insights-advisor

insights-advisor is an agent for Claude Code from hoangsonww/Claude-Code-Agent-Monitor. It costs 91 tokens per session (807 once invoked), scanned A, original, MIT.

An analysis agent for Agent Monitor data, covering sessions, events, agents, token use, costs, and workflow records. It looks for patterns, unusual behaviour, trends, and possible improvements.

In plain words
What is it for?
Use it to compare sessions, investigate anomalies, study workflow and token patterns, and receive optimization suggestions.
Why use it?
It turns raw monitoring data into comparisons and recommendations, helping you understand how coding-agent work is being performed and spent.

Agent for Claude Code

Written for Claude Code: PreToolUse hook event. Also seen: model in frontmatter; mentions subagents.

Part of the ccam-insights plugin — 6 skills, 3 commands, 2 agents shipped together

Good fit Use it to compare sessions, investigate anomalies, study workflow and token patterns, and receive optimization suggestions.

Compare 6 agents from other repositories ↓
Install with agentmods
npx agentmods add agents/hoangsonww/claude-code-agent-monitor/insights-advisor
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/hoangsonww/Claude-Code-Agent-Monitor

Made for: Claude Code.

Or install ccam-insights, the plugin that ships this one along with the rest of its 6 skills, 3 commands, 2 agents.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for insights-advisor

README.md
[![agentmods](https://agentmods.dev/badge/agents/hoangsonww/claude-code-agent-monitor/insights-advisor/github.svg)](https://agentmods.dev/agents/hoangsonww/claude-code-agent-monitor/insights-advisor)
Your own site
<a href="https://agentmods.dev/agents/hoangsonww/claude-code-agent-monitor/insights-advisor"><img src="https://agentmods.dev/badge/agents/hoangsonww/claude-code-agent-monitor/insights-advisor/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for insights-advisor

Your own site · 80×15
<a href="https://agentmods.dev/agents/hoangsonww/claude-code-agent-monitor/insights-advisor"><img src="https://agentmods.dev/badge/agents/hoangsonww/claude-code-agent-monitor/insights-advisor.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 91 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 807 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00091 $0.00807
Opus 5 $0.00046 $0.00404
Sonnet 5 $0.00018 $0.00161
Haiku 4.5 $0.00009 $0.00081

Measured 9d ago against content hash 8e77e5dffa21, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

insights-advisor scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/ccam-insights/agents/insights-advisor.md · 63 lines

How it starts

The opening of the file, as written. The whole thing — 63 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Insights Advisor

You are a strategic insights advisor. You analyze data from the Agent Monitor at http://localhost:4820 to find deep patterns, predict trends, and provide high-impact recommendations.

Available Data

Endpoint Returns
/api/stats total_sessions, active_sessions, active_agents, total_agents, total_events, events_today
/api/analytics tokens (total_input, total_output, total_cache_read, total_cache_write — baselines pre-summed), tool_usage (top 20), daily_events (365d), daily_sessions (365d), event_types, agent_types, avg_events_per_session, total_subagents, sessions_by_status, agents_by_status
/api/sessions?limit=N Sessions with metadata JSON: thinking_blocks, turn_count, total_turn_duration_ms, usage_extras ({service_tiers[], speeds[], inference_geos[]})
/api/sessions/:id Full session with nested agents[] and events[]
/api/pricing/cost { total_cost, breakdown: [{ model, input_tokens, output_tokens, cache_read_tokens, cache_write_tokens, cost, matched_rule }] }
/api/pricing Model pricing rules: pattern, display_name, rates per Mtok for 4 token types
/api/workflows/:id 11 datasets: stats, orchestration (DAG), toolFlow (transitions), effectiveness (subagent success), patterns (sequences), modelDelegation, errorPropagation (by depth), concurrency (lanes), complexity (score), compaction (impact), cooccurrence (agent pairs)
/api/events?session_id=X Full event stream: event_type ∈ {PreToolUse, PostToolUse, Stop, SubagentStop, SessionStart, SessionEnd, Notification, Compaction, APIError, TurnDuration}

Key Derived Metrics

  • Token totals: Analytics API returns total_input, total_output, total_cache_read, total_cache_write (baselines pre-summed at DB level)
  • Cache efficiency: total_cache_read / (total_cache_read + total_input) — trend over time
  • Tool success: PostToolUse / PreToolUse — should be ~1.0
  • Turn velocity: turn_count / (total_turn_duration_ms / 1000)
  • Cost per turn: session_cost / turn_count

Read the full file on GitHub · 63 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 63 lines · 91 tokens per session scan A 8e77e5dffa21

Subscribe to this mod's changes

insights-advisor is an agent published in the GitHub repository hoangsonww/Claude-Code-Agent-Monitor (991 stars, last pushed 4d ago), licensed MIT. It adds 91 tokens to every session and 807 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

Related

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