agenttrace

AI agent session overview

Static report generated from local coding-agent traces.

v0.7.1
500 Sessions
agenttrace --overview -f html
Sessions500

190 Healthy / 307 Warning / 3 Critical

Total tokens4.7B

+ live

Average health77.9

Fleet quality score

Total estimated cost$2.7K

Estimated session cost

Tool failures544/16112

3.4% failure rate

Tool authority

Highest category: shell_exec

Authority category counts
Authority categoryCount
read_only_files15568
shell_exec544

High-authority tools: Shell

Possible cost drivers

SessionEvidence
Local session 2possible driver: 100.0K tokens per assistant turn across 100 turn(s)
Local session 4possible driver: 339.9K tokens per assistant turn across 100 turn(s)
Local session 6possible driver: 57.2K tokens per assistant turn across 34 turn(s)
Local session 8possible driver: 33/100 failed tool result(s) (33.0%)
Local session 9possible driver: 697.8K tokens per assistant turn across 1 turn(s)
Local session 12possible driver: 234.9K tokens per assistant turn across 100 turn(s)
Local session 14possible driver: 62.4K tokens per assistant turn across 18 turn(s)
Local session 15possible driver: 23.8M tokens per assistant turn across 7 turn(s)

Health Trend

Declining: 88→88

Incident timeline

SessionSignalEvidenceSeverity
Local session 1Last milestone9 assistant turn(s) completed over 2.0mLOW
Local session 1Longest idle gap118.0s gap between recorded eventsMEDIUM
Local session 1Touched surface1 unique tool(s), 9 total calls; top tool Read x9LOW
Local session 2Last milestone100 assistant turn(s) completed over 48.4mLOW
Local session 2Longest idle gap2902.0s gap between recorded eventsHIGH
Local session 2Failure loop13 failed tool result(s) out of 100 (13.0%)MEDIUM
Local session 2Touched surface2 unique tool(s), 100 total calls; top tool Read x87LOW
Local session 2Burn divergence100.0K tokens per assistant turn across 100 turn(s)MEDIUM
Local session 3Last milestone14 assistant turn(s) completed over 49sLOW
Local session 3Longest idle gap49.0s gap between recorded eventsLOW
Local session 3Touched surface1 unique tool(s), 14 total calls; top tool Read x14LOW
Local session 4Last milestone100 assistant turn(s) completed over 1h 14mLOW
Local session 4Longest idle gap4440.0s gap between recorded eventsHIGH
Local session 4Failure loop14 failed tool result(s) out of 100 (14.0%)MEDIUM
Local session 4Touched surface2 unique tool(s), 100 total calls; top tool Read x86LOW
Local session 4Burn divergence339.9K tokens per assistant turn across 100 turn(s)MEDIUM
Local session 5Last milestone26 assistant turn(s) completed over 1.7mLOW
Local session 5Longest idle gap101.0s gap between recorded eventsMEDIUM
Local session 5Touched surface2 unique tool(s), 26 total calls; top tool Read x25LOW
Local session 5Burn divergence12.5K tokens per assistant turn across 26 turn(s)MEDIUM
Local session 6Last milestone34 assistant turn(s) completed over 7.9mLOW
Local session 6Longest idle gap473.0s gap between recorded eventsHIGH
Local session 6Failure loop5 failed tool result(s) out of 34 (14.7%)MEDIUM
Local session 6Touched surface2 unique tool(s), 34 total calls; top tool Read x29LOW
Local session 6Burn divergence57.2K tokens per assistant turn across 34 turn(s)MEDIUM
Local session 7Last milestone51 assistant turn(s) completed over 1.7mLOW
Local session 7Longest idle gap102.0s gap between recorded eventsMEDIUM
Local session 7Touched surface1 unique tool(s), 51 total calls; top tool Read x51LOW
Local session 8Last milestone100 assistant turn(s) completed over 1h 6mLOW
Local session 8Longest idle gap4018.0s gap between recorded eventsHIGH
Local session 8Failure loop33 failed tool result(s) out of 100 (33.0%)HIGH
Local session 8Touched surface2 unique tool(s), 100 total calls; top tool Read x67LOW
Local session 8Burn divergence396.4K tokens per assistant turn across 100 turn(s)MEDIUM

Recent sessions

SessionSourceModelTotal tokensCostHealthAnomalies
Local session 1Pigpt-5.6-terra60.9K$0.1485881
Local session 2Pigpt-5.6-terra10.0M$3.8721701
Local session 3Pigpt-5.6-terra131.8K$0.2018961
Local session 4Pigpt-5.6-terra34.0M$3.4415701
Local session 5Pigpt-5.6-terra326.2K$0.3335881
Local session 6Pigpt-5.6-terra1.9M$0.3393701
Local session 7Pigpt-5.6-terra468.4K$0.4137881
Local session 8Pigpt-5.6-terra39.6M$10.20402
Local session 9Codex CLIgpt-5.6-sol697.8K$0.5859881
Local session 10Pigpt-5.6-terra185.9K$0.3003881
Local session 11Pigpt-5.6-terra439.1K$0.5267881
Local session 12Pigpt-5.6-terra23.5M$4.6641582
Local session 13Pigpt-5.6-sol555.2K$0.1567881
Local session 14Pigpt-5.6-sol1.1M$0.4647881
Local session 15Codex CLIgpt-5.6-sol166.6M$28.35701
Local session 16Codex CLIgpt-5.6-sol165.9M$28.08701
Local session 17Codex CLIgpt-5.6-sol165.5M$27.97701
Local session 18Codex CLIgpt-5.6-sol801.4K$0.7107701
Local session 19Codex CLIgpt-5.6-sol222.8M$36.16701
Local session 20Codex CLIgpt-5.6-luna12.3M$4.7401701

By agent

AgentSessionsCost
Codex CLI215$2.0K
Claude Code115$319.56
Pi109$269.68
Hermes Agent (DB)45$23.03
workbuddy8$0.5499
OpenCode (DB)5$26.50
Generic JSON/JSONL3$0.0000

By model

ModelSessionsCost
gpt-5.5145$1.7K
glm-5.283$359.35
gpt-5.6-luna43$197.86
gpt-5.6-sol22$164.05
mimo-v2.5-pro-ultraspeed89$150.86
claude-opus-4-82$47.10
gpt-5.6-terra14$28.36
gpt-5.45$14.64
claude-sonnet-518$11.28
kimi-k2.7-code9$9.7057
kimi-k2.7-code-highspeed9$7.4208
deepseek-v4-pro8$0.9617

Recent anomalies

SessionTypeAge
Local session 101hangingnow
Local session 102hangingnow
Local session 104hangingnow
Local session 108hangingnow
Local session 109hangingnow
Local session 111hangingnow
Local session 112hangingnow
Local session 116hangingnow
Local session 117hangingnow
Local session 118hangingnow
Local session 119hangingnow
Local session 12hangingnow
Local session 121hangingnow
Local session 122hangingnow
Local session 123hangingnow
Local session 127hangingnow
Local session 128hangingnow
Local session 131hangingnow
Local session 134hangingnow
Local session 135hangingnow

Scope and confidence

Rangeall
Session window2026-06-14T06:58:55Z → 2026-07-19T22:59:00Z
Parse coverage500/500 parsed; 0 skipped; 0 cache hits
Confidencelow
PricingLiteLLM (stale cache 2026-05-04 21:41)

Prioritized recommendations

PriorityFindingImpactAction
P1tool_failure: Tool failures increase wall time and often precede repeated work.$10.6791; 0 tokens; highInspect arguments and results, then change the approach instead of retrying unchanged calls.
P1latency: A tool exceeded the latency threshold or returned without a result.$0.5653; 0 tokens; highSet a timeout and batch independent work instead of serial retries.
P2retry_loop: 99 repeated tool events or loop group(s) were detected.$2.2350; 0 tokens; mediumStop after two unchanged failures; inspect the failure boundary before retrying.