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Traces with capability, score, duration, tokens and cost

From source code to production evidence

One project connects your capability map, instrumentation and execution history.

A map grounded in your code

Scan your repository with your coding agent and sync its capabilities to Overmind. Prompts, tools, execution paths and input/output contracts stay linked to their source files, giving datasets, evaluations and training the same definition of what the agent should do.

Capabilities
Source references
Execution paths
Capability page with source and execution graph

Bring the telemetry you already have

Auto-instrument supported LLM libraries with the Python SDK, send OpenTelemetry spans from any language, or import runs from Langfuse, LangSmith, Braintrust and Galileo. Add capability context to connect the activity back to the right part of your agent.

OpenTelemetry
Python SDK
Connectors
Integrations for Langfuse, LangSmith, Braintrust and Galileo

Inspect the trace, then the evidence

Browse traces and sessions with latency, token usage and cost. Inspect scores from your active evals, then open the trace and span detail to see the inputs, outputs and tool activity that explain the result.

Sessions
Span detail
Live scoring
Trace detail with span tree, input and output

Investigate from your coding agent

Give your coding agent the same production context through MCP. Query failures and traces, inspect capability health, and retrieve instrumentation plans. It can use that evidence to make a focused change in your repository and verify the telemetry it produces.

Capability health
Instrumentation plans
MCP
Sessions with scores, tokens, cost and model

What you get

Context and collection

  • Local repository discovery

    Map capabilities, prompts and tools from the code your team owns. Sync the result to your project.

  • OpenTelemetry ingestion

    Use the SDKs or existing OTLP instrumentation to send spans without adopting a proprietary trace format.

  • Provider integrations

    Import existing telemetry and configure source projects, capability mappings and sync schedules.

Investigation

  • Traces and sessions

    Move from a session to its traces, span tree and conversation context.

  • Scores with evidence

    Inspect eval scores alongside the recorded outputs and tool calls they assess.

  • Coding-agent access

    Query production evidence and instrumentation guidance through project-scoped MCP tools.

See your agents clearly

Connect your code and telemetry to the same improvement workflow.