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feat: adds MCP metrics to OTEL - #5237

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07-15-feat_adds_mcp_metrics_to_otel
Jul 17, 2026
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feat: adds MCP metrics to OTEL#5237
Pratham-Mishra04 merged 1 commit into
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07-15-feat_adds_mcp_metrics_to_otel

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@roroghost17

@roroghost17 roroghost17 commented Jul 15, 2026

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Summary

MCP operations were missing OTel tracing spans and the mcp.client.operation.duration metric because the tracer was never stamped onto request-scoped contexts for standalone MCP tool executions, and the plugin pipeline emitted a single flat span rather than following the nested span layout used by the LLM path.

Changes

  • Added ensureMCPTracerContext to stamp the tracer onto the BifrostContext for ExecuteChatMCPTool and ExecuteResponsesMCPTool calls, which bypass the chat/responses flow that normally sets it.
  • Restructured span creation in RunWithPluginPipeline and runConnectWithPluginPipeline to match the LLM path: PreHook spans chain under the inbound HTTP span, the op span is created after PreHooks complete (nesting under the last one), and PostHook spans nest under the op span. Short-circuited requests produce no op span.
  • Added SpanKindMCPTool for tools/call spans, distinct from SpanKindMCPClient used for lifecycle ops (ping, list_tools, connect).
  • Added mcp.method.name (tools/call, tools/list, ping) and network.transport (pipe for stdio, tcp for HTTP/SSE) OTel semconv attributes on MCP spans.
  • Added bifrost.mcp.tool.duration_ms to carry the raw CallTool wire latency so the duration metric measures the wire round-trip rather than span wall-time (which includes PostHooks).
  • Added error.type classification on failed MCP spans via sentinel errors (ErrMCPToolTimeout, ErrMCPToolCallFailed) wrapped with %w at the CallTool site, classified by mcpErrorType via errors.Is.
  • Added setMCPGovernanceSpanAttrs to copy governance identity (bifrost.virtual_key_id, team_id, etc.) from context onto MCP spans for per-tenant metric breakdowns.
  • Added mcp.client.operation.duration histogram in the OTel metrics exporter with semconv-recommended bucket boundaries. recordMCPMetricsFromTrace emits one sample per MCP span, preferring wire latency over wall-time and appending error.type on failures.
  • Preserved the original error value on ErrorField.Error (json:"-") when wrapping opErr as BifrostError so errors.Is chains work through PostHook boundaries.
  • Added OTelMethodName() on MCPRequestType and OTelNetworkTransport() on MCPConnectionType for semconv mapping.
  • Added connectionTypeForClientName to resolve a client's transport by name for the network.transport attribute.

Type of change

  • Bug fix
  • Feature
  • Refactor
  • Documentation
  • Chore/CI

Affected areas

  • Core (Go)
  • Transports (HTTP)
  • Providers/Integrations
  • Plugins
  • UI (React)
  • Docs

How to test

go test ./core/mcp/... ./plugins/otel/...

TestMCPErrorTypeClassification validates sentinel-based error.type classification including auth_required, timeout, tool_error, and the _OTHER catch-all.

TestRecordMCPMetricsFromTraceRecordsBothKinds validates that mcp.client.operation.duration emits one data point per enriched MCP span (SpanKindMCPTool and SpanKindMCPClient), uses wire latency over wall-time when available, tags error.type on failures, and skips un-enriched and non-MCP spans.

TestBuildMCPSpanAttrsSemconvAndGovernance validates that semconv dimensions and flat-named governance labels are present and that absent optional dimensions are omitted.

TestMCPRequestTypeOTelMethodName and TestMCPConnectionTypeOTelNetworkTransport pin the semconv mapping tables.

Breaking changes

  • Yes
  • No

Related issues

Security considerations

None. Governance identity values copied to span attributes are already present in the request context and are not new data exposures.

Checklist

  • I read docs/contributing/README.md and followed the guidelines
  • I added/updated tests where appropriate
  • I updated documentation where needed
  • I verified builds succeed (Go and UI)
  • I verified the CI pipeline passes locally if applicable

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⚙️ Run configuration

Configuration used: Path: .coderabbit.yaml

Review profile: CHILL

Plan: Pro Plus

Run ID: cc6f82ce-8d8a-40d7-b255-f8a7bc081542

📥 Commits

Reviewing files that changed from the base of the PR and between 66bfb1c and 1f83507.

📒 Files selected for processing (10)
  • core/bifrost.go
  • core/mcp/error_classify_test.go
  • core/mcp/pluginpipeline.go
  • core/mcp/toolmanager.go
  • core/schemas/bifrost.go
  • core/schemas/mcp.go
  • core/schemas/trace.go
  • plugins/otel/main.go
  • plugins/otel/mcp_metrics_test.go
  • plugins/otel/metrics.go
📝 Walkthrough

Walkthrough

MCP execution now attaches missing tracers, classifies tool failures with sentinel errors, enriches MCP spans with standardized attributes, and exports MCP operation duration metrics with governance and error dimensions.

Changes

MCP observability

Layer / File(s) Summary
MCP observability contracts
core/mcp/pluginpipeline.go, core/mcp/toolmanager.go, core/schemas/...
Adds typed MCP tool errors, OpenTelemetry method and transport mappings, and MCP span attribute constants.
MCP pipeline span lifecycle
core/mcp/pluginpipeline.go, core/mcp/error_classify_test.go
Moves operation spans after pre-hooks, preserves wrapped errors, applies governance and result attributes, and classifies failures.
Standalone MCP tracer context
core/bifrost.go
Attaches a tracer to standalone chat and responses MCP execution contexts when absent.
MCP duration metrics
plugins/otel/...
Defines and records mcp.client.operation.duration metrics from eligible MCP spans, including optional tool, transport, governance, and error attributes, with coverage tests.

Estimated code review effort: 4 (Complex) | ~45 minutes

Sequence Diagram(s)

sequenceDiagram
  participant MCPEntryPoint
  participant MCPManager
  participant MCPTool
  participant OtelPlugin
  participant MetricsExporter
  MCPEntryPoint->>MCPManager: execute MCP request with tracer context
  MCPManager->>MCPTool: run tool through plugin pipeline
  MCPTool-->>MCPManager: result or classified error
  MCPManager->>OtelPlugin: complete enriched MCP span
  OtelPlugin->>MetricsExporter: record operation duration and attributes
Loading

Suggested reviewers: akshaydeo, pratham-mishra04

🚥 Pre-merge checks | ✅ 5
✅ Passed checks (5 passed)
Check name Status Explanation
Title check ✅ Passed The title is concise and accurately summarizes the PR’s main MCP OpenTelemetry work.
Description check ✅ Passed The description follows the template and includes summary, changes, testing, and checklist details.
Docstring Coverage ✅ Passed Docstring coverage is 100.00% which is sufficient. The required threshold is 80.00%.
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.
✨ Finishing Touches
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Commit unit tests in branch 07-15-feat_adds_mcp_metrics_to_otel

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roroghost17 commented Jul 15, 2026

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@roroghost17
roroghost17 force-pushed the 07-15-feat_adds_mcp_metrics_to_otel branch from b54484c to efa1e88 Compare July 15, 2026 09:44
@roroghost17
roroghost17 marked this pull request as ready for review July 15, 2026 09:47
@greptile-apps

greptile-apps Bot commented Jul 15, 2026

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Confidence Score: 5/5

This looks safe to merge.

  • The inbound HTTP path creates and flushes the trace in tracing middleware.
  • The updated executor supplies the tracer needed to create MCP child spans.
  • No blocking issue remains in the changed code.

Important Files Changed

Filename Overview
core/bifrost.go Propagates the configured tracer to MCP tool execution contexts that already carry a transport trace.
core/mcp/pluginpipeline.go Restructures MCP spans around plugin hooks and adds transport, governance, latency, and error attributes.
core/mcp/toolmanager.go Wraps MCP tool timeout and call failures with classification sentinels.
plugins/otel/main.go Records MCP operation duration metrics from enriched spans in completed traces.
plugins/otel/metrics.go Registers the MCP client operation duration histogram and recommended buckets.

Reviews (3): Last reviewed commit: "feat: adds MCP metrics to OTEL" | Re-trigger Greptile

Comment thread core/bifrost.go

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Actionable comments posted: 2

Caution

Some comments are outside the diff and can’t be posted inline due to platform limitations.

⚠️ Outside diff range comments (1)
core/bifrost.go (1)

2826-2831: 🗄️ Data Integrity & Integration | 🟠 Major | 🏗️ Heavy lift

Keep operation-specific span state out of reusable contexts.

The standalone entrypoints can pass the shared bifrost.ctx, while both MCP span starters overwrite its current span ID. Concurrent or subsequent calls can consequently receive stale or cross-request parent spans.

  • core/bifrost.go#L2826-L2831: create a request-scoped context instead of using bifrost.ctx directly.
  • core/bifrost.go#L2845-L2850: apply the same isolation to the Responses entrypoint.
  • core/mcp/pluginpipeline.go#L88-L93: propagate the operation span through scoped state rather than permanently mutating the caller context.
  • core/mcp/pluginpipeline.go#L302-L307: apply the same fix to connection spans.

Based on learnings, BifrostContext.SetValue mutates the shared context in place.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@core/bifrost.go` around lines 2826 - 2831, Isolate operation-specific MCP
span state from reusable contexts. In core/bifrost.go lines 2826-2831, update
ExecuteChatMCPTool to derive a request-scoped context instead of assigning
bifrost.ctx directly; apply the same isolation to the Responses entrypoint at
lines 2845-2850. In core/mcp/pluginpipeline.go lines 88-93 and 302-307,
propagate span state through scoped context values without mutating the caller’s
shared BifrostContext.

Sources: Path instructions, Learnings

🧹 Nitpick comments (1)
core/mcp/toolmanager.go (1)

713-718: 🗄️ Data Integrity & Integration | 🔵 Trivial | ⚡ Quick win

Preserve the underlying callErr in the error chain.

Using %v flattens the client error, so callers can classify the sentinel but cannot use errors.Is/errors.As on the original cause. Wrap both errors, for example with Go’s multiple %w support.

As per coding guidelines, Go errors should be explicitly wrapped.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@core/mcp/toolmanager.go` around lines 713 - 718, Update the MCP tool-call
failure return in the surrounding tool execution method to preserve both callErr
and ErrMCPToolCallFailed in the error chain by using multiple %w wrapping. Keep
the existing timeout handling and error message context unchanged.

Source: Coding guidelines

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@core/mcp/pluginpipeline.go`:
- Around line 316-322: Update the deferred span-finalization logic around
setMCPGovernanceSpanAttrs and tracer.EndSpan to track operation and post-hook
failures, ending failed connection spans with an error status and the relevant
error details instead of always using SpanStatusOk. Preserve successful
operations as SpanStatusOk and retain the existing nil guards.
- Around line 110-119: Update the tool argument and result attribute capture in
the response handling flow around GetToolArguments and the corresponding result
logic so content is not exported by default. Require an explicit opt-in before
setting these attributes, redact sensitive fields, and truncate or reject values
exceeding the configured size limit while preserving existing nil handling.

---

Outside diff comments:
In `@core/bifrost.go`:
- Around line 2826-2831: Isolate operation-specific MCP span state from reusable
contexts. In core/bifrost.go lines 2826-2831, update ExecuteChatMCPTool to
derive a request-scoped context instead of assigning bifrost.ctx directly; apply
the same isolation to the Responses entrypoint at lines 2845-2850. In
core/mcp/pluginpipeline.go lines 88-93 and 302-307, propagate span state through
scoped context values without mutating the caller’s shared BifrostContext.

---

Nitpick comments:
In `@core/mcp/toolmanager.go`:
- Around line 713-718: Update the MCP tool-call failure return in the
surrounding tool execution method to preserve both callErr and
ErrMCPToolCallFailed in the error chain by using multiple %w wrapping. Keep the
existing timeout handling and error message context unchanged.
🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

ℹ️ Review info
⚙️ Run configuration

Configuration used: Path: .coderabbit.yaml

Review profile: CHILL

Plan: Pro Plus

Run ID: ce9ae58e-b73e-4c8a-a658-0acf404a802e

📥 Commits

Reviewing files that changed from the base of the PR and between c0909f9 and efa1e88.

📒 Files selected for processing (10)
  • core/bifrost.go
  • core/mcp/error_classify_test.go
  • core/mcp/pluginpipeline.go
  • core/mcp/toolmanager.go
  • core/schemas/bifrost.go
  • core/schemas/mcp.go
  • core/schemas/trace.go
  • plugins/otel/main.go
  • plugins/otel/mcp_metrics_test.go
  • plugins/otel/metrics.go

Comment thread core/mcp/pluginpipeline.go
Comment thread core/mcp/pluginpipeline.go
@roroghost17
roroghost17 force-pushed the 07-15-feat_adds_mcp_metrics_to_otel branch from efa1e88 to 66bfb1c Compare July 15, 2026 13:23

Pratham-Mishra04 commented Jul 17, 2026

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Merge activity

  • Jul 17, 11:11 AM UTC: A user started a stack merge that includes this pull request via Graphite.
  • Jul 17, 11:12 AM UTC: Graphite rebased this pull request as part of a merge.
  • Jul 17, 11:14 AM UTC: Graphite rebased this pull request as part of a merge.
  • Jul 17, 11:15 AM UTC: @Pratham-Mishra04 merged this pull request with Graphite.

@Pratham-Mishra04
Pratham-Mishra04 force-pushed the 07-15-feat_adds_mcp_metrics_to_otel branch from 66bfb1c to 6e9c118 Compare July 17, 2026 11:12
@Pratham-Mishra04
Pratham-Mishra04 force-pushed the 07-15-feat_adds_mcp_metrics_to_otel branch from 6e9c118 to 1f83507 Compare July 17, 2026 11:13
@Pratham-Mishra04
Pratham-Mishra04 merged commit 8843bdf into dev Jul 17, 2026
14 of 16 checks passed
@Pratham-Mishra04
Pratham-Mishra04 deleted the 07-15-feat_adds_mcp_metrics_to_otel branch July 17, 2026 11:15
akshaydeo pushed a commit that referenced this pull request Jul 17, 2026
## Summary

MCP operations were missing OTel tracing spans and the `mcp.client.operation.duration` metric because the tracer was never stamped onto request-scoped contexts for standalone MCP tool executions, and the plugin pipeline emitted a single flat span rather than following the nested span layout used by the LLM path.

## Changes

- Added `ensureMCPTracerContext` to stamp the tracer onto the `BifrostContext` for `ExecuteChatMCPTool` and `ExecuteResponsesMCPTool` calls, which bypass the chat/responses flow that normally sets it.
- Restructured span creation in `RunWithPluginPipeline` and `runConnectWithPluginPipeline` to match the LLM path: PreHook spans chain under the inbound HTTP span, the op span is created after PreHooks complete (nesting under the last one), and PostHook spans nest under the op span. Short-circuited requests produce no op span.
- Added `SpanKindMCPTool` for `tools/call` spans, distinct from `SpanKindMCPClient` used for lifecycle ops (ping, list_tools, connect).
- Added `mcp.method.name` (`tools/call`, `tools/list`, `ping`) and `network.transport` (`pipe` for stdio, `tcp` for HTTP/SSE) OTel semconv attributes on MCP spans.
- Added `bifrost.mcp.tool.duration_ms` to carry the raw `CallTool` wire latency so the duration metric measures the wire round-trip rather than span wall-time (which includes PostHooks).
- Added `error.type` classification on failed MCP spans via sentinel errors (`ErrMCPToolTimeout`, `ErrMCPToolCallFailed`) wrapped with `%w` at the `CallTool` site, classified by `mcpErrorType` via `errors.Is`.
- Added `setMCPGovernanceSpanAttrs` to copy governance identity (`bifrost.virtual_key_id`, `team_id`, etc.) from context onto MCP spans for per-tenant metric breakdowns.
- Added `mcp.client.operation.duration` histogram in the OTel metrics exporter with semconv-recommended bucket boundaries. `recordMCPMetricsFromTrace` emits one sample per MCP span, preferring wire latency over wall-time and appending `error.type` on failures.
- Preserved the original `error` value on `ErrorField.Error` (json:`"-"`) when wrapping `opErr` as `BifrostError` so `errors.Is` chains work through PostHook boundaries.
- Added `OTelMethodName()` on `MCPRequestType` and `OTelNetworkTransport()` on `MCPConnectionType` for semconv mapping.
- Added `connectionTypeForClientName` to resolve a client's transport by name for the `network.transport` attribute.

## Type of change

- [ ] Bug fix
- [x] Feature
- [ ] Refactor
- [ ] Documentation
- [ ] Chore/CI

## Affected areas

- [x] Core (Go)
- [ ] Transports (HTTP)
- [ ] Providers/Integrations
- [x] Plugins
- [ ] UI (React)
- [ ] Docs

## How to test

```sh
go test ./core/mcp/... ./plugins/otel/...
```

`TestMCPErrorTypeClassification` validates sentinel-based `error.type` classification including `auth_required`, `timeout`, `tool_error`, and the `_OTHER` catch-all.

`TestRecordMCPMetricsFromTraceRecordsBothKinds` validates that `mcp.client.operation.duration` emits one data point per enriched MCP span (`SpanKindMCPTool` and `SpanKindMCPClient`), uses wire latency over wall-time when available, tags `error.type` on failures, and skips un-enriched and non-MCP spans.

`TestBuildMCPSpanAttrsSemconvAndGovernance` validates that semconv dimensions and flat-named governance labels are present and that absent optional dimensions are omitted.

`TestMCPRequestTypeOTelMethodName` and `TestMCPConnectionTypeOTelNetworkTransport` pin the semconv mapping tables.

## Breaking changes

- [ ] Yes
- [x] No

## Related issues

## Security considerations

None. Governance identity values copied to span attributes are already present in the request context and are not new data exposures.

## Checklist

- [ ] I read `docs/contributing/README.md` and followed the guidelines
- [x] I added/updated tests where appropriate
- [ ] I updated documentation where needed
- [x] I verified builds succeed (Go and UI)
- [ ] I verified the CI pipeline passes locally if applicable
akshaydeo pushed a commit that referenced this pull request Jul 18, 2026
## Summary

MCP operations were missing OTel tracing spans and the `mcp.client.operation.duration` metric because the tracer was never stamped onto request-scoped contexts for standalone MCP tool executions, and the plugin pipeline emitted a single flat span rather than following the nested span layout used by the LLM path.

## Changes

- Added `ensureMCPTracerContext` to stamp the tracer onto the `BifrostContext` for `ExecuteChatMCPTool` and `ExecuteResponsesMCPTool` calls, which bypass the chat/responses flow that normally sets it.
- Restructured span creation in `RunWithPluginPipeline` and `runConnectWithPluginPipeline` to match the LLM path: PreHook spans chain under the inbound HTTP span, the op span is created after PreHooks complete (nesting under the last one), and PostHook spans nest under the op span. Short-circuited requests produce no op span.
- Added `SpanKindMCPTool` for `tools/call` spans, distinct from `SpanKindMCPClient` used for lifecycle ops (ping, list_tools, connect).
- Added `mcp.method.name` (`tools/call`, `tools/list`, `ping`) and `network.transport` (`pipe` for stdio, `tcp` for HTTP/SSE) OTel semconv attributes on MCP spans.
- Added `bifrost.mcp.tool.duration_ms` to carry the raw `CallTool` wire latency so the duration metric measures the wire round-trip rather than span wall-time (which includes PostHooks).
- Added `error.type` classification on failed MCP spans via sentinel errors (`ErrMCPToolTimeout`, `ErrMCPToolCallFailed`) wrapped with `%w` at the `CallTool` site, classified by `mcpErrorType` via `errors.Is`.
- Added `setMCPGovernanceSpanAttrs` to copy governance identity (`bifrost.virtual_key_id`, `team_id`, etc.) from context onto MCP spans for per-tenant metric breakdowns.
- Added `mcp.client.operation.duration` histogram in the OTel metrics exporter with semconv-recommended bucket boundaries. `recordMCPMetricsFromTrace` emits one sample per MCP span, preferring wire latency over wall-time and appending `error.type` on failures.
- Preserved the original `error` value on `ErrorField.Error` (json:`"-"`) when wrapping `opErr` as `BifrostError` so `errors.Is` chains work through PostHook boundaries.
- Added `OTelMethodName()` on `MCPRequestType` and `OTelNetworkTransport()` on `MCPConnectionType` for semconv mapping.
- Added `connectionTypeForClientName` to resolve a client's transport by name for the `network.transport` attribute.

## Type of change

- [ ] Bug fix
- [x] Feature
- [ ] Refactor
- [ ] Documentation
- [ ] Chore/CI

## Affected areas

- [x] Core (Go)
- [ ] Transports (HTTP)
- [ ] Providers/Integrations
- [x] Plugins
- [ ] UI (React)
- [ ] Docs

## How to test

```sh
go test ./core/mcp/... ./plugins/otel/...
```

`TestMCPErrorTypeClassification` validates sentinel-based `error.type` classification including `auth_required`, `timeout`, `tool_error`, and the `_OTHER` catch-all.

`TestRecordMCPMetricsFromTraceRecordsBothKinds` validates that `mcp.client.operation.duration` emits one data point per enriched MCP span (`SpanKindMCPTool` and `SpanKindMCPClient`), uses wire latency over wall-time when available, tags `error.type` on failures, and skips un-enriched and non-MCP spans.

`TestBuildMCPSpanAttrsSemconvAndGovernance` validates that semconv dimensions and flat-named governance labels are present and that absent optional dimensions are omitted.

`TestMCPRequestTypeOTelMethodName` and `TestMCPConnectionTypeOTelNetworkTransport` pin the semconv mapping tables.

## Breaking changes

- [ ] Yes
- [x] No

## Related issues

## Security considerations

None. Governance identity values copied to span attributes are already present in the request context and are not new data exposures.

## Checklist

- [ ] I read `docs/contributing/README.md` and followed the guidelines
- [x] I added/updated tests where appropriate
- [ ] I updated documentation where needed
- [x] I verified builds succeed (Go and UI)
- [ ] I verified the CI pipeline passes locally if applicable
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