[MLOB-4258] add support for OpenAI server-side MCP calls #15057

ncybul · 2025-10-27T20:14:48Z

Description

This PR adds support for server-side MCP calls made via the OpenAI Responses API.

In the Responses API, LLMs can invoke MCP tools on behalf of the client. They do this by asking the provided MCP server to list available tools and then calling the relevant tool.

Our current support for these kinds of interactions is not great: we do not capture any tool calls, tool results, or tool spans.

This PR provides better support by:

Capturing the McpCall output item and parsing it into a Tool Call and Tool Result for the current active LLM span
Generating a Tool span to represent the server-side tool invocation (note that this tool span is a child of the active LLM span since it technically happens within the LLM operation)

Testing

Risks

Additional Notes

github-actions · 2025-10-27T20:15:22Z

CODEOWNERS have been resolved as:

releasenotes/notes/openai-mcp-support-6529a8c07e00a6a1.yaml             @DataDog/apm-python
ddtrace/llmobs/_integrations/openai.py                                  @DataDog/ml-observability
ddtrace/llmobs/_integrations/utils.py                                   @DataDog/ml-observability
tests/contrib/openai/test_openai_llmobs.py                              @DataDog/ml-observability
tests/contrib/openai/utils.py                                           @DataDog/ml-observability

github-actions · 2025-10-27T20:40:37Z

Bootstrap import analysis

Comparison of import times between this PR and base.

Summary

The average import time from this PR is: 237 ± 2 ms.

The average import time from base is: 239 ± 2 ms.

The import time difference between this PR and base is: -2.02 ± 0.09 ms.

Import time breakdown

The following import paths have shrunk:

ddtrace.auto 1.960 ms (0.83%)

ddtrace.bootstrap.sitecustomize 1.282 ms (0.54%)

ddtrace.bootstrap.preload 1.282 ms (0.54%)

ddtrace.internal.remoteconfig.client 0.637 ms (0.27%)

ddtrace 0.678 ms (0.29%)

ddtrace.internal._unpatched 0.031 ms (0.01%)

json 0.031 ms (0.01%)

json.decoder 0.031 ms (0.01%)

re 0.031 ms (0.01%)

enum 0.031 ms (0.01%)

types 0.031 ms (0.01%)

pr-commenter · 2025-10-27T21:14:18Z

Performance SLOs

Comparing candidate nicole-cybul/openai-mcp-support (56e58c2) with baseline main (620007d)

❌ Test Failures (1 suite)

❌ djangosimple - 27/30

✅ appsec

Time: ✅ 20.488ms (SLO: <22.300ms -8.1%) vs baseline: ~same

Memory: ✅ 66.395MB (SLO: <67.000MB 🟡 -0.9%) vs baseline: +6.7%

✅ exception-replay-enabled

Time: ✅ 1.345ms (SLO: <1.450ms -7.2%) vs baseline: -0.6%

Memory: ✅ 64.582MB (SLO: <67.000MB -3.6%) vs baseline: +4.8%

✅ iast

Time: ✅ 20.461ms (SLO: <22.250ms -8.0%) vs baseline: +0.3%

Memory: ✅ 66.388MB (SLO: <67.000MB 🟡 -0.9%) vs baseline: +6.7%

✅ profiler

Time: ✅ 15.485ms (SLO: <16.550ms -6.4%) vs baseline: +1.6%

Memory: ✅ 54.008MB (SLO: <54.500MB 🟡 -0.9%) vs baseline: +5.4%

✅ resource-renaming

Time: ✅ 20.499ms (SLO: <21.750ms -5.8%) vs baseline: -0.2%

Memory: ✅ 66.427MB (SLO: <67.000MB 🟡 -0.9%) vs baseline: +6.8%

✅ span-code-origin

Time: ✅ 25.392ms (SLO: <28.200ms -10.0%) vs baseline: +0.3%

Memory: ✅ 68.420MB (SLO: <69.500MB 🟡 -1.6%) vs baseline: +6.2%

✅ tracer

Time: ✅ 20.454ms (SLO: <21.750ms -6.0%) vs baseline: ~same

Memory: ✅ 66.338MB (SLO: <67.000MB 🟡 -1.0%) vs baseline: +6.6%

❌ tracer-and-profiler

Time: ✅ 22.733ms (SLO: <23.500ms -3.3%) vs baseline: +2.9%

Memory: ❌ 67.868MB (SLO: <67.500MB +0.5%) vs baseline: +6.7%

❌ tracer-dont-create-db-spans

Time: ✅ 19.291ms (SLO: <21.500ms 📉 -10.3%) vs baseline: -0.5%

Memory: ❌ 66.452MB (SLO: <66.000MB +0.7%) vs baseline: +6.8%

❌ tracer-minimal

Time: ✅ 16.598ms (SLO: <17.500ms -5.2%) vs baseline: +0.4%

Memory: ❌ 66.422MB (SLO: <66.000MB +0.6%) vs baseline: +6.8%

✅ tracer-native

Time: ✅ 20.508ms (SLO: <21.750ms -5.7%) vs baseline: +0.3%

Memory: ✅ 72.194MB (SLO: <72.500MB 🟡 -0.4%) vs baseline: +6.3%

✅ tracer-no-caches

Time: ✅ 18.426ms (SLO: <19.650ms -6.2%) vs baseline: -0.6%

Memory: ✅ 66.447MB (SLO: <67.000MB 🟡 -0.8%) vs baseline: +6.7%

✅ tracer-no-databases

Time: ✅ 18.850ms (SLO: <20.100ms -6.2%) vs baseline: +0.5%

Memory: ✅ 66.399MB (SLO: <67.000MB 🟡 -0.9%) vs baseline: +6.8%

✅ tracer-no-middleware

Time: ✅ 20.197ms (SLO: <21.500ms -6.1%) vs baseline: +0.6%

Memory: ✅ 66.465MB (SLO: <67.000MB 🟡 -0.8%) vs baseline: +6.8%

✅ tracer-no-templates

Time: ✅ 20.282ms (SLO: <22.000ms -7.8%) vs baseline: ~same

Memory: ✅ 66.426MB (SLO: <67.000MB 🟡 -0.9%) vs baseline: +6.8%

📈 Performance Regressions (2 suites)

📈 iast_aspects - 40/40

✅ re_expand_aspect

Time: ✅ 31.823µs (SLO: <40.000µs 📉 -20.4%) vs baseline: -0.5%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.0%

✅ re_expand_noaspect

Time: ✅ 28.607µs (SLO: <40.000µs 📉 -28.5%) vs baseline: +0.4%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.0%

✅ re_findall_aspect

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

Memory: ✅ 38.122MB (SLO: <39.000MB -2.3%) vs baseline: +6.3%

✅ re_findall_noaspect

Time: ✅ 1.446µs (SLO: <10.000µs 📉 -85.5%) vs baseline: +2.0%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +5.9%

✅ re_finditer_aspect

Time: ✅ 4.437µs (SLO: <10.000µs 📉 -55.6%) vs baseline: ~same

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.1%

✅ re_finditer_noaspect

Time: ✅ 1.391µs (SLO: <10.000µs 📉 -86.1%) vs baseline: -2.0%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +5.8%

✅ re_fullmatch_aspect

Time: ✅ 2.726µs (SLO: <10.000µs 📉 -72.7%) vs baseline: +2.8%

Memory: ✅ 38.142MB (SLO: <39.000MB -2.2%) vs baseline: +5.9%

✅ re_fullmatch_noaspect

Time: ✅ 1.285µs (SLO: <10.000µs 📉 -87.2%) vs baseline: -0.9%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +5.8%

✅ re_group_aspect

Time: ✅ 2.959µs (SLO: <10.000µs 📉 -70.4%) vs baseline: +1.7%

Memory: ✅ 38.122MB (SLO: <39.000MB -2.3%) vs baseline: +6.0%

✅ re_group_noaspect

Time: ✅ 1.622µs (SLO: <10.000µs 📉 -83.8%) vs baseline: +1.6%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +5.9%

✅ re_groups_aspect

Time: ✅ 3.064µs (SLO: <10.000µs 📉 -69.4%) vs baseline: -0.2%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +6.0%

✅ re_groups_noaspect

Time: ✅ 1.691µs (SLO: <10.000µs 📉 -83.1%) vs baseline: -0.9%

Memory: ✅ 38.122MB (SLO: <39.000MB -2.3%) vs baseline: +6.3%

✅ re_match_aspect

Time: ✅ 2.971µs (SLO: <10.000µs 📉 -70.3%) vs baseline: 📈 +10.7%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.3%

✅ re_match_noaspect

Time: ✅ 1.299µs (SLO: <10.000µs 📉 -87.0%) vs baseline: +0.1%

Memory: ✅ 38.122MB (SLO: <39.000MB -2.3%) vs baseline: +6.1%

✅ re_search_aspect

Time: ✅ 2.747µs (SLO: <10.000µs 📉 -72.5%) vs baseline: +8.6%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.2%

✅ re_search_noaspect

Time: ✅ 1.203µs (SLO: <10.000µs 📉 -88.0%) vs baseline: -0.3%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +5.9%

✅ re_sub_aspect

Time: ✅ 3.388µs (SLO: <10.000µs 📉 -66.1%) vs baseline: -1.6%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +6.0%

✅ re_sub_noaspect

Time: ✅ 1.529µs (SLO: <10.000µs 📉 -84.7%) vs baseline: +0.3%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +6.1%

✅ re_subn_aspect

Time: ✅ 3.686µs (SLO: <10.000µs 📉 -63.1%) vs baseline: +0.6%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +5.9%

✅ re_subn_noaspect

Time: ✅ 1.606µs (SLO: <10.000µs 📉 -83.9%) vs baseline: -0.1%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.0%

📈 telemetryaddmetric - 30/30

✅ 1-count-metric-1-times

Time: ✅ 3.253µs (SLO: <20.000µs 📉 -83.7%) vs baseline: 📈 +10.9%

Memory: ✅ 32.165MB (SLO: <34.000MB -5.4%) vs baseline: +4.9%

✅ 1-count-metrics-100-times

Time: ✅ 200.605µs (SLO: <220.000µs -8.8%) vs baseline: -0.4%

Memory: ✅ 32.204MB (SLO: <34.000MB -5.3%) vs baseline: +5.2%

✅ 1-distribution-metric-1-times

Time: ✅ 3.402µs (SLO: <20.000µs 📉 -83.0%) vs baseline: +3.5%

Memory: ✅ 32.185MB (SLO: <34.000MB -5.3%) vs baseline: +4.9%

✅ 1-distribution-metrics-100-times

Time: ✅ 213.442µs (SLO: <220.000µs -3.0%) vs baseline: -1.6%

Memory: ✅ 32.224MB (SLO: <34.000MB -5.2%) vs baseline: +5.3%

✅ 1-gauge-metric-1-times

Time: ✅ 2.194µs (SLO: <20.000µs 📉 -89.0%) vs baseline: -0.2%

Memory: ✅ 32.224MB (SLO: <34.000MB -5.2%) vs baseline: +5.0%

✅ 1-gauge-metrics-100-times

Time: ✅ 138.753µs (SLO: <150.000µs -7.5%) vs baseline: +0.8%

Memory: ✅ 32.145MB (SLO: <34.000MB -5.5%) vs baseline: +4.9%

✅ 1-rate-metric-1-times

Time: ✅ 3.155µs (SLO: <20.000µs 📉 -84.2%) vs baseline: +3.5%

Memory: ✅ 32.165MB (SLO: <34.000MB -5.4%) vs baseline: +5.1%

✅ 1-rate-metrics-100-times

Time: ✅ 216.242µs (SLO: <250.000µs 📉 -13.5%) vs baseline: -0.8%

Memory: ✅ 32.126MB (SLO: <34.000MB -5.5%) vs baseline: +4.7%

✅ 100-count-metrics-100-times

Time: ✅ 21.137ms (SLO: <22.000ms -3.9%) vs baseline: +4.1%

Memory: ✅ 32.185MB (SLO: <34.000MB -5.3%) vs baseline: +5.1%

✅ 100-distribution-metrics-100-times

Time: ✅ 2.301ms (SLO: <2.300ms ~same) vs baseline: +1.8%

Memory: ✅ 32.185MB (SLO: <34.000MB -5.3%) vs baseline: +5.0%

✅ 100-gauge-metrics-100-times

Time: ✅ 1.434ms (SLO: <1.550ms -7.5%) vs baseline: +1.8%

Memory: ✅ 32.165MB (SLO: <34.000MB -5.4%) vs baseline: +5.1%

✅ 100-rate-metrics-100-times

Time: ✅ 2.295ms (SLO: <2.550ms -10.0%) vs baseline: +3.2%

Memory: ✅ 32.204MB (SLO: <34.000MB -5.3%) vs baseline: +5.0%

✅ flush-1-metric

Time: ✅ 4.686µs (SLO: <20.000µs 📉 -76.6%) vs baseline: +4.7%

Memory: ✅ 32.204MB (SLO: <34.000MB -5.3%) vs baseline: +5.4%

✅ flush-100-metrics

Time: ✅ 174.410µs (SLO: <250.000µs 📉 -30.2%) vs baseline: ~same

Memory: ✅ 32.165MB (SLO: <34.000MB -5.4%) vs baseline: +5.1%

✅ flush-1000-metrics

Time: ✅ 2.119ms (SLO: <2.500ms 📉 -15.3%) vs baseline: -0.1%

Memory: ✅ 32.991MB (SLO: <34.500MB -4.4%) vs baseline: +5.2%

🟡 Near SLO Breach (5 suites)

🟡 errortrackingdjangosimple - 6/6

✅ errortracking-enabled-all

Time: ✅ 18.219ms (SLO: <19.850ms -8.2%) vs baseline: +1.2%

Memory: ✅ 66.436MB (SLO: <66.500MB 🟡 ~same) vs baseline: +6.9%

✅ errortracking-enabled-user

Time: ✅ 18.098ms (SLO: <19.400ms -6.7%) vs baseline: +0.4%

Memory: ✅ 66.456MB (SLO: <66.500MB 🟡 ~same) vs baseline: +6.9%

✅ tracer-enabled

Time: ✅ 18.097ms (SLO: <19.450ms -7.0%) vs baseline: +0.4%

Memory: ✅ 66.349MB (SLO: <66.500MB 🟡 -0.2%) vs baseline: +6.6%

🟡 errortrackingflasksqli - 6/6

✅ errortracking-enabled-all

Time: ✅ 2.072ms (SLO: <2.300ms -9.9%) vs baseline: ~same

Memory: ✅ 52.750MB (SLO: <53.500MB 🟡 -1.4%) vs baseline: +6.1%

✅ errortracking-enabled-user

Time: ✅ 2.072ms (SLO: <2.250ms -7.9%) vs baseline: +0.2%

Memory: ✅ 52.848MB (SLO: <53.500MB 🟡 -1.2%) vs baseline: +6.4%

✅ tracer-enabled

Time: ✅ 2.073ms (SLO: <2.300ms -9.9%) vs baseline: +0.2%

Memory: ✅ 52.770MB (SLO: <53.500MB 🟡 -1.4%) vs baseline: +6.0%

🟡 flasksimple - 18/18

✅ appsec-get

Time: ✅ 4.603ms (SLO: <4.750ms -3.1%) vs baseline: +0.3%

Memory: ✅ 62.757MB (SLO: <65.000MB -3.5%) vs baseline: +6.2%

✅ appsec-post

Time: ✅ 6.640ms (SLO: <6.750ms 🟡 -1.6%) vs baseline: +0.1%

Memory: ✅ 62.757MB (SLO: <65.000MB -3.5%) vs baseline: +6.2%

✅ appsec-telemetry

Time: ✅ 4.593ms (SLO: <4.750ms -3.3%) vs baseline: +0.2%

Memory: ✅ 62.698MB (SLO: <65.000MB -3.5%) vs baseline: +6.0%

✅ debugger

Time: ✅ 1.860ms (SLO: <2.000ms -7.0%) vs baseline: ~same

Memory: ✅ 45.279MB (SLO: <47.000MB -3.7%) vs baseline: +4.5%

✅ iast-get

Time: ✅ 1.856ms (SLO: <2.000ms -7.2%) vs baseline: -0.7%

Memory: ✅ 42.428MB (SLO: <49.000MB 📉 -13.4%) vs baseline: +5.1%

✅ profiler

Time: ✅ 1.913ms (SLO: <2.100ms -8.9%) vs baseline: +0.1%

Memory: ✅ 46.419MB (SLO: <47.000MB 🟡 -1.2%) vs baseline: +4.7%

✅ resource-renaming

Time: ✅ 3.372ms (SLO: <3.650ms -7.6%) vs baseline: ~same

Memory: ✅ 52.986MB (SLO: <53.500MB 🟡 -1.0%) vs baseline: +6.4%

✅ tracer

Time: ✅ 3.361ms (SLO: <3.650ms -7.9%) vs baseline: -0.2%

Memory: ✅ 52.947MB (SLO: <53.500MB 🟡 -1.0%) vs baseline: +6.3%

✅ tracer-native

Time: ✅ 3.367ms (SLO: <3.650ms -7.8%) vs baseline: +0.3%

Memory: ✅ 58.876MB (SLO: <60.000MB 🟡 -1.9%) vs baseline: +6.0%

🟡 flasksqli - 6/6

✅ appsec-enabled

Time: ✅ 3.964ms (SLO: <4.200ms -5.6%) vs baseline: +0.5%

Memory: ✅ 62.954MB (SLO: <66.000MB -4.6%) vs baseline: +6.0%

✅ iast-enabled

Time: ✅ 2.445ms (SLO: <2.800ms 📉 -12.7%) vs baseline: +0.5%

Memory: ✅ 59.395MB (SLO: <60.000MB 🟡 -1.0%) vs baseline: +6.1%

✅ tracer-enabled

Time: ✅ 2.065ms (SLO: <2.250ms -8.2%) vs baseline: +0.7%

Memory: ✅ 52.868MB (SLO: <54.500MB -3.0%) vs baseline: +6.3%

🟡 packagespackageforrootmodulemapping - 4/4

✅ cache_off

Time: ✅ 342.980ms (SLO: <354.300ms -3.2%) vs baseline: -0.8%

Memory: ✅ 39.999MB (SLO: <40.000MB 🟡 ~same) vs baseline: +7.2%

✅ cache_on

Time: ✅ 0.387µs (SLO: <10.000µs 📉 -96.1%) vs baseline: +1.4%

Memory: ✅ 37.550MB (SLO: <39.000MB -3.7%) vs baseline: +4.5%

⚠️ Unstable Tests (1 suite)

⚠️

coreapiscenario - 10/10 (1 unstable)

⚠️ context_with_data_listeners

Time: ⚠️ 13.242µs (SLO: <20.000µs 📉 -33.8%) vs baseline: +0.2%

Memory: ✅ 32.185MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ context_with_data_no_listeners

Time: ✅ 3.272µs (SLO: <10.000µs 📉 -67.3%) vs baseline: -0.8%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +5.6%

✅ get_item_exists

Time: ✅ 0.586µs (SLO: <10.000µs 📉 -94.1%) vs baseline: ~same

Memory: ✅ 32.165MB (SLO: <33.500MB -4.0%) vs baseline: +5.2%

✅ get_item_missing

Time: ✅ 0.641µs (SLO: <10.000µs 📉 -93.6%) vs baseline: +0.7%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +5.2%

✅ set_item

Time: ✅ 24.315µs (SLO: <30.000µs 📉 -19.0%) vs baseline: +0.5%

Memory: ✅ 32.165MB (SLO: <33.500MB -4.0%) vs baseline: +4.9%

✅ All Tests Passing (15 suites)

✅ httppropagationextract - 60/60

✅ all_styles_all_headers

Time: ✅ 82.735µs (SLO: <100.000µs 📉 -17.3%) vs baseline: +2.2%

Memory: ✅ 32.224MB (SLO: <33.500MB -3.8%) vs baseline: +4.9%

✅ b3_headers

Time: ✅ 14.820µs (SLO: <20.000µs 📉 -25.9%) vs baseline: +4.6%

Memory: ✅ 32.165MB (SLO: <33.500MB -4.0%) vs baseline: +5.1%

✅ b3_single_headers

Time: ✅ 13.656µs (SLO: <20.000µs 📉 -31.7%) vs baseline: +3.1%

Memory: ✅ 32.224MB (SLO: <33.500MB -3.8%) vs baseline: +4.9%

✅ datadog_tracecontext_tracestate_not_propagated_on_trace_id_no_match

Time: ✅ 65.183µs (SLO: <80.000µs 📉 -18.5%) vs baseline: +2.7%

Memory: ✅ 32.185MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ datadog_tracecontext_tracestate_propagated_on_trace_id_match

Time: ✅ 69.279µs (SLO: <80.000µs 📉 -13.4%) vs baseline: +5.3%

Memory: ✅ 32.224MB (SLO: <33.500MB -3.8%) vs baseline: +4.9%

✅ empty_headers

Time: ✅ 1.606µs (SLO: <10.000µs 📉 -83.9%) vs baseline: ~same

Memory: ✅ 32.185MB (SLO: <33.500MB -3.9%) vs baseline: +5.0%

✅ full_t_id_datadog_headers

Time: ✅ 23.768µs (SLO: <30.000µs 📉 -20.8%) vs baseline: +3.9%

Memory: ✅ 32.145MB (SLO: <33.500MB -4.0%) vs baseline: +4.7%

✅ invalid_priority_header

Time: ✅ 6.539µs (SLO: <10.000µs 📉 -34.6%) vs baseline: ~same

Memory: ✅ 32.165MB (SLO: <33.500MB -4.0%) vs baseline: +4.8%

✅ invalid_span_id_header

Time: ✅ 6.525µs (SLO: <10.000µs 📉 -34.7%) vs baseline: ~same

Memory: ✅ 32.224MB (SLO: <33.500MB -3.8%) vs baseline: +5.0%

✅ invalid_tags_header

Time: ✅ 6.515µs (SLO: <10.000µs 📉 -34.9%) vs baseline: +0.1%

Memory: ✅ 32.165MB (SLO: <33.500MB -4.0%) vs baseline: +5.0%

✅ invalid_trace_id_header

Time: ✅ 6.559µs (SLO: <10.000µs 📉 -34.4%) vs baseline: ~same

Memory: ✅ 32.224MB (SLO: <33.500MB -3.8%) vs baseline: +5.2%

✅ large_header_no_matches

Time: ✅ 27.983µs (SLO: <30.000µs -6.7%) vs baseline: +2.3%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +5.0%

✅ large_valid_headers_all

Time: ✅ 29.145µs (SLO: <40.000µs 📉 -27.1%) vs baseline: +1.9%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ medium_header_no_matches

Time: ✅ 9.814µs (SLO: <20.000µs 📉 -50.9%) vs baseline: -1.0%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ medium_valid_headers_all

Time: ✅ 11.203µs (SLO: <20.000µs 📉 -44.0%) vs baseline: -0.3%

Memory: ✅ 32.244MB (SLO: <33.500MB -3.8%) vs baseline: +5.3%

✅ none_propagation_style

Time: ✅ 1.693µs (SLO: <10.000µs 📉 -83.1%) vs baseline: +0.2%

Memory: ✅ 32.244MB (SLO: <33.500MB -3.8%) vs baseline: +5.2%

✅ tracecontext_headers

Time: ✅ 35.068µs (SLO: <40.000µs 📉 -12.3%) vs baseline: +1.9%

Memory: ✅ 32.185MB (SLO: <33.500MB -3.9%) vs baseline: +5.0%

✅ valid_headers_all

Time: ✅ 6.534µs (SLO: <10.000µs 📉 -34.7%) vs baseline: +0.7%

Memory: ✅ 32.224MB (SLO: <33.500MB -3.8%) vs baseline: +5.2%

✅ valid_headers_basic

Time: ✅ 6.095µs (SLO: <10.000µs 📉 -39.0%) vs baseline: ~same

Memory: ✅ 32.126MB (SLO: <33.500MB -4.1%) vs baseline: +4.5%

✅ wsgi_empty_headers

Time: ✅ 1.597µs (SLO: <10.000µs 📉 -84.0%) vs baseline: -0.3%

Memory: ✅ 32.224MB (SLO: <33.500MB -3.8%) vs baseline: +4.9%

✅ wsgi_invalid_priority_header

Time: ✅ 6.542µs (SLO: <10.000µs 📉 -34.6%) vs baseline: -0.8%

Memory: ✅ 32.224MB (SLO: <33.500MB -3.8%) vs baseline: +5.0%

✅ wsgi_invalid_span_id_header

Time: ✅ 1.590µs (SLO: <10.000µs 📉 -84.1%) vs baseline: -0.7%

Memory: ✅ 32.185MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ wsgi_invalid_tags_header

Time: ✅ 6.585µs (SLO: <10.000µs 📉 -34.1%) vs baseline: +0.5%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +5.0%

✅ wsgi_invalid_trace_id_header

Time: ✅ 6.566µs (SLO: <10.000µs 📉 -34.3%) vs baseline: -0.3%

Memory: ✅ 32.244MB (SLO: <33.500MB -3.8%) vs baseline: +5.1%

✅ wsgi_large_header_no_matches

Time: ✅ 29.045µs (SLO: <40.000µs 📉 -27.4%) vs baseline: +1.3%

Memory: ✅ 32.244MB (SLO: <33.500MB -3.8%) vs baseline: +5.2%

✅ wsgi_large_valid_headers_all

Time: ✅ 30.196µs (SLO: <40.000µs 📉 -24.5%) vs baseline: +1.2%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +5.2%

✅ wsgi_medium_header_no_matches

Time: ✅ 10.130µs (SLO: <20.000µs 📉 -49.4%) vs baseline: -0.1%

Memory: ✅ 32.224MB (SLO: <33.500MB -3.8%) vs baseline: +5.0%

✅ wsgi_medium_valid_headers_all

Time: ✅ 11.569µs (SLO: <20.000µs 📉 -42.2%) vs baseline: +0.7%

Memory: ✅ 32.185MB (SLO: <33.500MB -3.9%) vs baseline: +5.0%

✅ wsgi_valid_headers_all

Time: ✅ 6.528µs (SLO: <10.000µs 📉 -34.7%) vs baseline: -0.4%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ wsgi_valid_headers_basic

Time: ✅ 6.154µs (SLO: <10.000µs 📉 -38.5%) vs baseline: +0.9%

Memory: ✅ 32.185MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ httppropagationinject - 16/16

✅ ids_only

Time: ✅ 21.608µs (SLO: <30.000µs 📉 -28.0%) vs baseline: +0.5%

Memory: ✅ 32.185MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ with_all

Time: ✅ 28.940µs (SLO: <40.000µs 📉 -27.7%) vs baseline: +0.9%

Memory: ✅ 32.185MB (SLO: <33.500MB -3.9%) vs baseline: +4.8%

✅ with_dd_origin

Time: ✅ 25.480µs (SLO: <30.000µs 📉 -15.1%) vs baseline: +0.9%

Memory: ✅ 32.165MB (SLO: <33.500MB -4.0%) vs baseline: +4.7%

✅ with_priority_and_origin

Time: ✅ 25.703µs (SLO: <40.000µs 📉 -35.7%) vs baseline: +4.1%

Memory: ✅ 32.224MB (SLO: <33.500MB -3.8%) vs baseline: +4.9%

✅ with_sampling_priority

Time: ✅ 22.247µs (SLO: <30.000µs 📉 -25.8%) vs baseline: +3.0%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.8%

✅ with_tags

Time: ✅ 27.180µs (SLO: <40.000µs 📉 -32.0%) vs baseline: +1.2%

Memory: ✅ 32.224MB (SLO: <33.500MB -3.8%) vs baseline: +4.9%

✅ with_tags_invalid

Time: ✅ 28.470µs (SLO: <40.000µs 📉 -28.8%) vs baseline: -0.2%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +5.0%

✅ with_tags_max_size

Time: ✅ 27.537µs (SLO: <40.000µs 📉 -31.2%) vs baseline: +0.5%

Memory: ✅ 32.185MB (SLO: <33.500MB -3.9%) vs baseline: +5.1%

✅ iastaspects - 118/118

✅ add_aspect

Time: ✅ 0.409µs (SLO: <10.000µs 📉 -95.9%) vs baseline: +0.2%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.1%

✅ add_inplace_aspect

Time: ✅ 0.408µs (SLO: <10.000µs 📉 -95.9%) vs baseline: ~same

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +6.1%

✅ add_inplace_noaspect

Time: ✅ 0.318µs (SLO: <10.000µs 📉 -96.8%) vs baseline: -0.2%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +6.1%

✅ add_noaspect

Time: ✅ 0.278µs (SLO: <10.000µs 📉 -97.2%) vs baseline: +0.9%

Memory: ✅ 38.044MB (SLO: <39.000MB -2.5%) vs baseline: +5.9%

✅ bytearray_aspect

Time: ✅ 1.367µs (SLO: <10.000µs 📉 -86.3%) vs baseline: +3.1%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.1%

✅ bytearray_extend_aspect

Time: ✅ 1.511µs (SLO: <10.000µs 📉 -84.9%) vs baseline: -0.9%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +6.0%

✅ bytearray_extend_noaspect

Time: ✅ 0.614µs (SLO: <10.000µs 📉 -93.9%) vs baseline: +0.2%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.2%

✅ bytearray_noaspect

Time: ✅ 0.486µs (SLO: <10.000µs 📉 -95.1%) vs baseline: +1.2%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +6.0%

✅ bytes_aspect

Time: ✅ 1.282µs (SLO: <10.000µs 📉 -87.2%) vs baseline: -1.8%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +5.8%

✅ bytes_noaspect

Time: ✅ 0.494µs (SLO: <10.000µs 📉 -95.1%) vs baseline: -1.4%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +6.1%

✅ bytesio_aspect

Time: ✅ 1.372µs (SLO: <10.000µs 📉 -86.3%) vs baseline: +3.1%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +5.9%

✅ bytesio_noaspect

Time: ✅ 0.497µs (SLO: <10.000µs 📉 -95.0%) vs baseline: +0.4%

Memory: ✅ 37.985MB (SLO: <39.000MB -2.6%) vs baseline: +5.6%

✅ capitalize_aspect

Time: ✅ 0.737µs (SLO: <10.000µs 📉 -92.6%) vs baseline: +0.9%

Memory: ✅ 38.044MB (SLO: <39.000MB -2.5%) vs baseline: +6.0%

✅ capitalize_noaspect

Time: ✅ 0.440µs (SLO: <10.000µs 📉 -95.6%) vs baseline: +0.4%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.0%

✅ casefold_aspect

Time: ✅ 0.736µs (SLO: <10.000µs 📉 -92.6%) vs baseline: -0.1%

Memory: ✅ 38.122MB (SLO: <39.000MB -2.3%) vs baseline: +6.1%

✅ casefold_noaspect

Time: ✅ 0.371µs (SLO: <10.000µs 📉 -96.3%) vs baseline: +0.7%

Memory: ✅ 38.122MB (SLO: <39.000MB -2.3%) vs baseline: +6.3%

✅ decode_aspect

Time: ✅ 0.727µs (SLO: <10.000µs 📉 -92.7%) vs baseline: +0.5%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +6.0%

✅ decode_noaspect

Time: ✅ 0.420µs (SLO: <10.000µs 📉 -95.8%) vs baseline: ~same

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +6.1%

✅ encode_aspect

Time: ✅ 0.711µs (SLO: <10.000µs 📉 -92.9%) vs baseline: +0.2%

Memory: ✅ 38.024MB (SLO: <39.000MB -2.5%) vs baseline: +5.8%

✅ encode_noaspect

Time: ✅ 0.408µs (SLO: <10.000µs 📉 -95.9%) vs baseline: +1.2%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.1%

✅ format_aspect

Time: ✅ 3.432µs (SLO: <10.000µs 📉 -65.7%) vs baseline: +2.0%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.1%

✅ format_map_aspect

Time: ✅ 3.718µs (SLO: <10.000µs 📉 -62.8%) vs baseline: +3.9%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.0%

✅ format_map_noaspect

Time: ✅ 0.777µs (SLO: <10.000µs 📉 -92.2%) vs baseline: ~same

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.1%

✅ format_noaspect

Time: ✅ 0.593µs (SLO: <10.000µs 📉 -94.1%) vs baseline: -0.6%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.0%

✅ index_aspect

Time: ✅ 0.356µs (SLO: <10.000µs 📉 -96.4%) vs baseline: -0.5%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +6.0%

✅ index_noaspect

Time: ✅ 0.282µs (SLO: <10.000µs 📉 -97.2%) vs baseline: +1.2%

Memory: ✅ 38.122MB (SLO: <39.000MB -2.3%) vs baseline: +6.0%

✅ join_aspect

Time: ✅ 1.366µs (SLO: <10.000µs 📉 -86.3%) vs baseline: +3.4%

Memory: ✅ 38.122MB (SLO: <39.000MB -2.3%) vs baseline: +6.0%

✅ join_noaspect

Time: ✅ 0.491µs (SLO: <10.000µs 📉 -95.1%) vs baseline: +0.8%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +6.0%

✅ ljust_aspect

Time: ✅ 2.567µs (SLO: <20.000µs 📉 -87.2%) vs baseline: -1.9%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.2%

✅ ljust_noaspect

Time: ✅ 0.407µs (SLO: <10.000µs 📉 -95.9%) vs baseline: +0.2%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +6.1%

✅ lower_aspect

Time: ✅ 2.205µs (SLO: <10.000µs 📉 -77.9%) vs baseline: -1.4%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +6.0%

✅ lower_noaspect

Time: ✅ 0.372µs (SLO: <10.000µs 📉 -96.3%) vs baseline: +0.9%

Memory: ✅ 38.024MB (SLO: <39.000MB -2.5%) vs baseline: +5.8%

✅ lstrip_aspect

Time: ✅ 2.230µs (SLO: <20.000µs 📉 -88.9%) vs baseline: -0.5%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.0%

✅ lstrip_noaspect

Time: ✅ 0.391µs (SLO: <10.000µs 📉 -96.1%) vs baseline: +2.7%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +6.1%

✅ modulo_aspect

Time: ✅ 0.987µs (SLO: <10.000µs 📉 -90.1%) vs baseline: -0.4%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.1%

✅ modulo_aspect_for_bytearray_bytearray

Time: ✅ 1.627µs (SLO: <10.000µs 📉 -83.7%) vs baseline: +4.5%

Memory: ✅ 38.044MB (SLO: <39.000MB -2.5%) vs baseline: +6.0%

✅ modulo_aspect_for_bytes

Time: ✅ 0.979µs (SLO: <10.000µs 📉 -90.2%) vs baseline: -1.2%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.1%

✅ modulo_aspect_for_bytes_bytearray

Time: ✅ 1.236µs (SLO: <10.000µs 📉 -87.6%) vs baseline: +3.8%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.2%

✅ modulo_noaspect

Time: ✅ 0.630µs (SLO: <10.000µs 📉 -93.7%) vs baseline: +0.8%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.0%

✅ replace_aspect

Time: ✅ 4.988µs (SLO: <10.000µs 📉 -50.1%) vs baseline: +3.4%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +5.9%

✅ replace_noaspect

Time: ✅ 0.463µs (SLO: <10.000µs 📉 -95.4%) vs baseline: +0.8%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.1%

✅ repr_aspect

Time: ✅ 0.903µs (SLO: <10.000µs 📉 -91.0%) vs baseline: -0.7%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +6.0%

✅ repr_noaspect

Time: ✅ 0.418µs (SLO: <10.000µs 📉 -95.8%) vs baseline: -0.2%

Memory: ✅ 38.142MB (SLO: <39.000MB -2.2%) vs baseline: +6.0%

✅ rstrip_aspect

Time: ✅ 1.901µs (SLO: <20.000µs 📉 -90.5%) vs baseline: -1.8%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.1%

✅ rstrip_noaspect

Time: ✅ 0.383µs (SLO: <10.000µs 📉 -96.2%) vs baseline: +0.5%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +6.3%

✅ slice_aspect

Time: ✅ 0.495µs (SLO: <10.000µs 📉 -95.0%) vs baseline: +0.5%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +6.0%

✅ slice_noaspect

Time: ✅ 0.449µs (SLO: <10.000µs 📉 -95.5%) vs baseline: -0.9%

Memory: ✅ 38.044MB (SLO: <39.000MB -2.5%) vs baseline: +5.8%

✅ stringio_aspect

Time: ✅ 1.583µs (SLO: <10.000µs 📉 -84.2%) vs baseline: +0.9%

Memory: ✅ 38.142MB (SLO: <39.000MB -2.2%) vs baseline: +6.2%

✅ stringio_noaspect

Time: ✅ 0.713µs (SLO: <10.000µs 📉 -92.9%) vs baseline: -0.3%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +6.0%

✅ strip_aspect

Time: ✅ 2.204µs (SLO: <20.000µs 📉 -89.0%) vs baseline: -1.0%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +6.2%

✅ strip_noaspect

Time: ✅ 0.380µs (SLO: <10.000µs 📉 -96.2%) vs baseline: -2.1%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +6.0%

✅ swapcase_aspect

Time: ✅ 2.405µs (SLO: <10.000µs 📉 -76.0%) vs baseline: -1.8%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.2%

✅ swapcase_noaspect

Time: ✅ 0.533µs (SLO: <10.000µs 📉 -94.7%) vs baseline: -0.4%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +6.0%

✅ title_aspect

Time: ✅ 2.475µs (SLO: <10.000µs 📉 -75.2%) vs baseline: +4.1%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.1%

✅ title_noaspect

Time: ✅ 0.499µs (SLO: <10.000µs 📉 -95.0%) vs baseline: -0.4%

Memory: ✅ 38.044MB (SLO: <39.000MB -2.5%) vs baseline: +6.0%

✅ translate_aspect

Time: ✅ 3.271µs (SLO: <10.000µs 📉 -67.3%) vs baseline: -0.1%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.0%

✅ translate_noaspect

Time: ✅ 1.041µs (SLO: <10.000µs 📉 -89.6%) vs baseline: +0.3%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +5.9%

✅ upper_aspect

Time: ✅ 2.210µs (SLO: <10.000µs 📉 -77.9%) vs baseline: -0.8%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.1%

✅ upper_noaspect

Time: ✅ 0.374µs (SLO: <10.000µs 📉 -96.3%) vs baseline: +1.4%

Memory: ✅ 38.044MB (SLO: <39.000MB -2.5%) vs baseline: +5.8%

✅ iastaspectsospath - 24/24

✅ ospathbasename_aspect

Time: ✅ 4.264µs (SLO: <10.000µs 📉 -57.4%) vs baseline: -0.4%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +6.1%

✅ ospathbasename_noaspect

Time: ✅ 1.083µs (SLO: <10.000µs 📉 -89.2%) vs baseline: -1.4%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +5.9%

✅ ospathjoin_aspect

Time: ✅ 6.194µs (SLO: <10.000µs 📉 -38.1%) vs baseline: +0.2%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.1%

✅ ospathjoin_noaspect

Time: ✅ 2.304µs (SLO: <10.000µs 📉 -77.0%) vs baseline: ~same

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +6.0%

✅ ospathnormcase_aspect

Time: ✅ 3.468µs (SLO: <10.000µs 📉 -65.3%) vs baseline: -3.6%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +5.8%

✅ ospathnormcase_noaspect

Time: ✅ 0.567µs (SLO: <10.000µs 📉 -94.3%) vs baseline: -3.0%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +5.8%

✅ ospathsplit_aspect

Time: ✅ 4.831µs (SLO: <10.000µs 📉 -51.7%) vs baseline: -1.2%

Memory: ✅ 38.122MB (SLO: <39.000MB -2.3%) vs baseline: +6.0%

✅ ospathsplit_noaspect

Time: ✅ 1.623µs (SLO: <10.000µs 📉 -83.8%) vs baseline: +1.9%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +6.0%

✅ ospathsplitdrive_aspect

Time: ✅ 3.695µs (SLO: <10.000µs 📉 -63.1%) vs baseline: -1.0%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.0%

✅ ospathsplitdrive_noaspect

Time: ✅ 0.693µs (SLO: <10.000µs 📉 -93.1%) vs baseline: -1.8%

Memory: ✅ 38.122MB (SLO: <39.000MB -2.3%) vs baseline: +6.1%

✅ ospathsplitext_aspect

Time: ✅ 4.580µs (SLO: <10.000µs 📉 -54.2%) vs baseline: ~same

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +6.2%

✅ ospathsplitext_noaspect

Time: ✅ 1.384µs (SLO: <10.000µs 📉 -86.2%) vs baseline: -0.6%

Memory: ✅ 38.142MB (SLO: <39.000MB -2.2%) vs baseline: +6.2%

✅ iastaspectssplit - 12/12

✅ rsplit_aspect

Time: ✅ 1.448µs (SLO: <10.000µs 📉 -85.5%) vs baseline: +2.8%

Memory: ✅ 38.122MB (SLO: <39.000MB -2.3%) vs baseline: +6.2%

✅ rsplit_noaspect

Time: ✅ 0.584µs (SLO: <10.000µs 📉 -94.2%) vs baseline: +1.1%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +6.0%

✅ split_aspect

Time: ✅ 1.404µs (SLO: <10.000µs 📉 -86.0%) vs baseline: +1.7%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.2%

✅ split_noaspect

Time: ✅ 0.573µs (SLO: <10.000µs 📉 -94.3%) vs baseline: -0.2%

Memory: ✅ 38.142MB (SLO: <39.000MB -2.2%) vs baseline: +6.2%

✅ splitlines_aspect

Time: ✅ 1.370µs (SLO: <10.000µs 📉 -86.3%) vs baseline: -0.3%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +6.0%

✅ splitlines_noaspect

Time: ✅ 0.586µs (SLO: <10.000µs 📉 -94.1%) vs baseline: +0.4%

Memory: ✅ 38.122MB (SLO: <39.000MB -2.3%) vs baseline: +6.0%

✅ iastpropagation - 2/2

✅ no-propagation

Time: ✅ 48.622µs (SLO: <60.000µs 📉 -19.0%) vs baseline: -1.4%

Memory: ✅ 37.729MB (SLO: <39.000MB -3.3%) vs baseline: +5.0%

✅ otelsdkspan - 24/24

✅ add-event

Time: ✅ 40.560ms (SLO: <42.000ms -3.4%) vs baseline: +0.9%

Memory: ✅ 34.544MB (SLO: <39.000MB 📉 -11.4%) vs baseline: +4.8%

✅ add-link

Time: ✅ 36.328ms (SLO: <38.550ms -5.8%) vs baseline: ~same

Memory: ✅ 34.524MB (SLO: <39.000MB 📉 -11.5%) vs baseline: +4.8%

✅ add-metrics

Time: ✅ 218.059ms (SLO: <232.000ms -6.0%) vs baseline: -0.4%

Memory: ✅ 34.583MB (SLO: <39.000MB 📉 -11.3%) vs baseline: +3.9%

✅ add-tags

Time: ✅ 213.127ms (SLO: <221.600ms -3.8%) vs baseline: +0.3%

Memory: ✅ 34.544MB (SLO: <39.000MB 📉 -11.4%) vs baseline: +5.0%

✅ get-context

Time: ✅ 29.117ms (SLO: <31.300ms -7.0%) vs baseline: ~same

Memory: ✅ 34.465MB (SLO: <39.000MB 📉 -11.6%) vs baseline: +4.2%

✅ is-recording

Time: ✅ 29.344ms (SLO: <31.000ms -5.3%) vs baseline: +1.3%

Memory: ✅ 34.544MB (SLO: <39.000MB 📉 -11.4%) vs baseline: +4.4%

✅ record-exception

Time: ✅ 63.103ms (SLO: <65.850ms -4.2%) vs baseline: +0.1%

Memory: ✅ 34.800MB (SLO: <39.000MB 📉 -10.8%) vs baseline: +4.7%

✅ set-status

Time: ✅ 32.006ms (SLO: <34.150ms -6.3%) vs baseline: +0.9%

Memory: ✅ 34.524MB (SLO: <39.000MB 📉 -11.5%) vs baseline: +3.9%

✅ start

Time: ✅ 28.798ms (SLO: <30.150ms -4.5%) vs baseline: -0.3%

Memory: ✅ 34.524MB (SLO: <39.000MB 📉 -11.5%) vs baseline: +4.3%

✅ start-finish

Time: ✅ 34.067ms (SLO: <35.350ms -3.6%) vs baseline: +0.2%

Memory: ✅ 34.465MB (SLO: <39.000MB 📉 -11.6%) vs baseline: +3.9%

✅ start-finish-telemetry

Time: ✅ 33.940ms (SLO: <35.450ms -4.3%) vs baseline: ~same

Memory: ✅ 34.505MB (SLO: <39.000MB 📉 -11.5%) vs baseline: +3.7%

✅ update-name

Time: ✅ 31.105ms (SLO: <33.400ms -6.9%) vs baseline: +0.1%

Memory: ✅ 34.544MB (SLO: <39.000MB 📉 -11.4%) vs baseline: +4.0%

✅ otelspan - 22/22

✅ add-event

Time: ✅ 40.386ms (SLO: <47.150ms 📉 -14.3%) vs baseline: +0.5%

Memory: ✅ 43.709MB (SLO: <47.000MB -7.0%) vs baseline: +4.9%

✅ add-metrics

Time: ✅ 318.199ms (SLO: <344.800ms -7.7%) vs baseline: +0.4%

Memory: ✅ 652.341MB (SLO: <675.000MB -3.4%) vs baseline: +4.9%

✅ add-tags

Time: ✅ 287.519ms (SLO: <314.000ms -8.4%) vs baseline: +0.3%

Memory: ✅ 653.373MB (SLO: <675.000MB -3.2%) vs baseline: +4.8%

✅ get-context

Time: ✅ 80.158ms (SLO: <92.350ms 📉 -13.2%) vs baseline: ~same

Memory: ✅ 39.663MB (SLO: <46.500MB 📉 -14.7%) vs baseline: +4.9%

✅ is-recording

Time: ✅ 38.067ms (SLO: <44.500ms 📉 -14.5%) vs baseline: +0.6%

Memory: ✅ 43.113MB (SLO: <47.500MB -9.2%) vs baseline: +4.9%

✅ record-exception

Time: ✅ 57.768ms (SLO: <67.650ms 📉 -14.6%) vs baseline: -1.0%

Memory: ✅ 39.826MB (SLO: <47.000MB 📉 -15.3%) vs baseline: +4.7%

✅ set-status

Time: ✅ 44.723ms (SLO: <50.400ms 📉 -11.3%) vs baseline: +2.4%

Memory: ✅ 43.178MB (SLO: <47.000MB -8.1%) vs baseline: +4.9%

✅ start

Time: ✅ 37.357ms (SLO: <43.450ms 📉 -14.0%) vs baseline: +0.5%

Memory: ✅ 43.158MB (SLO: <47.000MB -8.2%) vs baseline: +5.0%

✅ start-finish

Time: ✅ 81.772ms (SLO: <88.000ms -7.1%) vs baseline: ~same

Memory: ✅ 34.583MB (SLO: <46.500MB 📉 -25.6%) vs baseline: +4.9%

✅ start-finish-telemetry

Time: ✅ 83.616ms (SLO: <89.000ms -6.0%) vs baseline: +0.2%

Memory: ✅ 34.544MB (SLO: <46.500MB 📉 -25.7%) vs baseline: +4.7%

✅ update-name

Time: ✅ 38.824ms (SLO: <45.150ms 📉 -14.0%) vs baseline: -0.4%

Memory: ✅ 43.515MB (SLO: <47.000MB -7.4%) vs baseline: +5.1%

✅ packagesupdateimporteddependencies - 24/24

✅ import_many

Time: ✅ 155.966µs (SLO: <170.000µs -8.3%) vs baseline: +0.8%

Memory: ✅ 37.375MB (SLO: <38.500MB -2.9%) vs baseline: +6.4%

✅ import_many_cached

Time: ✅ 120.323µs (SLO: <130.000µs -7.4%) vs baseline: -0.7%

Memory: ✅ 37.246MB (SLO: <38.500MB -3.3%) vs baseline: +5.1%

✅ import_many_stdlib

Time: ✅ 1.626ms (SLO: <1.750ms -7.1%) vs baseline: +0.4%

Memory: ✅ 37.541MB (SLO: <38.500MB -2.5%) vs baseline: +5.4%

✅ import_many_stdlib_cached

Time: ✅ 0.969ms (SLO: <1.100ms 📉 -11.9%) vs baseline: -1.1%

Memory: ✅ 37.503MB (SLO: <38.500MB -2.6%) vs baseline: +5.2%

✅ import_many_unknown

Time: ✅ 835.598µs (SLO: <890.000µs -6.1%) vs baseline: +0.5%

Memory: ✅ 36.984MB (SLO: <38.500MB -3.9%) vs baseline: +4.3%

✅ import_many_unknown_cached

Time: ✅ 794.507µs (SLO: <870.000µs -8.7%) vs baseline: +0.4%

Memory: ✅ 37.479MB (SLO: <38.500MB -2.7%) vs baseline: +5.1%

✅ import_one

Time: ✅ 19.783µs (SLO: <30.000µs 📉 -34.1%) vs baseline: +0.4%

Memory: ✅ 36.775MB (SLO: <39.000MB -5.7%) vs baseline: +4.6%

✅ import_one_cache

Time: ✅ 6.292µs (SLO: <10.000µs 📉 -37.1%) vs baseline: +0.2%

Memory: ✅ 36.891MB (SLO: <38.500MB -4.2%) vs baseline: +4.3%

✅ import_one_stdlib

Time: ✅ 18.940µs (SLO: <20.000µs -5.3%) vs baseline: +1.8%

Memory: ✅ 36.837MB (SLO: <38.500MB -4.3%) vs baseline: +4.0%

✅ import_one_stdlib_cache

Time: ✅ 6.280µs (SLO: <10.000µs 📉 -37.2%) vs baseline: -0.5%

Memory: ✅ 37.477MB (SLO: <38.500MB -2.7%) vs baseline: +5.7%

✅ import_one_unknown

Time: ✅ 45.486µs (SLO: <50.000µs -9.0%) vs baseline: +0.3%

Memory: ✅ 36.940MB (SLO: <38.500MB -4.1%) vs baseline: +5.2%

✅ import_one_unknown_cache

Time: ✅ 6.341µs (SLO: <10.000µs 📉 -36.6%) vs baseline: +0.8%

Memory: ✅ 37.376MB (SLO: <38.500MB -2.9%) vs baseline: +5.3%

✅ ratelimiter - 12/12

✅ defaults

Time: ✅ 2.346µs (SLO: <10.000µs 📉 -76.5%) vs baseline: -0.5%

Memory: ✅ 31.772MB (SLO: <34.000MB -6.6%) vs baseline: +5.0%

✅ high_rate_limit

Time: ✅ 2.408µs (SLO: <10.000µs 📉 -75.9%) vs baseline: ~same

Memory: ✅ 31.733MB (SLO: <34.000MB -6.7%) vs baseline: +4.9%

✅ long_window

Time: ✅ 2.353µs (SLO: <10.000µs 📉 -76.5%) vs baseline: -0.3%

Memory: ✅ 31.752MB (SLO: <34.000MB -6.6%) vs baseline: +5.1%

✅ low_rate_limit

Time: ✅ 2.367µs (SLO: <10.000µs 📉 -76.3%) vs baseline: +0.9%

Memory: ✅ 31.693MB (SLO: <34.000MB -6.8%) vs baseline: +4.7%

✅ no_rate_limit

Time: ✅ 0.833µs (SLO: <10.000µs 📉 -91.7%) vs baseline: +1.4%

Memory: ✅ 31.713MB (SLO: <34.000MB -6.7%) vs baseline: +4.9%

✅ short_window

Time: ✅ 2.496µs (SLO: <10.000µs 📉 -75.0%) vs baseline: +0.3%

Memory: ✅ 31.713MB (SLO: <34.000MB -6.7%) vs baseline: +5.0%

✅ recursivecomputation - 8/8

✅ deep

Time: ✅ 308.213ms (SLO: <320.950ms -4.0%) vs baseline: -0.4%

Memory: ✅ 32.932MB (SLO: <34.500MB -4.5%) vs baseline: +4.8%

✅ deep-profiled

Time: ✅ 327.996ms (SLO: <359.150ms -8.7%) vs baseline: -0.2%

Memory: ✅ 37.335MB (SLO: <39.000MB -4.3%) vs baseline: +5.0%

✅ medium

Time: ✅ 7.039ms (SLO: <7.400ms -4.9%) vs baseline: ~same

Memory: ✅ 32.204MB (SLO: <34.000MB -5.3%) vs baseline: +5.2%

✅ shallow

Time: ✅ 0.948ms (SLO: <1.050ms -9.7%) vs baseline: ~same

Memory: ✅ 32.204MB (SLO: <34.000MB -5.3%) vs baseline: +5.1%

✅ samplingrules - 8/8

✅ average_match

Time: ✅ 137.425µs (SLO: <290.000µs 📉 -52.6%) vs baseline: -0.9%

Memory: ✅ 32.204MB (SLO: <34.000MB -5.3%) vs baseline: +5.1%

✅ high_match

Time: ✅ 174.138µs (SLO: <480.000µs 📉 -63.7%) vs baseline: ~same

Memory: ✅ 32.106MB (SLO: <34.000MB -5.6%) vs baseline: +5.0%

✅ low_match

Time: ✅ 99.139µs (SLO: <120.000µs 📉 -17.4%) vs baseline: +0.8%

Memory: ✅ 600.958MB (SLO: <700.000MB 📉 -14.1%) vs baseline: +4.9%

✅ very_low_match

Time: ✅ 2.679ms (SLO: <8.500ms 📉 -68.5%) vs baseline: +0.1%

Memory: ✅ 68.342MB (SLO: <75.000MB -8.9%) vs baseline: +5.0%

✅ sethttpmeta - 32/32

✅ all-disabled

Time: ✅ 10.541µs (SLO: <20.000µs 📉 -47.3%) vs baseline: +0.3%

Memory: ✅ 32.598MB (SLO: <34.000MB -4.1%) vs baseline: +4.8%

✅ all-enabled

Time: ✅ 39.850µs (SLO: <50.000µs 📉 -20.3%) vs baseline: ~same

Memory: ✅ 32.578MB (SLO: <34.000MB -4.2%) vs baseline: +5.0%

✅ collectipvariant_exists

Time: ✅ 40.582µs (SLO: <50.000µs 📉 -18.8%) vs baseline: ~same

Memory: ✅ 32.578MB (SLO: <34.000MB -4.2%) vs baseline: +4.9%

✅ no-collectipvariant

Time: ✅ 40.004µs (SLO: <50.000µs 📉 -20.0%) vs baseline: +0.4%

Memory: ✅ 32.578MB (SLO: <34.000MB -4.2%) vs baseline: +4.9%

✅ no-useragentvariant

Time: ✅ 38.860µs (SLO: <50.000µs 📉 -22.3%) vs baseline: +0.5%

Memory: ✅ 32.578MB (SLO: <34.000MB -4.2%) vs baseline: +5.0%

✅ obfuscation-no-query

Time: ✅ 40.513µs (SLO: <50.000µs 📉 -19.0%) vs baseline: +0.2%

Memory: ✅ 32.578MB (SLO: <34.000MB -4.2%) vs baseline: +4.9%

✅ obfuscation-regular-case-explicit-query

Time: ✅ 75.763µs (SLO: <90.000µs 📉 -15.8%) vs baseline: -0.4%

Memory: ✅ 32.932MB (SLO: <34.000MB -3.1%) vs baseline: +4.7%

✅ obfuscation-regular-case-implicit-query

Time: ✅ 76.343µs (SLO: <90.000µs 📉 -15.2%) vs baseline: ~same

Memory: ✅ 32.952MB (SLO: <34.000MB -3.1%) vs baseline: +5.0%

✅ obfuscation-send-querystring-disabled

Time: ✅ 154.125µs (SLO: <170.000µs -9.3%) vs baseline: ~same

Memory: ✅ 32.932MB (SLO: <34.500MB -4.5%) vs baseline: +4.7%

✅ obfuscation-worst-case-explicit-query

Time: ✅ 148.493µs (SLO: <160.000µs -7.2%) vs baseline: -0.1%

Memory: ✅ 32.971MB (SLO: <34.500MB -4.4%) vs baseline: +4.9%

✅ obfuscation-worst-case-implicit-query

Time: ✅ 154.691µs (SLO: <170.000µs -9.0%) vs baseline: -0.2%

Memory: ✅ 32.991MB (SLO: <34.500MB -4.4%) vs baseline: +5.0%

✅ useragentvariant_exists_1

Time: ✅ 39.349µs (SLO: <50.000µs 📉 -21.3%) vs baseline: -0.7%

Memory: ✅ 32.598MB (SLO: <34.000MB -4.1%) vs baseline: +5.1%

✅ useragentvariant_exists_2

Time: ✅ 40.765µs (SLO: <50.000µs 📉 -18.5%) vs baseline: +0.6%

Memory: ✅ 32.558MB (SLO: <34.000MB -4.2%) vs baseline: +4.8%

✅ useragentvariant_exists_3

Time: ✅ 40.021µs (SLO: <50.000µs 📉 -20.0%) vs baseline: +0.1%

Memory: ✅ 32.598MB (SLO: <34.000MB -4.1%) vs baseline: +4.9%

✅ useragentvariant_not_exists_1

Time: ✅ 39.553µs (SLO: <50.000µs 📉 -20.9%) vs baseline: +0.3%

Memory: ✅ 32.598MB (SLO: <34.000MB -4.1%) vs baseline: +4.9%

✅ useragentvariant_not_exists_2

Time: ✅ 39.372µs (SLO: <50.000µs 📉 -21.3%) vs baseline: ~same

Memory: ✅ 32.499MB (SLO: <34.000MB -4.4%) vs baseline: +4.7%

✅ span - 26/26

✅ add-event

Time: ✅ 19.896ms (SLO: <22.500ms 📉 -11.6%) vs baseline: +0.6%

Memory: ✅ 48.833MB (SLO: <53.000MB -7.9%) vs baseline: +4.9%

✅ add-metrics

Time: ✅ 89.766ms (SLO: <93.500ms -4.0%) vs baseline: -0.6%

Memory: ✅ 736.362MB (SLO: <961.000MB 📉 -23.4%) vs baseline: +5.0%

✅ add-tags

Time: ✅ 147.618ms (SLO: <155.000ms -4.8%) vs baseline: +0.1%

Memory: ✅ 736.050MB (SLO: <962.500MB 📉 -23.5%) vs baseline: +4.9%

✅ get-context

Time: ✅ 18.361ms (SLO: <20.500ms 📉 -10.4%) vs baseline: +0.6%

Memory: ✅ 47.533MB (SLO: <53.000MB 📉 -10.3%) vs baseline: +4.9%

✅ is-recording

Time: ✅ 18.584ms (SLO: <20.500ms -9.3%) vs baseline: ~same

Memory: ✅ 47.598MB (SLO: <53.000MB 📉 -10.2%) vs baseline: +5.1%

✅ record-exception

Time: ✅ 37.321ms (SLO: <40.000ms -6.7%) vs baseline: -0.3%

Memory: ✅ 42.009MB (SLO: <53.000MB 📉 -20.7%) vs baseline: +5.1%

✅ set-status

Time: ✅ 20.107ms (SLO: <22.000ms -8.6%) vs baseline: -0.6%

Memory: ✅ 47.572MB (SLO: <53.000MB 📉 -10.2%) vs baseline: +4.9%

✅ start

Time: ✅ 18.237ms (SLO: <20.500ms 📉 -11.0%) vs baseline: +1.2%

Memory: ✅ 47.545MB (SLO: <53.000MB 📉 -10.3%) vs baseline: +4.9%

✅ start-finish

Time: ✅ 50.670ms (SLO: <52.500ms -3.5%) vs baseline: +1.1%

Memory: ✅ 32.165MB (SLO: <34.000MB -5.4%) vs baseline: +5.0%

✅ start-finish-telemetry

Time: ✅ 51.819ms (SLO: <54.500ms -4.9%) vs baseline: ~same

Memory: ✅ 32.086MB (SLO: <34.000MB -5.6%) vs baseline: +4.5%

✅ start-finish-traceid128

Time: ✅ 53.944ms (SLO: <57.000ms -5.4%) vs baseline: -0.2%

Memory: ✅ 32.126MB (SLO: <34.000MB -5.5%) vs baseline: +4.9%

✅ start-traceid128

Time: ✅ 18.670ms (SLO: <22.500ms 📉 -17.0%) vs baseline: +0.7%

Memory: ✅ 47.534MB (SLO: <53.000MB 📉 -10.3%) vs baseline: +4.9%

✅ update-name

Time: ✅ 18.659ms (SLO: <22.000ms 📉 -15.2%) vs baseline: -0.2%

Memory: ✅ 48.163MB (SLO: <53.000MB -9.1%) vs baseline: +4.6%

✅ tracer - 6/6

✅ large

Time: ✅ 29.921ms (SLO: <32.950ms -9.2%) vs baseline: +1.3%

Memory: ✅ 32.991MB (SLO: <34.500MB -4.4%) vs baseline: +5.0%

✅ medium

Time: ✅ 2.931ms (SLO: <3.200ms -8.4%) vs baseline: ~same

Memory: ✅ 32.145MB (SLO: <34.000MB -5.5%) vs baseline: +5.2%

✅ small

Time: ✅ 329.609µs (SLO: <370.000µs 📉 -10.9%) vs baseline: -0.2%

Memory: ✅ 32.145MB (SLO: <34.000MB -5.5%) vs baseline: +4.9%

ℹ️ Scenarios Missing SLO Configuration (9 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

ncybul added 2 commits October 24, 2025 15:01

emit tool span for openai mcp tool calls

f272c94

add tests for openai mcp support

38f2376

add release note

56e58c2

Uh oh!

[MLOB-4258] add support for OpenAI server-side MCP calls #15057

Are you sure you want to change the base?

[MLOB-4258] add support for OpenAI server-side MCP calls #15057

Conversation

ncybul commented Oct 27, 2025 • edited Loading Uh oh! There was an error while loading. Please reload this page.

Uh oh!

Description

Testing

Risks

Additional Notes

Uh oh!

github-actions bot commented Oct 27, 2025 • edited Loading Uh oh! There was an error while loading. Please reload this page.

Uh oh!

Uh oh!

github-actions bot commented Oct 27, 2025 • edited Loading Uh oh! There was an error while loading. Please reload this page.

Uh oh!

Bootstrap import analysis

Summary

Import time breakdown

Uh oh!

pr-commenter bot commented Oct 27, 2025

Performance SLOs

✅ appsec

✅ exception-replay-enabled

✅ iast

✅ profiler

✅ resource-renaming

✅ span-code-origin

✅ tracer

❌ tracer-and-profiler

❌ tracer-dont-create-db-spans

❌ tracer-minimal

✅ tracer-native

✅ tracer-no-caches

✅ tracer-no-databases

✅ tracer-no-middleware

✅ tracer-no-templates

✅ re_expand_aspect

✅ re_expand_noaspect

✅ re_findall_aspect

✅ re_findall_noaspect

✅ re_finditer_aspect

✅ re_finditer_noaspect

✅ re_fullmatch_aspect

✅ re_fullmatch_noaspect

✅ re_group_aspect

✅ re_group_noaspect

✅ re_groups_aspect

✅ re_groups_noaspect

✅ re_match_aspect

✅ re_match_noaspect

✅ re_search_aspect

✅ re_search_noaspect

✅ re_sub_aspect

✅ re_sub_noaspect

✅ re_subn_aspect

✅ re_subn_noaspect

✅ 1-count-metric-1-times

✅ 1-count-metrics-100-times

✅ 1-distribution-metric-1-times

✅ 1-distribution-metrics-100-times

✅ 1-gauge-metric-1-times

✅ 1-gauge-metrics-100-times

✅ 1-rate-metric-1-times

✅ 1-rate-metrics-100-times

✅ 100-count-metrics-100-times

✅ 100-distribution-metrics-100-times

✅ 100-gauge-metrics-100-times

✅ 100-rate-metrics-100-times

✅ flush-1-metric

✅ flush-100-metrics

✅ flush-1000-metrics

✅ errortracking-enabled-all

✅ errortracking-enabled-user

✅ tracer-enabled

✅ errortracking-enabled-all

✅ errortracking-enabled-user

✅ tracer-enabled

✅ appsec-get

ncybul commented Oct 27, 2025 •

edited

Loading

github-actions bot commented Oct 27, 2025 •

edited

Loading

github-actions bot commented Oct 27, 2025 •

edited

Loading