Evidence retrieval (CCR)

Evidence retrieval — obs-unified's compressed context retrieval (CCR) layer — turns raw observability data into compact, agent-sized evidence. Instead of an agent expanding a whole trace and every correlated log into its context window, the collector returns a small evidence bundle: the critical-path summary, the failed-span anchor, a few log exemplars, and retrieval refs the agent can expand on demand.

The goal is the same symptom → evidence → root cause loop, but within a token budget: keep the debugging signal, drop the redundancy.

Why it exists

A single failing checkout trace can carry hundreds of correlated, near-identical logs. Pasting all of that into an agent is expensive and drowns the signal. CCR compacts repeated records into exemplars, preserves the findings that matter (e.g. the failed payment.authorize span), and hands back references the agent can expand only if it needs the raw rows.

MCP tools

The MCP server exposes four read-only tools for this layer:

• get_evidence_bundle — compact evidence for a trace, action, agent_run, or tool_call anchor, scoped to an investigation intent and a token budget.
• retrieve_evidence_ref — expand a bundle retrieval ref into raw, less-compacted, or redacted records. chunkOffset paginates replay event windows.
• search_evidence_ref — search within a log retrieval ref without expanding the full evidence slice.
• get_evidence_stats — issued/expanded evidence-ref telemetry for the active project.

Bundles and refs use the EvidenceReference contract (@obsunified/types), so confidence, citations, and suggestedNextPivots carry through. Retrieval is project-scoped: replay event windows and profile frame summaries require explicit expansion, AI raw request/response data stays redacted, and tool expansion returns hashes plus redacted args/results.

What a bundle preserves

• The critical-path summary for the anchor.
• Failed-span evidence (the debugging anchor is never compacted away).
• Log exemplars with compaction provenance (how many records collapsed into each).
• Causal context for action/agent-run/tool-call anchors: side-effect, approval, eval, trace, and log links.

Reduction, measured

CCR keeps its product claim executable. The repo ships a deterministic benchmark (pnpm benchmark:ccr) that runs the bundle path against a checkout failure with 500 correlated 404 logs and asserts the bundle still compacts and still keeps the failed-payment anchor. On the reference scenario it reduces a ~50k-token raw context to ~1.3k tokens (~97% fewer tokens) while preserving the failed-span finding. See docs/benchmarks/evidence-retrieval-ccr.md for the current numbers and methodology — re-run the benchmark before changing any CCR reduction claim.

Related

• Evidence reference — the EvidenceReference contract bundles and refs are built on.
• MCP server — the read boundary that exposes these tools.
• RFC 0011 — Evidence retrieval layer — the design.