µs 📉 -38.5%) vs baseline: +0.5%

Memory: ✅ 42.566MB (SLO: <43.500MB -2.1%) vs baseline: +4.9%

✅ swapcase_noaspect

Time: ✅ 2.812µs (SLO: <10.000µs 📉 -71.9%) vs baseline: +0.3%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +5.0%

✅ title_aspect

Time: ✅ 18.195µs (SLO: <30.000µs 📉 -39.4%) vs baseline: -0.5%

Memory: ✅ 42.546MB (SLO: <43.000MB 🟡 -1.1%) vs baseline: +4.9%

✅ title_noaspect

Time: ✅ 2.682µs (SLO: <10.000µs 📉 -73.2%) vs baseline: +0.5%

Memory: ✅ 42.546MB (SLO: <43.500MB -2.2%) vs baseline: +4.9%

✅ translate_aspect

Time: ✅ 20.600µs (SLO: <30.000µs 📉 -31.3%) vs baseline: +0.2%

Memory: ✅ 42.585MB (SLO: <43.500MB -2.1%) vs baseline: +4.7%

✅ translate_noaspect

Time: ✅ 4.317µs (SLO: <10.000µs 📉 -56.8%) vs baseline: -0.5%

Memory: ✅ 42.723MB (SLO: <43.500MB 🟡 -1.8%) vs baseline: +4.9%

✅ upper_aspect

Time: ✅ 17.835µs (SLO: <30.000µs 📉 -40.5%) vs baseline: -0.6%

Memory: ✅ 42.526MB (SLO: <43.500MB -2.2%) vs baseline: +4.8%

✅ upper_noaspect

Time: ✅ 2.442µs (SLO: <10.000µs 📉 -75.6%) vs baseline: -0.4%

Memory: ✅ 42.585MB (SLO: <43.500MB -2.1%) vs baseline: +4.9%

📈 iastaspectsospath - 24/24

✅ ospathbasename_aspect

Time: ✅ 5.175µs (SLO: <10.000µs 📉 -48.3%) vs baseline: 📈 +21.8%

Memory: ✅ 42.467MB (SLO: <43.500MB -2.4%) vs baseline: +4.6%

✅ ospathbasename_noaspect

Time: ✅ 4.281µs (SLO: <10.000µs 📉 -57.2%) vs baseline: -0.6%

Memory: ✅ 42.526MB (SLO: <43.500MB -2.2%) vs baseline: +4.6%

✅ ospathjoin_aspect

Time: ✅ 6.221µs (SLO: <10.000µs 📉 -37.8%) vs baseline: -0.7%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +5.1%

✅ ospathjoin_noaspect

Time: ✅ 6.346µs (SLO: <10.000µs 📉 -36.5%) vs baseline: +0.6%

Memory: ✅ 42.507MB (SLO: <43.500MB -2.3%) vs baseline: +4.8%

✅ ospathnormcase_aspect

Time: ✅ 3.584µs (SLO: <10.000µs 📉 -64.2%) vs baseline: -1.2%

Memory: ✅ 42.566MB (SLO: <43.500MB -2.1%) vs baseline: +4.9%

✅ ospathnormcase_noaspect

Time: ✅ 3.619µs (SLO: <10.000µs 📉 -63.8%) vs baseline: -0.5%

Memory: ✅ 42.625MB (SLO: <43.500MB -2.0%) vs baseline: +5.0%

✅ ospathsplit_aspect

Time: ✅ 4.926µs (SLO: <10.000µs 📉 -50.7%) vs baseline: ~same

Memory: ✅ 42.467MB (SLO: <43.500MB -2.4%) vs baseline: +4.6%

✅ ospathsplit_noaspect

Time: ✅ 5.010µs (SLO: <10.000µs 📉 -49.9%) vs baseline: -0.7%

Memory: ✅ 42.585MB (SLO: <43.500MB -2.1%) vs baseline: +5.1%

✅ ospathsplitdrive_aspect

Time: ✅ 3.786µs (SLO: <10.000µs 📉 -62.1%) vs baseline: +0.7%

Memory: ✅ 42.625MB (SLO: <43.500MB -2.0%) vs baseline: +5.1%

✅ ospathsplitdrive_noaspect

Time: ✅ 0.743µs (SLO: <10.000µs 📉 -92.6%) vs baseline: -0.1%

Memory: ✅ 42.585MB (SLO: <43.500MB -2.1%) vs baseline: +5.1%

✅ ospathsplitext_aspect

Time: ✅ 4.604µs (SLO: <10.000µs 📉 -54.0%) vs baseline: ~same

Memory: ✅ 42.546MB (SLO: <43.500MB -2.2%) vs baseline: +4.7%

✅ ospathsplitext_noaspect

Time: ✅ 4.641µs (SLO: <10.000µs 📉 -53.6%) vs baseline: -0.3%

Memory: ✅ 42.585MB (SLO: <43.500MB -2.1%) vs baseline: +4.9%

📈 telemetryaddmetric - 30/30

✅ 1-count-metric-1-times

Time: ✅ 3.366µs (SLO: <20.000µs 📉 -83.2%) vs baseline: 📈 +13.8%

Memory: ✅ 34.878MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.8%

✅ 1-count-metrics-100-times

Time: ✅ 199.938µs (SLO: <220.000µs -9.1%) vs baseline: +0.1%

Memory: ✅ 34.859MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.8%

✅ 1-distribution-metric-1-times

Time: ✅ 3.331µs (SLO: <20.000µs 📉 -83.3%) vs baseline: +1.3%

Memory: ✅ 34.937MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +5.2%

✅ 1-distribution-metrics-100-times

Time: ✅ 213.959µs (SLO: <230.000µs -7.0%) vs baseline: ~same

Memory: ✅ 34.859MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +5.0%

✅ 1-gauge-metric-1-times

Time: ✅ 2.194µs (SLO: <20.000µs 📉 -89.0%) vs baseline: ~same

Memory: ✅ 34.859MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.8%

✅ 1-gauge-metrics-100-times

Time: ✅ 136.910µs (SLO: <150.000µs -8.7%) vs baseline: -0.4%

Memory: ✅ 34.918MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +5.2%

✅ 1-rate-metric-1-times

Time: ✅ 3.130µs (SLO: <20.000µs 📉 -84.4%) vs baseline: +0.5%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.7%

✅ 1-rate-metrics-100-times

Time: ✅ 213.569µs (SLO: <250.000µs 📉 -14.6%) vs baseline: +0.3%

Memory: ✅ 34.839MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.9%

✅ 100-count-metrics-100-times

Time: ✅ 19.979ms (SLO: <22.000ms -9.2%) vs baseline: ~same

Memory: ✅ 34.918MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +5.5%

✅ 100-distribution-metrics-100-times

Time: ✅ 2.255ms (SLO: <2.550ms 📉 -11.6%) vs baseline: +0.5%

Memory: ✅ 34.918MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +4.9%

✅ 100-gauge-metrics-100-times

Time: ✅ 1.411ms (SLO: <1.550ms -9.0%) vs baseline: ~same

Memory: ✅ 34.898MB (SLO: <35.500MB 🟡 -1.7%) vs baseline: +5.0%

✅ 100-rate-metrics-100-times

Time: ✅ 2.182ms (SLO: <2.550ms 📉 -14.4%) vs baseline: -0.3%

Memory: ✅ 34.859MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.8%

✅ flush-1-metric

Time: ✅ 4.561µs (SLO: <20.000µs 📉 -77.2%) vs baseline: -0.2%

Memory: ✅ 34.878MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +5.0%

✅ flush-100-metrics

Time: ✅ 174.907µs (SLO: <250.000µs 📉 -30.0%) vs baseline: -0.2%

Memory: ✅ 35.252MB (SLO: <35.500MB 🟡 -0.7%) vs baseline: +5.2%

✅ flush-1000-metrics

Time: ✅ 2.172ms (SLO: <2.500ms 📉 -13.1%) vs baseline: -0.4%

Memory: ✅ 36.058MB (SLO: <36.500MB 🟡 -1.2%) vs baseline: +4.8%

🟡 Near SLO Breach (16 suites)
🟡 coreapiscenario - 10/10 (1 unstable)

⚠️ context_with_data_listeners

Time: ⚠️ 13.249µs (SLO: <20.000µs 📉 -33.8%) vs baseline: +0.2%

Memory: ✅ 34.898MB (SLO: <35.500MB 🟡 -1.7%) vs baseline: +5.1%

✅ context_with_data_no_listeners

Time: ✅ 3.277µs (SLO: <10.000µs 📉 -67.2%) vs baseline: +0.9%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.8%

✅ get_item_exists

Time: ✅ 0.583µs (SLO: <10.000µs 📉 -94.2%) vs baseline: +1.2%

Memory: ✅ 34.760MB (SLO: <35.500MB -2.1%) vs baseline: +4.7%

✅ get_item_missing

Time: ✅ 0.639µs (SLO: <10.000µs 📉 -93.6%) vs baseline: +0.4%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.7%

✅ set_item

Time: ✅ 24.067µs (SLO: <30.000µs 📉 -19.8%) vs baseline: ~same

Memory: ✅ 34.859MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.7%

🟡 djangosimple - 30/30

✅ appsec

Time: ✅ 19.567ms (SLO: <22.300ms 📉 -12.3%) vs baseline: -0.6%

Memory: ✅ 68.302MB (SLO: <70.500MB -3.1%) vs baseline: +4.8%

✅ exception-replay-enabled

Time: ✅ 1.364ms (SLO: <1.450ms -5.9%) vs baseline: -0.2%

Memory: ✅ 66.395MB (SLO: <67.500MB 🟡 -1.6%) vs baseline: +4.8%

✅ iast

Time: ✅ 19.638ms (SLO: <22.250ms 📉 -11.7%) vs baseline: ~same

Memory: ✅ 68.341MB (SLO: <70.000MB -2.4%) vs baseline: +4.8%

✅ profiler

Time: ✅ 14.727ms (SLO: <16.550ms 📉 -11.0%) vs baseline: ~same

Memory: ✅ 56.352MB (SLO: <57.500MB 🟡 -2.0%) vs baseline: +4.9%

✅ resource-renaming

Time: ✅ 19.510ms (SLO: <21.750ms 📉 -10.3%) vs baseline: -0.3%

Memory: ✅ 68.341MB (SLO: <70.500MB -3.1%) vs baseline: +4.8%

✅ span-code-origin

Time: ✅ 20.034ms (SLO: <28.200ms 📉 -29.0%) vs baseline: +1.4%

Memory: ✅ 68.255MB (SLO: <71.000MB -3.9%) vs baseline: +4.8%

✅ tracer

Time: ✅ 19.615ms (SLO: <21.750ms -9.8%) vs baseline: -0.2%

Memory: ✅ 68.400MB (SLO: <70.000MB -2.3%) vs baseline: +4.8%

✅ tracer-and-profiler

Time: ✅ 20.865ms (SLO: <23.500ms 📉 -11.2%) vs baseline: -0.5%

Memory: ✅ 69.344MB (SLO: <71.000MB -2.3%) vs baseline: +4.9%

✅ tracer-dont-create-db-spans

Time: ✅ 19.682ms (SLO: <21.500ms -8.5%) vs baseline: ~same

Memory: ✅ 68.361MB (SLO: <70.000MB -2.3%) vs baseline: +4.9%

✅ tracer-minimal

Time: ✅ 16.773ms (SLO: <17.500ms -4.2%) vs baseline: ~same

Memory: ✅ 68.302MB (SLO: <70.000MB -2.4%) vs baseline: +4.9%

✅ tracer-native

Time: ✅ 19.507ms (SLO: <21.750ms 📉 -10.3%) vs baseline: -0.2%

Memory: ✅ 68.380MB (SLO: <72.500MB -5.7%) vs baseline: +4.9%

✅ tracer-no-caches

Time: ✅ 17.639ms (SLO: <19.650ms 📉 -10.2%) vs baseline: ~same

Memory: ✅ 68.380MB (SLO: <70.000MB -2.3%) vs baseline: +4.9%

✅ tracer-no-databases

Time: ✅ 19.176ms (SLO: <20.100ms -4.6%) vs baseline: ~same

Memory: ✅ 68.302MB (SLO: <70.000MB -2.4%) vs baseline: +4.9%

✅ tracer-no-middleware

Time: ✅ 19.362ms (SLO: <21.500ms -9.9%) vs baseline: +0.2%

Memory: ✅ 68.420MB (SLO: <70.000MB -2.3%) vs baseline: +4.9%

✅ tracer-no-templates

Time: ✅ 19.487ms (SLO: <22.000ms 📉 -11.4%) vs baseline: +0.9%

Memory: ✅ 68.437MB (SLO: <70.500MB -2.9%) vs baseline: +4.9%

🟡 errortrackingdjangosimple - 6/6

✅ errortracking-enabled-all

Time: ✅ 16.280ms (SLO: <19.850ms 📉 -18.0%) vs baseline: -0.5%

Memory: ✅ 69.891MB (SLO: <70.000MB 🟡 -0.2%) vs baseline: +4.9%

✅ errortracking-enabled-user

Time: ✅ 16.250ms (SLO: <19.400ms 📉 -16.2%) vs baseline: -0.7%

Memory: ✅ 69.894MB (SLO: <70.000MB 🟡 -0.2%) vs baseline: +4.9%

✅ tracer-enabled

Time: ✅ 16.297ms (SLO: <19.450ms 📉 -16.2%) vs baseline: ~same

Memory: ✅ 69.881MB (SLO: <70.000MB 🟡 -0.2%) vs baseline: +4.9%

🟡 errortrackingflasksqli - 6/6

✅ errortracking-enabled-all

Time: ✅ 2.066ms (SLO: <2.300ms 📉 -10.2%) vs baseline: -0.1%

Memory: ✅ 55.915MB (SLO: <56.500MB 🟡 -1.0%) vs baseline: +4.8%

✅ errortracking-enabled-user

Time: ✅ 2.076ms (SLO: <2.250ms -7.7%) vs baseline: +0.3%

Memory: ✅ 55.876MB (SLO: <56.500MB 🟡 -1.1%) vs baseline: +4.7%

✅ tracer-enabled

Time: ✅ 2.067ms (SLO: <2.300ms 📉 -10.1%) vs baseline: +0.3%

Memory: ✅ 55.848MB (SLO: <56.500MB 🟡 -1.2%) vs baseline: +4.7%

🟡 flasksimple - 18/18

✅ appsec-get

Time: ✅ 3.385ms (SLO: <4.750ms 📉 -28.7%) vs baseline: ~same

Memory: ✅ 55.862MB (SLO: <66.500MB 📉 -16.0%) vs baseline: +4.8%

✅ appsec-post

Time: ✅ 2.860ms (SLO: <6.750ms 📉 -57.6%) vs baseline: +0.2%

Memory: ✅ 55.893MB (SLO: <66.500MB 📉 -16.0%) vs baseline: +4.9%

✅ appsec-telemetry

Time: ✅ 3.391ms (SLO: <4.750ms 📉 -28.6%) vs baseline: +0.9%

Memory: ✅ 55.885MB (SLO: <66.500MB 📉 -16.0%) vs baseline: +4.9%

✅ debugger

Time: ✅ 1.868ms (SLO: <2.000ms -6.6%) vs baseline: ~same

Memory: ✅ 47.856MB (SLO: <49.500MB -3.3%) vs baseline: +4.9%

✅ iast-get

Time: ✅ 1.863ms (SLO: <2.000ms -6.8%) vs baseline: +0.3%

Memory: ✅ 44.864MB (SLO: <49.000MB -8.4%) vs baseline: +4.9%

✅ profiler

Time: ✅ 1.863ms (SLO: <2.100ms 📉 -11.3%) vs baseline: ~same

Memory: ✅ 48.707MB (SLO: <50.000MB -2.6%) vs baseline: +4.9%

✅ resource-renaming

Time: ✅ 3.377ms (SLO: <3.650ms -7.5%) vs baseline: +0.7%

Memory: ✅ 55.895MB (SLO: <56.000MB 🟡 -0.2%) vs baseline: +4.9%

✅ tracer

Time: ✅ 3.363ms (SLO: <3.650ms -7.9%) vs baseline: ~same

Memory: ✅ 55.917MB (SLO: <56.500MB 🟡 -1.0%) vs baseline: +4.8%

✅ tracer-native

Time: ✅ 3.361ms (SLO: <3.650ms -7.9%) vs baseline: ~same

Memory: ✅ 55.941MB (SLO: <60.000MB -6.8%) vs baseline: +5.0%

🟡 flasksqli - 6/6

✅ appsec-enabled

Time: ✅ 2.066ms (SLO: <4.200ms 📉 -50.8%) vs baseline: +0.1%

Memory: ✅ 55.856MB (SLO: <66.000MB 📉 -15.4%) vs baseline: +4.8%

✅ iast-enabled

Time: ✅ 2.067ms (SLO: <2.800ms 📉 -26.2%) vs baseline: -0.3%

Memory: ✅ 55.896MB (SLO: <62.500MB 📉 -10.6%) vs baseline: +4.9%

✅ tracer-enabled

Time: ✅ 2.060ms (SLO: <2.250ms -8.4%) vs baseline: +0.2%

Memory: ✅ 55.915MB (SLO: <56.500MB 🟡 -1.0%) vs baseline: +4.8%

🟡 httppropagationextract - 60/60

✅ all_styles_all_headers

Time: ✅ 81.805µs (SLO: <100.000µs 📉 -18.2%) vs baseline: +0.4%

Memory: ✅ 34.957MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +5.2%

✅ b3_headers

Time: ✅ 14.365µs (SLO: <20.000µs 📉 -28.2%) vs baseline: -0.2%

Memory: ✅ 35.055MB (SLO: <35.500MB 🟡 -1.3%) vs baseline: +5.3%

✅ b3_single_headers

Time: ✅ 13.588µs (SLO: <20.000µs 📉 -32.1%) vs baseline: +0.7%

Memory: ✅ 34.957MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +4.7%

✅ datadog_tracecontext_tracestate_not_propagated_on_trace_id_no_match

Time: ✅ 63.958µs (SLO: <80.000µs 📉 -20.1%) vs baseline: +0.2%

Memory: ✅ 35.016MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +5.1%

✅ datadog_tracecontext_tracestate_propagated_on_trace_id_match

Time: ✅ 69.497µs (SLO: <80.000µs 📉 -13.1%) vs baseline: +4.9%

Memory: ✅ 34.898MB (SLO: <35.500MB 🟡 -1.7%) vs baseline: +4.7%

✅ empty_headers

Time: ✅ 1.609µs (SLO: <10.000µs 📉 -83.9%) vs baseline: +0.7%

Memory: ✅ 34.937MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +4.7%

✅ full_t_id_datadog_headers

Time: ✅ 22.905µs (SLO: <30.000µs 📉 -23.6%) vs baseline: +0.8%

Memory: ✅ 34.957MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +4.9%

✅ invalid_priority_header

Time: ✅ 6.524µs (SLO: <10.000µs 📉 -34.8%) vs baseline: -0.3%

Memory: ✅ 34.937MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +4.9%

✅ invalid_span_id_header

Time: ✅ 6.518µs (SLO: <10.000µs 📉 -34.8%) vs baseline: -0.3%

Memory: ✅ 34.957MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +4.9%

✅ invalid_tags_header

Time: ✅ 6.509µs (SLO: <10.000µs 📉 -34.9%) vs baseline: -0.1%

Memory: ✅ 34.996MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +5.0%

✅ invalid_trace_id_header

Time: ✅ 6.474µs (SLO: <10.000µs 📉 -35.3%) vs baseline: -1.2%

Memory: ✅ 35.016MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +5.0%

✅ large_header_no_matches

Time: ✅ 27.632µs (SLO: <30.000µs -7.9%) vs baseline: ~same

Memory: ✅ 34.977MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +4.8%

✅ large_valid_headers_all

Time: ✅ 28.703µs (SLO: <40.000µs 📉 -28.2%) vs baseline: ~same

Memory: ✅ 34.898MB (SLO: <35.500MB 🟡 -1.7%) vs baseline: +5.0%

✅ medium_header_no_matches

Time: ✅ 9.807µs (SLO: <20.000µs 📉 -51.0%) vs baseline: -0.9%

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +4.6%

✅ medium_valid_headers_all

Time: ✅ 11.312µs (SLO: <20.000µs 📉 -43.4%) vs baseline: +0.1%

Memory: ✅ 34.957MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +4.7%

✅ none_propagation_style

Time: ✅ 1.717µs (SLO: <10.000µs 📉 -82.8%) vs baseline: +0.6%

Memory: ✅ 34.957MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +4.7%

✅ tracecontext_headers

Time: ✅ 34.806µs (SLO: <40.000µs 📉 -13.0%) vs baseline: +0.2%

Memory: ✅ 34.937MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +4.6%

✅ valid_headers_all

Time: ✅ 6.508µs (SLO: <10.000µs 📉 -34.9%) vs baseline: ~same

Memory: ✅ 34.878MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.3%

✅ valid_headers_basic

Time: ✅ 6.038µs (SLO: <10.000µs 📉 -39.6%) vs baseline: -0.3%

Memory: ✅ 34.878MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.7%

✅ wsgi_empty_headers

Time: ✅ 1.596µs (SLO: <10.000µs 📉 -84.0%) vs baseline: -0.5%

Memory: ✅ 34.996MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +5.0%

✅ wsgi_invalid_priority_header

Time: ✅ 6.548µs (SLO: <10.000µs 📉 -34.5%) vs baseline: -0.5%

Memory: ✅ 34.957MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +4.8%

✅ wsgi_invalid_span_id_header

Time: ✅ 1.586µs (SLO: <10.000µs 📉 -84.1%) vs baseline: -0.6%

Memory: ✅ 34.996MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +4.9%

✅ wsgi_invalid_tags_header

Time: ✅ 6.519µs (SLO: <10.000µs 📉 -34.8%) vs baseline: ~same

Memory: ✅ 34.937MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +4.8%

✅ wsgi_invalid_trace_id_header

Time: ✅ 6.643µs (SLO: <10.000µs 📉 -33.6%) vs baseline: +0.7%

Memory: ✅ 34.996MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +5.0%

✅ wsgi_large_header_no_matches

Time: ✅ 28.675µs (SLO: <40.000µs 📉 -28.3%) vs baseline: -0.4%

Memory: ✅ 34.937MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +4.8%

✅ wsgi_large_valid_headers_all

Time: ✅ 29.888µs (SLO: <40.000µs 📉 -25.3%) vs baseline: +0.5%

Memory: ✅ 34.977MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +4.8%

✅ wsgi_medium_header_no_matches

Time: ✅ 10.091µs (SLO: <20.000µs 📉 -49.5%) vs baseline: -0.2%

Memory: ✅ 34.878MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.6%

✅ wsgi_medium_valid_headers_all

Time: ✅ 11.668µs (SLO: <20.000µs 📉 -41.7%) vs baseline: ~same

Memory: ✅ 34.937MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +4.9%

✅ wsgi_valid_headers_all

Time: ✅ 6.540µs (SLO: <10.000µs 📉 -34.6%) vs baseline: ~same

Memory: ✅ 34.937MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +4.7%

✅ wsgi_valid_headers_basic

Time: ✅ 6.107µs (SLO: <10.000µs 📉 -38.9%) vs baseline: -0.1%

Memory: ✅ 34.937MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +4.7%

🟡 httppropagationinject - 16/16

✅ ids_only

Time: ✅ 22.075µs (SLO: <30.000µs 📉 -26.4%) vs baseline: +5.1%

Memory: ✅ 34.918MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +5.1%

✅ with_all

Time: ✅ 27.860µs (SLO: <40.000µs 📉 -30.4%) vs baseline: ~same

Memory: ✅ 34.878MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +5.0%

✅ with_dd_origin

Time: ✅ 24.821µs (SLO: <30.000µs 📉 -17.3%) vs baseline: ~same

Memory: ✅ 34.957MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +4.8%

✅ with_priority_and_origin

Time: ✅ 24.127µs (SLO: <40.000µs 📉 -39.7%) vs baseline: +0.1%

Memory: ✅ 34.937MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +4.8%

✅ with_sampling_priority

Time: ✅ 21.009µs (SLO: <30.000µs 📉 -30.0%) vs baseline: +0.7%

Memory: ✅ 34.898MB (SLO: <35.500MB 🟡 -1.7%) vs baseline: +4.7%

✅ with_tags

Time: ✅ 26.093µs (SLO: <40.000µs 📉 -34.8%) vs baseline: ~same

Memory: ✅ 34.878MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.8%

✅ with_tags_invalid

Time: ✅ 27.588µs (SLO: <40.000µs 📉 -31.0%) vs baseline: +0.2%

Memory: ✅ 34.898MB (SLO: <35.500MB 🟡 -1.7%) vs baseline: +4.7%

✅ with_tags_max_size

Time: ✅ 26.478µs (SLO: <40.000µs 📉 -33.8%) vs baseline: ~same

Memory: ✅ 34.937MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +5.0%

🟡 iastaspectssplit - 12/12

✅ rsplit_aspect

Time: ✅ 1.619µs (SLO: <10.000µs 📉 -83.8%) vs baseline: +5.2%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +4.8%

✅ rsplit_noaspect

Time: ✅ 1.637µs (SLO: <10.000µs 📉 -83.6%) vs baseline: +1.4%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +5.0%

✅ split_aspect

Time: ✅ 1.548µs (SLO: <10.000µs 📉 -84.5%) vs baseline: +0.1%

Memory: ✅ 42.585MB (SLO: <43.500MB -2.1%) vs baseline: +4.6%

✅ split_noaspect

Time: ✅ 1.631µs (SLO: <10.000µs 📉 -83.7%) vs baseline: +0.7%

Memory: ✅ 42.703MB (SLO: <43.500MB 🟡 -1.8%) vs baseline: +5.3%

✅ splitlines_aspect

Time: ✅ 1.509µs (SLO: <10.000µs 📉 -84.9%) vs baseline: +1.3%

Memory: ✅ 42.566MB (SLO: <43.500MB -2.1%) vs baseline: +4.7%

✅ splitlines_noaspect

Time: ✅ 1.567µs (SLO: <10.000µs 📉 -84.3%) vs baseline: +0.6%

Memory: ✅ 42.566MB (SLO: <43.500MB -2.1%) vs baseline: +4.7%

🟡 otelspan - 22/22

✅ add-event

Time: ✅ 40.179ms (SLO: <47.150ms 📉 -14.8%) vs baseline: +0.3%

Memory: ✅ 39.586MB (SLO: <47.000MB 📉 -15.8%) vs baseline: +4.9%

✅ add-metrics

Time: ✅ 260.002ms (SLO: <344.800ms 📉 -24.6%) vs baseline: -0.4%

Memory: ✅ 43.726MB (SLO: <47.500MB -7.9%) vs baseline: +4.9%

✅ add-tags

Time: ✅ 316.370ms (SLO: <321.000ms 🟡 -1.4%) vs baseline: +0.8%

Memory: ✅ 43.739MB (SLO: <47.500MB -7.9%) vs baseline: +4.8%

✅ get-context

Time: ✅ 80.654ms (SLO: <92.350ms 📉 -12.7%) vs baseline: +0.2%

Memory: ✅ 39.852MB (SLO: <46.500MB 📉 -14.3%) vs baseline: +4.6%

✅ is-recording

Time: ✅ 37.832ms (SLO: <44.500ms 📉 -15.0%) vs baseline: +0.1%

Memory: ✅ 39.461MB (SLO: <47.500MB 📉 -16.9%) vs baseline: +4.9%

✅ record-exception

Time: ✅ 59.021ms (SLO: <67.650ms 📉 -12.8%) vs baseline: ~same

Memory: ✅ 40.027MB (SLO: <47.000MB 📉 -14.8%) vs baseline: +4.9%

✅ set-status

Time: ✅ 44.232ms (SLO: <50.400ms 📉 -12.2%) vs baseline: -0.5%

Memory: ✅ 39.442MB (SLO: <47.000MB 📉 -16.1%) vs baseline: +4.8%

✅ start

Time: ✅ 37.885ms (SLO: <43.450ms 📉 -12.8%) vs baseline: +2.5%

Memory: ✅ 39.388MB (SLO: <47.000MB 📉 -16.2%) vs baseline: +4.4%

✅ start-finish

Time: ✅ 82.711ms (SLO: <88.000ms -6.0%) vs baseline: +0.4%

Memory: ✅ 37.356MB (SLO: <46.500MB 📉 -19.7%) vs baseline: +4.6%

✅ start-finish-telemetry

Time: ✅ 84.427ms (SLO: <89.000ms -5.1%) vs baseline: +0.2%

Memory: ✅ 37.356MB (SLO: <46.500MB 📉 -19.7%) vs baseline: +4.7%

✅ update-name

Time: ✅ 38.768ms (SLO: <45.150ms 📉 -14.1%) vs baseline: +0.5%

Memory: ✅ 39.535MB (SLO: <47.000MB 📉 -15.9%) vs baseline: +4.5%

🟡 ratelimiter - 12/12

✅ defaults

Time: ✅ 2.341µs (SLO: <10.000µs 📉 -76.6%) vs baseline: +0.4%

Memory: ✅ 35.075MB (SLO: <35.500MB 🟡 -1.2%) vs baseline: +4.7%

✅ high_rate_limit

Time: ✅ 2.394µs (SLO: <10.000µs 📉 -76.1%) vs baseline: ~same

Memory: ✅ 35.193MB (SLO: <35.500MB 🟡 -0.9%) vs baseline: +5.0%

✅ long_window

Time: ✅ 2.384µs (SLO: <10.000µs 📉 -76.2%) vs baseline: +1.3%

Memory: ✅ 35.114MB (SLO: <35.500MB 🟡 -1.1%) vs baseline: +4.7%

✅ low_rate_limit

Time: ✅ 2.364µs (SLO: <10.000µs 📉 -76.4%) vs baseline: +0.6%

Memory: ✅ 35.154MB (SLO: <35.500MB 🟡 -1.0%) vs baseline: +4.9%

✅ no_rate_limit

Time: ✅ 0.828µs (SLO: <10.000µs 📉 -91.7%) vs baseline: +1.1%

Memory: ✅ 35.173MB (SLO: <35.500MB 🟡 -0.9%) vs baseline: +5.0%

✅ short_window

Time: ✅ 2.484µs (SLO: <10.000µs 📉 -75.2%) vs baseline: +0.6%

Memory: ✅ 35.134MB (SLO: <35.500MB 🟡 -1.0%) vs baseline: +5.0%

🟡 recursivecomputation - 8/8

✅ deep

Time: ✅ 309.790ms (SLO: <320.950ms -3.5%) vs baseline: +0.3%

Memory: ✅ 35.979MB (SLO: <36.500MB 🟡 -1.4%) vs baseline: +4.8%

✅ deep-profiled

Time: ✅ 315.118ms (SLO: <359.150ms 📉 -12.3%) vs baseline: -0.2%

Memory: ✅ 39.833MB (SLO: <40.500MB 🟡 -1.6%) vs baseline: +5.1%

✅ medium

Time: ✅ 6.991ms (SLO: <7.400ms -5.5%) vs baseline: -0.4%

Memory: ✅ 34.898MB (SLO: <35.500MB 🟡 -1.7%) vs baseline: +5.0%

✅ shallow

Time: ✅ 0.949ms (SLO: <1.050ms -9.6%) vs baseline: +1.0%

Memory: ✅ 34.839MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.7%

🟡 samplingrules - 8/8

✅ average_match

Time: ✅ 136.892µs (SLO: <290.000µs 📉 -52.8%) vs baseline: -0.8%

Memory: ✅ 34.839MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.7%

✅ high_match

Time: ✅ 174.413µs (SLO: <480.000µs 📉 -63.7%) vs baseline: -0.5%

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +4.6%

✅ low_match

Time: ✅ 98.603µs (SLO: <120.000µs 📉 -17.8%) vs baseline: -0.3%

Memory: ✅ 603.750MB (SLO: <700.000MB 📉 -13.8%) vs baseline: +4.9%

✅ very_low_match

Time: ✅ 2.644ms (SLO: <8.500ms 📉 -68.9%) vs baseline: -0.9%

Memory: ✅ 71.228MB (SLO: <75.000MB -5.0%) vs baseline: +5.0%

🟡 sethttpmeta - 32/32

✅ all-disabled

Time: ✅ 10.534µs (SLO: <20.000µs 📉 -47.3%) vs baseline: ~same

Memory: ✅ 35.507MB (SLO: <36.000MB 🟡 -1.4%) vs baseline: +4.4%

✅ all-enabled

Time: ✅ 40.991µs (SLO: <50.000µs 📉 -18.0%) vs baseline: +1.8%

Memory: ✅ 35.783MB (SLO: <36.000MB 🟡 -0.6%) vs baseline: +5.3%

✅ collectipvariant_exists

Time: ✅ 40.873µs (SLO: <50.000µs 📉 -18.3%) vs baseline: -0.4%

Memory: ✅ 35.409MB (SLO: <36.000MB 🟡 -1.6%) vs baseline: +4.1%

✅ no-collectipvariant

Time: ✅ 40.221µs (SLO: <50.000µs 📉 -19.6%) vs baseline: ~same

Memory: ✅ 35.704MB (SLO: <36.000MB 🟡 -0.8%) vs baseline: +4.9%

✅ no-useragentvariant

Time: ✅ 38.860µs (SLO: <50.000µs 📉 -22.3%) vs baseline: ~same

Memory: ✅ 35.704MB (SLO: <36.000MB 🟡 -0.8%) vs baseline: +4.9%

✅ obfuscation-no-query

Time: ✅ 40.720µs (SLO: <50.000µs 📉 -18.6%) vs baseline: -0.2%

Memory: ✅ 35.625MB (SLO: <36.000MB 🟡 -1.0%) vs baseline: +4.9%

✅ obfuscation-regular-case-explicit-query

Time: ✅ 75.977µs (SLO: <90.000µs 📉 -15.6%) vs baseline: ~same

Memory: ✅ 35.743MB (SLO: <36.500MB -2.1%) vs baseline: +5.0%

✅ obfuscation-regular-case-implicit-query

Time: ✅ 76.704µs (SLO: <90.000µs 📉 -14.8%) vs baseline: +0.1%

Memory: ✅ 35.606MB (SLO: <36.500MB -2.5%) vs baseline: +4.6%

✅ obfuscation-send-querystring-disabled

Time: ✅ 154.251µs (SLO: <170.000µs -9.3%) vs baseline: +0.3%

Memory: ✅ 35.625MB (SLO: <36.500MB -2.4%) vs baseline: +4.9%

✅ obfuscation-worst-case-explicit-query

Time: ✅ 148.567µs (SLO: <160.000µs -7.1%) vs baseline: -0.2%

Memory: ✅ 35.606MB (SLO: <36.500MB -2.5%) vs baseline: +4.7%

✅ obfuscation-worst-case-implicit-query

Time: ✅ 154.958µs (SLO: <170.000µs -8.8%) vs baseline: +0.1%

Memory: ✅ 35.684MB (SLO: <36.500MB -2.2%) vs baseline: +4.9%

✅ useragentvariant_exists_1

Time: ✅ 39.622µs (SLO: <50.000µs 📉 -20.8%) vs baseline: -0.8%

Memory: ✅ 35.684MB (SLO: <36.000MB 🟡 -0.9%) vs baseline: +5.1%

✅ useragentvariant_exists_2

Time: ✅ 40.668µs (SLO: <50.000µs 📉 -18.7%) vs baseline: -0.5%

Memory: ✅ 35.448MB (SLO: <36.000MB 🟡 -1.5%) vs baseline: +4.2%

✅ useragentvariant_exists_3

Time: ✅ 40.136µs (SLO: <50.000µs 📉 -19.7%) vs baseline: -0.2%

Memory: ✅ 35.507MB (SLO: <36.000MB 🟡 -1.4%) vs baseline: +4.6%

✅ useragentvariant_not_exists_1

Time: ✅ 39.670µs (SLO: <50.000µs 📉 -20.7%) vs baseline: -0.5%

Memory: ✅ 35.724MB (SLO: <36.000MB 🟡 -0.8%) vs baseline: +5.1%

✅ useragentvariant_not_exists_2

Time: ✅ 39.392µs (SLO: <50.000µs 📉 -21.2%) vs baseline: -0.2%

Memory: ✅ 35.665MB (SLO: <36.000MB 🟡 -0.9%) vs baseline: +4.8%

🟡 span - 26/26

✅ add-event

Time: ✅ 18.307ms (SLO: <22.500ms 📉 -18.6%) vs baseline: +0.6%

Memory: ✅ 36.930MB (SLO: <53.000MB 📉 -30.3%) vs baseline: +4.9%

✅ add-metrics

Time: ✅ 88.868ms (SLO: <93.500ms -5.0%) vs baseline: +0.5%

Memory: ✅ 41.175MB (SLO: <53.000MB 📉 -22.3%) vs baseline: +4.9%

✅ add-tags

Time: ✅ 140.881ms (SLO: <155.000ms -9.1%) vs baseline: -0.4%

Memory: ✅ 41.101MB (SLO: <53.000MB 📉 -22.5%) vs baseline: +4.8%

✅ get-context

Time: ✅ 17.037ms (SLO: <20.500ms 📉 -16.9%) vs baseline: +0.4%

Memory: ✅ 36.800MB (SLO: <53.000MB 📉 -30.6%) vs baseline: +5.1%

✅ is-recording

Time: ✅ 17.452ms (SLO: <20.500ms 📉 -14.9%) vs baseline: +1.6%

Memory: ✅ 36.744MB (SLO: <53.000MB 📉 -30.7%) vs baseline: +4.7%

✅ record-exception

Time: ✅ 36.654ms (SLO: <40.000ms -8.4%) vs baseline: ~same

Memory: ✅ 37.241MB (SLO: <53.000MB 📉 -29.7%) vs baseline: +4.5%

✅ set-status

Time: ✅ 18.676ms (SLO: <22.000ms 📉 -15.1%) vs baseline: +0.1%

Memory: ✅ 36.740MB (SLO: <53.000MB 📉 -30.7%) vs baseline: +5.1%

✅ start

Time: ✅ 17.368ms (SLO: <20.500ms 📉 -15.3%) vs baseline: +3.3%

Memory: ✅ 36.742MB (SLO: <53.000MB 📉 -30.7%) vs baseline: +4.7%

✅ start-finish

Time: ✅ 51.209ms (SLO: <52.500ms -2.5%) vs baseline: ~same

Memory: ✅ 34.701MB (SLO: <35.500MB -2.2%) vs baseline: +4.7%

✅ start-finish-telemetry

Time: ✅ 52.798ms (SLO: <54.500ms -3.1%) vs baseline: +1.2%

Memory: ✅ 34.760MB (SLO: <35.500MB -2.1%) vs baseline: +4.4%

✅ start-finish-traceid128

Time: ✅ 54.229ms (SLO: <57.000ms -4.9%) vs baseline: +0.5%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.9%

✅ start-traceid128

Time: ✅ 17.368ms (SLO: <22.500ms 📉 -22.8%) vs baseline: +0.5%

Memory: ✅ 36.885MB (SLO: <53.000MB 📉 -30.4%) vs baseline: +5.0%

✅ update-name

Time: ✅ 17.407ms (SLO: <22.000ms 📉 -20.9%) vs baseline: +0.6%

Memory: ✅ 36.895MB (SLO: <53.000MB 📉 -30.4%) vs baseline: +5.0%

🟡 tracer - 6/6

✅ large

Time: ✅ 29.113ms (SLO: <32.950ms 📉 -11.6%) vs baseline: +0.2%

Memory: ✅ 36.038MB (SLO: <36.500MB 🟡 -1.3%) vs baseline: +4.8%

✅ medium

Time: ✅ 2.875ms (SLO: <3.200ms 📉 -10.1%) vs baseline: ~same

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +4.9%

✅ small

Time: ✅ 329.795µs (SLO: <370.000µs 📉 -10.9%) vs baseline: +1.9%

Memory: ✅ 34.878MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +5.1%

⚠️ Unstable Tests (1 suite)
⚠️ packagesupdateimporteddependencies - 24/24 (1 unstable)

✅ import_many

Time: ✅ 154.996µs (SLO: <170.000µs -8.8%) vs baseline: -0.6%

Memory: ✅ 39.370MB (SLO: <43.000MB -8.4%) vs baseline: +4.9%

✅ import_many_cached

Time: ✅ 121.013µs (SLO: <130.000µs -6.9%) vs baseline: ~same

Memory: ✅ 39.488MB (SLO: <43.000MB -8.2%) vs baseline: +4.0%

✅ import_many_stdlib

Time: ✅ 0.760ms (SLO: <1.750ms 📉 -56.6%) vs baseline: +0.2%

Memory: ✅ 39.913MB (SLO: <43.000MB -7.2%) vs baseline: +5.2%

⚠️ import_many_stdlib_cached

Time: ⚠️ 0.173ms (SLO: <1.100ms 📉 -84.3%) vs baseline: +0.5%

Memory: ✅ 39.545MB (SLO: <43.000MB -8.0%) vs baseline: +4.1%

✅ import_many_unknown

Time: ✅ 830.996µs (SLO: <890.000µs -6.6%) vs baseline: +0.3%

Memory: ✅ 39.905MB (SLO: <43.000MB -7.2%) vs baseline: +4.9%

✅ import_many_unknown_cached

Time: ✅ 790.693µs (SLO: <870.000µs -9.1%) vs baseline: -1.3%

Memory: ✅ 39.831MB (SLO: <43.000MB -7.4%) vs baseline: +4.7%

✅ import_one

Time: ✅ 19.807µs (SLO: <30.000µs 📉 -34.0%) vs baseline: +0.2%

Memory: ✅ 39.301MB (SLO: <43.000MB -8.6%) vs baseline: +4.8%

✅ import_one_cache

Time: ✅ 6.278µs (SLO: <10.000µs 📉 -37.2%) vs baseline: -0.1%

Memory: ✅ 39.658MB (SLO: <43.000MB -7.8%) vs baseline: +4.4%

✅ import_one_stdlib

Time: ✅ 18.639µs (SLO: <20.000µs -6.8%) vs baseline: +0.2%

Memory: ✅ 39.746MB (SLO: <43.000MB -7.6%) vs baseline: +4.8%

✅ import_one_stdlib_cache

Time: ✅ 6.246µs (SLO: <10.000µs 📉 -37.5%) vs baseline: -1.3%

Memory: ✅ 39.751MB (SLO: <43.000MB -7.6%) vs baseline: +5.1%

✅ import_one_unknown

Time: ✅ 45.367µs (SLO: <50.000µs -9.3%) vs baseline: -0.3%

Memory: ✅ 39.630MB (SLO: <43.000MB -7.8%) vs baseline: +4.3%

✅ import_one_unknown_cache

Time: ✅ 6.311µs (SLO: <10.000µs 📉 -36.9%) vs baseline: +0.8%

Memory: ✅ 39.703MB (SLO: <43.000MB -7.7%) vs baseline: +5.1%

✅ All Tests Passing (4 suites)
✅ iast_aspects - 40/40

✅ re_expand_aspect

Time: ✅ 37.280µs (SLO: <40.000µs -6.8%) vs baseline: +6.6%

Memory: ✅ 42.153MB (SLO: <43.500MB -3.1%) vs baseline: +4.6%

✅ re_expand_noaspect

Time: ✅ 35.171µs (SLO: <40.000µs 📉 -12.1%) vs baseline: -0.2%

Memory: ✅ 42.369MB (SLO: <43.500MB -2.6%) vs baseline: +5.4%

✅ re_findall_aspect

Time: ✅ 3.412µs (SLO: <10.000µs 📉 -65.9%) vs baseline: -0.2%

Memory: ✅ 42.212MB (SLO: <43.500MB -3.0%) vs baseline: +4.9%

✅ re_findall_noaspect

Time: ✅ 3.243µs (SLO: <10.000µs 📉 -67.6%) vs baseline: ~same

Memory: ✅ 42.290MB (SLO: <43.500MB -2.8%) vs baseline: +5.1%

✅ re_finditer_aspect

Time: ✅ 4.546µs (SLO: <10.000µs 📉 -54.5%) vs baseline: -0.6%

Memory: ✅ 42.271MB (SLO: <43.500MB -2.8%) vs baseline: +4.8%

✅ re_finditer_noaspect

Time: ✅ 3.296µs (SLO: <10.000µs 📉 -67.0%) vs baseline: -0.2%

Memory: ✅ 42.212MB (SLO: <43.500MB -3.0%) vs baseline: +4.6%

✅ re_fullmatch_aspect

Time: ✅ 2.773µs (SLO: <10.000µs 📉 -72.3%) vs baseline: +0.9%

Memory: ✅ 42.212MB (SLO: <43.500MB -3.0%) vs baseline: +4.8%

✅ re_fullmatch_noaspect

Time: ✅ 3.077µs (SLO: <10.000µs 📉 -69.2%) vs baseline: -0.3%

Memory: ✅ 42.251MB (SLO: <43.500MB -2.9%) vs baseline: +4.7%

✅ re_group_aspect

Time: ✅ 4.897µs (SLO: <10.000µs 📉 -51.0%) vs baseline: +1.4%

Memory: ✅ 42.172MB (SLO: <43.500MB -3.1%) vs baseline: +4.8%

✅ re_group_noaspect

Time: ✅ 4.924µs (SLO: <10.000µs 📉 -50.8%) vs baseline: +0.6%

Memory: ✅ 42.251MB (SLO: <43.500MB -2.9%) vs baseline: +5.1%

✅ re_groups_aspect

Time: ✅ 4.999µs (SLO: <10.000µs 📉 -50.0%) vs baseline: +0.8%

Memory: ✅ 42.192MB (SLO: <43.500MB -3.0%) vs baseline: +4.7%

✅ re_groups_noaspect

Time: ✅ 5.025µs (SLO: <10.000µs 📉 -49.7%) vs baseline: +0.4%

Memory: ✅ 42.349MB (SLO: <43.500MB -2.6%) vs baseline: +5.1%

✅ re_match_aspect

Time: ✅ 2.832µs (SLO: <10.000µs 📉 -71.7%) vs baseline: +0.8%

Memory: ✅ 42.330MB (SLO: <43.500MB -2.7%) vs baseline: +5.0%

✅ re_match_noaspect

Time: ✅ 3.104µs (SLO: <10.000µs 📉 -69.0%) vs baseline: ~same

Memory: ✅ 42.192MB (SLO: <43.500MB -3.0%) vs baseline: +5.0%

✅ re_search_aspect

Time: ✅ 2.667µs (SLO: <10.000µs 📉 -73.3%) vs baseline: +0.6%

Memory: ✅ 42.290MB (SLO: <43.500MB -2.8%) vs baseline: +4.8%

✅ re_search_noaspect

Time: ✅ 2.905µs (SLO: <10.000µs 📉 -71.0%) vs baseline: +0.2%

Memory: ✅ 42.133MB (SLO: <43.500MB -3.1%) vs baseline: +4.3%

✅ re_sub_aspect

Time: ✅ 3.549µs (SLO: <10.000µs 📉 -64.5%) vs baseline: -0.2%

Memory: ✅ 42.153MB (SLO: <43.500MB -3.1%) vs baseline: +4.7%

✅ re_sub_noaspect

Time: ✅ 4.089µs (SLO: <10.000µs 📉 -59.1%) vs baseline: +3.4%

Memory: ✅ 42.192MB (SLO: <43.500MB -3.0%) vs baseline: +4.8%

✅ re_subn_aspect

Time: ✅ 3.790µs (SLO: <10.000µs 📉 -62.1%) vs baseline: +0.9%

Memory: ✅ 42.153MB (SLO: <43.500MB -3.1%) vs baseline: +4.5%

✅ re_subn_noaspect

Time: ✅ 4.083µs (SLO: <10.000µs 📉 -59.2%) vs baseline: -1.1%

Memory: ✅ 42.231MB (SLO: <43.500MB -2.9%) vs baseline: +4.8%

✅ iastpropagation - 8/8

✅ no-propagation

Time: ✅ 49.509µs (SLO: <60.000µs 📉 -17.5%) vs baseline: +0.3%

Memory: ✅ 38.280MB (SLO: <42.000MB -8.9%) vs baseline: +4.7%

✅ propagation_enabled

Time: ✅ 136.521µs (SLO: <190.000µs 📉 -28.1%) vs baseline: +0.2%

Memory: ✅ 38.201MB (SLO: <42.000MB -9.0%) vs baseline: +4.5%

✅ propagation_enabled_100

Time: ✅ 1.569ms (SLO: <2.300ms 📉 -31.8%) vs baseline: -0.8%

Memory: ✅ 38.260MB (SLO: <42.000MB -8.9%) vs baseline: +4.9%

✅ propagation_enabled_1000

Time: ✅ 29.285ms (SLO: <34.550ms 📉 -15.2%) vs baseline: ~same

Memory: ✅ 38.791MB (SLO: <42.000MB -7.6%) vs baseline: +5.2%

✅ otelsdkspan - 24/24

✅ add-event

Time: ✅ 40.486ms (SLO: <42.000ms -3.6%) vs baseline: +0.4%

Memory: ✅ 37.513MB (SLO: <39.000MB -3.8%) vs baseline: +4.5%

✅ add-link

Time: ✅ 36.546ms (SLO: <38.550ms -5.2%) vs baseline: +0.6%

Memory: ✅ 37.473MB (SLO: <39.000MB -3.9%) vs baseline: +5.0%

✅ add-metrics

Time: ✅ 218.693ms (SLO: <232.000ms -5.7%) vs baseline: -0.6%

Memory: ✅ 37.336MB (SLO: <39.000MB -4.3%) vs baseline: +4.3%

✅ add-tags

Time: ✅ 211.644ms (SLO: <221.600ms -4.5%) vs baseline: +0.2%

Memory: ✅ 37.395MB (SLO: <39.000MB -4.1%) vs baseline: +3.8%

✅ get-context

Time: ✅ 29.127ms (SLO: <31.300ms -6.9%) vs baseline: +0.3%

Memory: ✅ 37.434MB (SLO: <39.000MB -4.0%) vs baseline: +5.0%

✅ is-recording

Time: ✅ 29.357ms (SLO: <31.000ms -5.3%) vs baseline: +0.4%

Memory: ✅ 37.336MB (SLO: <39.000MB -4.3%) vs baseline: +4.7%

✅ record-exception

Time: ✅ 63.353ms (SLO: <65.850ms -3.8%) vs baseline: +0.3%

Memory: ✅ 37.415MB (SLO: <39.000MB -4.1%) vs baseline: +3.9%

✅ set-status

Time: ✅ 31.909ms (SLO: <34.150ms -6.6%) vs baseline: +0.9%

Memory: ✅ 37.375MB (SLO: <39.000MB -4.2%) vs baseline: +4.6%

✅ start

Time: ✅ 29.423ms (SLO: <30.150ms -2.4%) vs baseline: +2.1%

Memory: ✅ 37.395MB (SLO: <39.000MB -4.1%) vs baseline: +5.0%

✅ start-finish

Time: ✅ 34.152ms (SLO: <35.350ms -3.4%) vs baseline: +0.9%

Memory: ✅ 37.473MB (SLO: <39.000MB -3.9%) vs baseline: +5.0%

✅ start-finish-telemetry

Time: ✅ 34.160ms (SLO: <35.450ms -3.6%) vs baseline: +0.9%

Memory: ✅ 37.395MB (SLO: <39.000MB -4.1%) vs baseline: +4.1%

✅ update-name

Time: ✅ 31.359ms (SLO: <33.400ms -6.1%) vs baseline: +1.2%

Memory: ✅ 37.375MB (SLO: <39.000MB -4.2%) vs baseline: +4.7%

✅ packagespackageforrootmodulemapping - 4/4

✅ cache_off

Time: ✅ 342.256ms (SLO: <354.300ms -3.4%) vs baseline: -1.0%

Memory: ✅ 40.903MB (SLO: <43.500MB -6.0%) vs baseline: +6.0%

✅ cache_on

Time: ✅ 0.386µs (SLO: <10.000µs 📉 -96.1%) vs baseline: +1.0%

Memory: ✅ 39.114MB (SLO: <43.000MB -9.0%) vs baseline: +3.6%

ℹ️ Scenarios Missing SLO Configuration (26 scenarios)

The following scenarios exist in candidate data but have no SLO thresholds configured:

  • coreapiscenario-core_dispatch_listeners
  • coreapiscenario-core_dispatch_no_listeners
  • coreapiscenario-core_dispatch_with_results_listeners
  • coreapiscenario-core_dispatch_with_results_no_listeners
  • djangosimple-baseline
  • errortrackingdjangosimple-baseline
  • errortrackingflasksqli-baseline
  • flasksimple-baseline
  • flasksqli-baseline
  • sethttpmeta-obfuscation-disabled
  • startup-baseline
  • startup-baseline_django
  • startup-baseline_flask
  • startup-ddtrace_run
  • startup-ddtrace_run_appsec
  • startup-ddtrace_run_profiling
  • startup-ddtrace_run_runtime_metrics
  • startup-ddtrace_run_send_span
  • startup-ddtrace_run_telemetry_disabled
  • startup-ddtrace_run_telemetry_enabled
  • startup-import_ddtrace
  • startup-import_ddtrace_auto
  • startup-import_ddtrace_auto_django
  • startup-import_ddtrace_auto_flask
  • startup-import_ddtrace_django
  • startup-import_ddtrace_flask

@jboolean jboolean requested a review from ncybul December 18, 2025 14:41
@jboolean jboolean force-pushed the jb/use-common-trace-for-mcp-server-tool-calls branch from d2c3cf4 to 27d832b Compare December 18, 2025 14:50
@jboolean jboolean force-pushed the jb/use-common-trace-for-mcp-server-tool-calls branch from 27d832b to a4eaacc Compare December 18, 2025 20:44
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Codeowners resolved as

ddtrace/contrib/internal/mcp/patch.py                                   @DataDog/ml-observability
ddtrace/llmobs/_constants.py                                            @DataDog/ml-observability
ddtrace/llmobs/_integrations/mcp.py                                     @DataDog/ml-observability
ddtrace/llmobs/_llmobs.py                                               @DataDog/ml-observability
ddtrace/llmobs/types.py                                                 @DataDog/ml-observability
releasenotes/notes/add-feature-to-capture-user-intent-of-mcp-server-tool-calls-87ce1280fffe8f75.yaml  @DataDog/apm-python
tests/contrib/mcp/test_mcp_llmobs.py                                    @DataDog/ml-observability

@jboolean jboolean requested a review from a team as a code owner December 23, 2025 17:24
@jboolean jboolean force-pushed the jb/use-common-trace-for-mcp-server-tool-calls branch from 9d0af43 to b516f25 Compare December 23, 2025 20:15
Base automatically changed from jb/use-common-trace-for-mcp-server-tool-calls to main December 24, 2025 18:29
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@sabrenner sabrenner Awaiting requested review from sabrenner

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