Borrowing it
Nothing to install: this file belongs to pingidentity/aic-mcp-server. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/pingidentity/aic-mcp-server/main/.claude/skills/monitor-usage/SKILL.mdgit clone --depth 1 https://github.com/pingidentity/aic-mcp-serverWrote 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.
[](https://agentmods.dev/skills/pingidentity/aic-mcp-server/monitor-usage)<a href="https://agentmods.dev/skills/pingidentity/aic-mcp-server/monitor-usage"><img src="https://agentmods.dev/badge/skills/pingidentity/aic-mcp-server/monitor-usage/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.
<a href="https://agentmods.dev/skills/pingidentity/aic-mcp-server/monitor-usage"><img src="https://agentmods.dev/badge/skills/pingidentity/aic-mcp-server/monitor-usage.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00079 | $0.00869 |
| Opus 5.5 | $0.00032 | $0.00348 |
| Sonnet 5.5 | $0.00016 | $0.00174 |
| Haiku 4.5 | $0.00008 | $0.00087 |
Grade A, and why
monitor-usage 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 1mo 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.
How it starts
The opening of the file, as written. The whole thing — 73 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Monitor MCP Server Usage
Use the getLogSources and queryLogs tools to retrieve and interpret AIC audit logs. Always check the current time before querying so time ranges are accurate.
MCP Identity Markers
These values identify MCP server activity in the logs:
| Marker | Value | Where it appears |
|---|---|---|
| Initial auth client | AICMCPClient |
am-authentication — PKCE / Device Code login |
| Token exchange client | AICMCPExchangeClient |
am-authentication — one AM-TOKEN-EXCHANGE event per tool call |
| API User-Agent | aic-mcp-server/<version> |
idm-access, am-access — all outbound API requests |
Log Sources and What They Show
| Source | What to look for |
|---|---|
am-authentication |
AM-TOKEN-EXCHANGE events for AICMCPExchangeClient — proxy for tool invocation count and timing; AM-TREE-LOGIN-COMPLETED for user login events |
am-config |
AM-CONFIG-CHANGE events — journey, node, script, and OIDC app changes; userId field shows the authenticated user |
idm-access |
Per-request HTTP log; filter by user-agent co "aic-mcp-server" to isolate MCP traffic from browser and reconciliation jobs |
idm-activity |
Full before/after state for managed object operations (CREATE, PATCH, DELETE on users, groups, roles, etc.); runAs field shows the authenticated user |
Interpreting Results
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.
- 1mo ago First seen · 73 lines · 79 tokens per session scan A cf988c3976aa
monitor-usage is a skill published in the GitHub repository pingidentity/aic-mcp-server (2 stars, last pushed 8d ago), licensed Apache-2.0. It adds 79 tokens to every session and 869 once invoked, about $0.0003 per session on Opus 5.5. 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 2026-08-31.
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