A codex session emits no hooks and rarely calls `ccam stage` on its own, so its card sat at `idle` forever while the amber "detected" badge was the only thing that ever moved. `codex-ingest.js` now advances the declared `stage` from its own written detection — the one place in CCAM where an inference moves the blue `current` ring, and only for `codex` lanes. It stays honest: gated on `recordDetection` having written (so forward-only, declared-wins and the detection TTL are inherited unchanged), passes NO evidence (the node renders `passed-no-evidence` amber, never `done`), and no template's last node carries detect rules, so a lane can never be auto-declared `done`. `setStage` grows a `keepDetection` option — its sole caller — so the detection columns survive the advance and the card keeps showing which command moved it instead of looking like an agent's own claim. Two levers then get the evidence auto-advance cannot supply: - `codex-nudge.js` now nudges on a stage held 2+ min with no evidence, instead of on a detection sitting ahead of the declared stage — after auto-advance the old condition can never fire, since the two now match. - `ccam lanes agents install` on a codex lane writes the marker-delimited `<!-- ccam:stage:start -->` block into the lane's own AGENTS.md — the one instruction channel Codex reads — instead of copying agent templates into `.claude/agents/`, which it never loads. Appended, user prose preserved, reinstall replaces exactly that block. Verified with a real `codex exec` run: stage moved to `watching-pr` with `evidence: null` and the detection signal intact. 1364 server tests pass.
30 KiB
Claude Code Agent Monitor — Plugin Marketplace
Official Claude Code plugins for the Agent Monitor dashboard. The ccam plugin is the dashboard — hooks, server, ccam CLI and MCP tools, no checkout required. On top of it, 10 focused plugins extend Claude Code with skills, agents, slash commands, hooks, and CLI tools for deep analytics, cost guardrails, productivity automation, developer tools, AI-powered insights, session forensics, workflow/fleet intelligence, reliability & SLOs, config & memory governance, and dashboard connectivity.
Every plugin is powered by the local Agent Monitor REST API at http://localhost:4820. They are read-only advisors unless a skill explicitly documents a mutating endpoint (and those preview + confirm before acting).
Quick Start
Add the marketplace
claude plugin marketplace add Smartgift-AI/Claude-Code-Monitor
Install the dashboard itself
claude plugin install ccam@claude-code-agent-monitor-plugins
That is the whole install: no clone, no npm run setup, no npm run install-hooks, no manual npm start. See The ccam plugin below for what it does on first session start.
Or via the Smartgift skills marketplace
ccam is also listed as a standalone entry in
smartgift-claude-skills
— its source still points at this repo's main branch, so the two entries
install identically:
claude plugin marketplace add https://git.smartgift.io.vn/Smartgift-AI/smartgift-claude-skills.git
claude plugin install ccam@sg
Pick whichever marketplace you already have added; installing ccam from both
at once is redundant but harmless (Claude Code treats it as one plugin per
marketplace name, not per source).
Install a focused plugin
claude plugin install ccam-analytics@claude-code-agent-monitor-plugins
claude plugin install ccam-cost-guard@claude-code-agent-monitor-plugins
claude plugin install ccam-productivity@claude-code-agent-monitor-plugins
claude plugin install ccam-devtools@claude-code-agent-monitor-plugins
claude plugin install ccam-insights@claude-code-agent-monitor-plugins
claude plugin install ccam-sessions@claude-code-agent-monitor-plugins
claude plugin install ccam-workflows@claude-code-agent-monitor-plugins
claude plugin install ccam-quality@claude-code-agent-monitor-plugins
claude plugin install ccam-config@claude-code-agent-monitor-plugins
claude plugin install ccam-dashboard@claude-code-agent-monitor-plugins
Or install locally during development
# From the repo root, test a plugin locally
claude --plugin-dir plugins/ccam-analytics
Prerequisites
- Claude Code installed and authenticated
- Node >= 22.5 when installing via the
ccamplugin. A plugin install has no nativebetter-sqlite3, so the server stores data throughnode:sqlite, which landed in 22.5. The bootstrap refuses with one line on anything older instead of letting the server crash. (A checkout install still works on Node >= 20.) - The Agent Monitor dashboard reachable at
http://localhost:4820— theccamplugin starts it for you; a checkout starts it withnpm start(see SETUP.md)
Skills and commands are invoked as /ccam-<plugin>:<name>. Agents are dispatched automatically by Claude Code (or named explicitly).
The ccam plugin
The marketplace's root entry ("source": "./") is the entire repository, so
server/, client/, mcp/, scripts/ and bin/ccam.js all land under
${CLAUDE_PLUGIN_ROOT} when Claude Code caches it. That is what makes a
checkout unnecessary.
What it installs
| Component | Where it comes from |
|---|---|
| The eight event hooks | inline hooks in .claude-plugin/plugin.json, each running scripts/hook-handler.js |
| The dashboard server | started detached by the bootstrap, from the plugin cache |
The ccam CLI |
a launcher written to ~/.local/bin/ccam |
| The MCP tools | plugins/ccam/.mcp.json, pointing at the committed mcp/build/index.js |
The dashboard UI (/run and every other client route) |
built into the runtime dir by the bootstrap, so it works the moment claude starts |
/ccam-doctor, /ccam-update, /ccam-open |
plugins/ccam/commands/ |
The skills (ship-feature-lane, ship-feature, repo-onboarding, debug-live-issue, mcp-operations, update-project-docs, file-headers) |
skills/ at the repo root — which IS the plugin root, so they are auto-discovered as plugin skills |
The agents (qc-local, senior-gate-reviewer, backend-reviewer, frontend-reviewer, mcp-reviewer) |
agents/ at the repo root, auto-discovered the same way — exposed as ccam:<name> |
Plugin skills are namespaced: they are invoked as /ccam:<name>, with the bare
/<name> working as an alias unless another skill or command claims that name.
This is why skills/ sits at the repo root instead of .claude/skills/ — the
latter only loads for a session whose cwd is inside this checkout, which is
useless for a lane working in a different repo. ccam skills install survives
as the fallback for a plain checkout without the plugin.
The agents ship the same way, from the same files. agents/ at the repo
root holds all five (qc-local, senior-gate-reviewer, backend-reviewer,
frontend-reviewer, mcp-reviewer), so the plugin exposes them as
ccam:<name>. ccam lanes agents install copies qc-local +
senior-gate-reviewer from that same directory into a lane's own
.claude/agents/ — the highest-priority agent source — which is what makes the
bare subagent_type: qc-local in the pipeline skill resolve there. One source
file, two ways to reach it; the skill names the bare form first and falls back
to the ccam: form. On a codex lane the same command installs the
<!-- ccam:stage:start --> block in the lane's AGENTS.md instead — Codex
never reads .claude/agents/.
Because the plugin ships the hooks itself, npm run install-hooks is not needed
for plugin users — and must not be run alongside it. Events carry no id, so two
handlers mean every token and cost figure is counted twice. claude plugin install writes the plugin's own hook entries into ~/.claude/settings.json
too (${CLAUDE_PLUGIN_ROOT} resolved to the actual cache path) — confirmed
against a real install — so those entries also contain hook-handler.js, same
as a leftover checkout install. The bootstrap tells them apart by whether the
command resolves under ~/.claude/plugins/cache/: only genuine checkout paths
are removed (backing ~/.claude/settings.json up as settings.json.ccam-bak
first), never the plugin's own. /ccam-doctor reports the state using the same
check.
First session start
scripts/plugin-bootstrap.js runs from SessionStart. It returns within
milliseconds — the real work happens in a detached worker, so a session never
waits on an install:
- Fast path — recorded state matches this plugin build and a server is live → exit.
- Node gate — refuse below 22.5 with one line (see Prerequisites).
- Lock — atomic
mkdirlock holding the PID; reclaimed when the owner is dead or the lock is older than 10 minutes, so two sessions cannot race the install or spawn two servers. - Install —
npm install --omit=dev --ignore-scriptsinto the runtime dir (never into the plugin cache, which is garbage-collected and replaced on every update).--ignore-scriptskeeps the rootpostinstallfrom pulling the whole Vite client toolchain. - Legacy hook cleanup — see above.
- CLI — write the
~/.local/bin/ccamlauncher, never clobbering accamthe bootstrap did not write. - UI build —
client/is copied into the runtime dir and built there (npm install && npm run build), landing inruntime/client-dist— the same directory the server serves from. Skipped when a bundle for the current version already exists; a failure here does not fail the bootstrap (API and MCP still work, and/ccam-opencan retry) but does mean/run404s until it's fixed. - Server — on Linux with
systemd --useravailable, install/refresh accam.serviceunit (see Auto-start on boot) instead of a bare spawn, so the server is supervised and comes back after a reboot with no Claude Code session involved. Everywhere else (macOS, Windows, or no systemd), spawnserver/index.jsdetached, withNODE_PATHat the runtimenode_modulesandDASHBOARD_CLIENT_DISTat the runtimeclient-dist— scoped to this session, same as before this fell back to systemd. - Record state —
runtime/state.json.
The first run takes a few minutes — most of it is the UI build, which is what
makes client-only routes (http://localhost:4820/run, and every other page)
work the moment claude starts, with no manual /ccam-open step. Progress
goes to ~/.claude/agent-dashboard/runtime/bootstrap.log; npm run build's own
output goes to client-build.log next to it; the server's own output goes to
server.log.
Auto-start on boot
On Linux, every plugin bootstrap (not just the first) installs/refreshes a
systemd --user service (~/.config/systemd/user/ccam.service, managed via
scripts/systemd-service.js — shared with the checkout path's
ccam service install, see the README). Its ExecStart/WorkingDirectory
point at the current plugin cache path, so a plugin update that moves the
cache directory rewrites and restarts the unit on the next session start, the
same self-healing pattern the CLI launcher already uses. The bootstrap also
tries loginctl enable-linger so the service starts on a cold boot before
anyone logs in; when that needs elevated rights, it's skipped silently (check
~/.claude/agent-dashboard/runtime/bootstrap.log, or run
sudo loginctl enable-linger <user> once by hand). A pre-existing
ccam.service unit not written by this bootstrap is left untouched, and the
server falls back to the old per-session detached spawn instead.
On macOS, Windows, or a Linux box without systemd, nothing changes: the
server is a detached spawn started fresh on the next SessionStart after a
reboot, same as always.
Commands
| Command | Does |
|---|---|
/ccam-doctor |
Node version, bootstrap state, runtime deps, server liveness, duplicate hooks, CLI launcher + PATH, MCP build freshness, UI bundle |
/ccam-update |
Pull the latest ccam release via claude plugin marketplace update + claude plugin update ccam@<marketplace> -y, then reinstall dependencies and restart the server (plugin-bootstrap.js --force). The plugin pull needs a manual /reload-plugins afterward to take effect in the current session — not scriptable from a command. |
/ccam-open |
Rebuild the UI bundle and print the dashboard URL. Re-runs the bootstrap first when the server is down or still executing a plugin root that a mid-session /plugin update retired, so a fresh bundle never talks to an older server's routes |
Where things live
| Thing | Location | Survives a plugin update |
|---|---|---|
| SQLite DB, transcripts | ~/.claude/agent-dashboard/ |
yes |
node_modules, client-dist, logs, lock, state.json |
~/.claude/agent-dashboard/runtime/ |
yes (re-verified on every session start) |
Source, hooks, mcp/build |
the plugin cache version directory | no — re-bootstrapped |
The bootstrap deliberately does not set DASHBOARD_DATA_DIR: leaving the
default keeps a plugin-run server and a developer's npm run dev server on one
data directory, where ingestGroupKey already deduplicates hook ingest to a
single port.
Uninstalling
claude plugin uninstall ccam@claude-code-agent-monitor-plugins only removes
the plugin from the enabled list — verified against a real install/uninstall,
not assumed. It does not:
- stop the running server (it keeps serving from the now-uninstalled cache dir)
- disable or remove the
ccam.servicesystemd--userunit (Linux) — it will keep restarting the old server on every reboot, sincesystemctlknows nothing aboutclaude plugin uninstall - remove the cached source under
~/.claude/plugins/cache/.../ccam/<version>/ - remove the hook entries
claude plugin installwrote into~/.claude/settings.json(still pointing at that cache dir — they keep firing, and keep working, until the cache directory is eventually GC'd by Claude Code, at which point they silently start failing) - remove
~/.local/bin/ccamor~/.claude/agent-dashboard/runtime/
For a clean machine, do all of this yourself:
# 1. Stop the server. On Linux, check for the systemd unit first — a bare
# `kill` just gets restarted by it (Restart=on-failure).
systemctl --user disable --now ccam.service 2>/dev/null
rm -f ~/.config/systemd/user/ccam.service && systemctl --user daemon-reload 2>/dev/null
# Fallback for a detached (non-systemd) server, or if the unit above was absent:
kill "$(node -e 'console.log(JSON.parse(require("fs").readFileSync(require("os").homedir()+"/.claude/.agent-dashboard.json","utf8")).pid)')" 2>/dev/null
# 2. Runtime state and the CLI launcher
rm -rf ~/.claude/agent-dashboard/runtime # deps, UI bundle, logs, state
rm -f ~/.local/bin/ccam
# 3. The hook entries claude plugin install wrote (settings.json is not
# ours to fully own — back it up first and only drop entries mentioning
# hook-handler.js)
node -e '
const fs = require("fs");
const p = require("os").homedir() + "/.claude/settings.json";
const d = JSON.parse(fs.readFileSync(p, "utf8"));
fs.copyFileSync(p, p + ".ccam-bak2");
for (const [type, entries] of Object.entries(d.hooks || {})) {
const kept = entries.filter((e) => !JSON.stringify(e).includes("hook-handler.js"));
if (kept.length) d.hooks[type] = kept; else delete d.hooks[type];
}
fs.writeFileSync(p, JSON.stringify(d, null, 2) + "\n");
'
~/.claude/agent-dashboard/ still holds the SQLite database after all of the
above — delete that directory too only if you want the recorded history gone.
Available Plugins
1. ccam-analytics — Analytics & Monitoring
Deep analytics on sessions, token usage, costs, cache efficiency, model mix, and productivity.
| Skill | Command | Purpose |
|---|---|---|
| Session Report | /ccam-analytics:session-report |
Per-model tokens (input/output/cache_read/cache_write + baselines), cost, agent hierarchy, tool activity, timeline |
| Cost Breakdown | /ccam-analytics:cost-breakdown |
Per-model cost via the pricing engine, daily trends, cache efficiency, optimization opportunities |
| Usage Trends | /ccam-analytics:usage-trends |
365-day session/event trends, token volume, tool rankings, model distribution, event-type ratios |
| Productivity Score | /ccam-analytics:productivity-score |
Weighted scorecard: completion, token efficiency, tool effectiveness, velocity, cost efficiency |
| Cache Efficiency | /ccam-analytics:cache-efficiency |
Cache hit rate, write-vs-read reuse, sessions with poor cache reuse |
| Model Mix | /ccam-analytics:model-mix |
Share of tokens and cost per model family; expensive models doing cheap work |
Commands: /ccam-analytics:cost-today · /ccam-analytics:top-spenders · /ccam-analytics:burn-rate
Agents: analytics-advisor (full advisor incl. workflow intelligence) · token-economist (token economics & reduction tactics)
Hooks: Logs Stop / SubagentStop events. CLI: ccam-stats — terminal stats (sessions, cost, tokens).
2. ccam-cost-guard — Budget Guardrails
Spend limits, forecasting, cost alerts, and model-routing savings.
| Skill | Command | Purpose |
|---|---|---|
| Budget Set | /ccam-cost-guard:budget-set |
Define a budget and (optionally) arm a token_threshold alert rule; explains the $→token conversion |
| Spend Forecast | /ccam-cost-guard:spend-forecast |
Project week/month-end spend from the daily trend (moving average × remaining days) |
| Cost Alert | /ccam-cost-guard:cost-alert |
Review alert rules and fired alerts; explain exactly what tripped |
| Model Savings | /ccam-cost-guard:model-savings |
Estimate $ saved by routing eligible work to a cheaper model family |
| Daily Budget Check | /ccam-cost-guard:daily-budget-check |
Today's spend vs a daily budget, pace vs target, projected overage |
Commands: /ccam-cost-guard:budget · /ccam-cost-guard:forecast · /ccam-cost-guard:overspend
Agent: budget-sentinel — watches spend vs target, projects month-end, recommends cuts. Hooks: fail-safe Stop event POST so budget tracking sees session ends.
3. ccam-productivity — Productivity & Workflows
Standups, weekly/monthly reviews, sprint tracking, focus analysis, and workflow optimization.
| Skill | Command | Purpose |
|---|---|---|
| Daily Standup | /ccam-productivity:daily-standup |
Standup from recent sessions — work by project (cwd), costs, tools, errors, velocity |
| Weekly Report | /ccam-productivity:weekly-report |
Daily session/event trends, per-session costs, token volumes, tool top-20, completion rates |
| Sprint Summary | /ccam-productivity:sprint-summary |
Per-project + per-model costs, token efficiency, subagent effectiveness, retrospective data |
| Workflow Optimizer | /ccam-productivity:workflow-optimizer |
Tool-flow transitions, effectiveness, delegation, error propagation, concurrency, compaction |
| Monthly Review | /ccam-productivity:monthly-review |
Month-over-month sessions, cost, tokens, completion, top projects, notable shifts |
| Time of Day | /ccam-productivity:time-of-day |
Activity/productivity bucketed by hour and day-of-week; peak vs low-output windows |
Commands: /ccam-productivity:standup · /ccam-productivity:whats-next · /ccam-productivity:focus-report
Agents: productivity-coach (work-pattern review) · focus-analyst (deep-work / focus blocks). Hooks: session start/end timing.
4. ccam-devtools — Developer Tools
Debugging, data-integrity inspection, event tracing, transcript search, diagnostics, export, and health checks.
| Skill | Command | Purpose |
|---|---|---|
| Session Debug | /ccam-devtools:session-debug |
Full event chain, agent hierarchy, token usage with baselines, workflow intelligence |
| Hook Diagnostics | /ccam-devtools:hook-diagnostics |
Hook install, connectivity, handler validation, event delivery, data freshness |
| Data Export | /ccam-devtools:data-export |
Export sessions/events/analytics/costs as JSON/CSV/Markdown |
| Health Check | /ccam-devtools:health-check |
API, SQLite (WAL), WebSocket, endpoints, hooks, disk, data freshness |
| Event Trace | /ccam-devtools:event-trace |
Ordered event timeline for a session, highlighting gaps/failures |
| Transcript Grep | /ccam-devtools:transcript-grep |
Search a session transcript for a string/pattern with context |
Commands: /ccam-devtools:doctor · /ccam-devtools:export · /ccam-devtools:tail-events
Agents: issue-triager (cross-component triage) · db-inspector (data-integrity inspection). CLI: ccam-doctor, ccam-export.
5. ccam-insights — AI-Powered Insights
Pattern detection, anomaly alerting, forecasting, regression watch, benchmarking, optimization, and comparison.
| Skill | Command | Purpose |
|---|---|---|
| Pattern Detect | /ccam-insights:pattern-detect |
Tool-flow transitions, recurring sequences, agent co-occurrence, delegation habits |
| Anomaly Alert | /ccam-insights:anomaly-alert |
Cost/token/event-ratio/complexity outliers (statistical) |
| Optimization Suggest | /ccam-insights:optimization-suggest |
Model downgrades, cache optimization, compaction reduction, tool reliability |
| Session Compare | /ccam-insights:session-compare |
Side-by-side tokens, costs, complexity, tool-flow, metadata deltas |
| Regression Watch | /ccam-insights:regression-watch |
Rising error rate, falling cache hits, growing compaction, climbing cost/session |
| Benchmark | /ccam-insights:benchmark |
Benchmark a session vs the rolling average; show percentile |
Commands: /ccam-insights:insights · /ccam-insights:compare · /ccam-insights:anomalies
Agents: insights-advisor (strategic analysis) · trend-forecaster (near-future cost/usage projection).
6. ccam-sessions — Session Forensics
Search, timeline, transcript replay, per-project rollups, and lifecycle management.
| Skill | Command | Purpose |
|---|---|---|
| Session Search | /ccam-sessions:session-search |
Find sessions by project/model/status/date; rank by cost or recency |
| Session Timeline | /ccam-sessions:session-timeline |
Ordered timeline of one session's events with durations and tool names |
| Transcript Replay | /ccam-sessions:transcript-replay |
Walk a transcript turn-by-turn, summarizing each message |
| CWD Rollup | /ccam-sessions:cwd-rollup |
Roll up sessions by working directory: counts, cost, tokens, last-active |
| Session Cleanup | /ccam-sessions:session-cleanup |
Identify stale/empty sessions; preview before the cleanup endpoint deletes (confirm required) |
Commands: /ccam-sessions:find-session · /ccam-sessions:replay · /ccam-sessions:recent
Agent: session-investigator — end-to-end investigation of a single session.
7. ccam-workflows — Orchestration & Fleet Intelligence
Multi-agent structure analysis using the workflow intelligence API and Workflow-tool run journals.
| Skill | Command | Purpose |
|---|---|---|
| DAG Map | /ccam-workflows:dag-map |
Orchestration DAG: parent→child subagent edges, depth, fan-out |
| Delegation Audit | /ccam-workflows:delegation-audit |
Model delegation + subagent effectiveness; wasted delegations |
| Concurrency Report | /ccam-workflows:concurrency-report |
Concurrency lanes, parallelism, serialization bottlenecks |
| Error Propagation | /ccam-workflows:error-propagation |
Trace failures by depth and how they cascade across subagents |
| Fleet Runs | /ccam-workflows:fleet-runs |
Summarize Workflow-tool fleet runs (no-hook fleets ingested from run journals) |
Commands: /ccam-workflows:workflow · /ccam-workflows:dag · /ccam-workflows:runs
Agent: orchestration-analyst — analyzes the 11 workflow datasets + fleet runs.
8. ccam-quality — Reliability & SLOs
Error monitoring, hook-delivery health, SLO tracking with error budgets, and regression alerts.
| Skill | Command | Purpose |
|---|---|---|
| Error Scan | /ccam-quality:error-scan |
Scan events for APIError + failure signals; group by tool/model; rank by frequency |
| API Error Report | /ccam-quality:api-error-report |
APIError detail: counts over time, affected sessions/models, likely causes |
| Hook Failure Audit | /ccam-quality:hook-failure-audit |
PreToolUse/PostToolUse balance, missing terminators, stale ingestion |
| SLO Check | /ccam-quality:slo-check |
Completion rate, tool success rate, error rate; error budget remaining |
| Regression Alert | /ccam-quality:regression-alert |
Compare this period's error/failure rates to the prior period; optional alert rule |
Commands: /ccam-quality:errors · /ccam-quality:slo · /ccam-quality:health
Agent: reliability-engineer — treats Claude Code usage as a service with an error budget.
9. ccam-config — Config & Memory Governance
Audit your Claude Code configuration and curate the file-based memory store via the Config Explorer API.
| Skill | Command | Purpose |
|---|---|---|
| Config Audit | /ccam-config:config-audit |
Counts per surface (user vs project), duplicate skills/agents, shell-running hooks |
| Memory Review | /ccam-config:memory-review |
CLAUDE.md + per-project auto-memory files grouped by project; flag stale/oversized facts |
| Skill Inventory | /ccam-config:skill-inventory |
Installed skills + contributing plugins; overlap with your own skills |
| MCP Audit | /ccam-config:mcp-audit |
MCP servers (user + project): transport, command/args/env names, source file |
| Hook Inventory | /ccam-config:hook-inventory |
Hooks across settings + the hooks scripts dir; flag network/arbitrary-command hooks |
Commands: /ccam-config:audit-config · /ccam-config:memory · /ccam-config:inventory
Agent: config-auditor — audits config sprawl, duplication, risky hooks, and stale memory.
Memory Review can also edit the per-project memory store: auto-memory files are mutable via
PUT/DELETE /api/cc-config/filewith{ scope: "auto-memory", type: "auto-memory", project, name }(always backed up first).
10. ccam-dashboard — Dashboard Connector
Direct MCP integration, quick status, live watch, and endpoint probing.
| Skill | Command | Purpose |
|---|---|---|
| Dashboard Status | /ccam-dashboard:dashboard-status |
Health: API connectivity, session/event counts, hook status, data freshness |
| Quick Stats | /ccam-dashboard:quick-stats |
One-line metrics: active sessions, total cost, events, top tool, cache efficiency |
| Live Watch | /ccam-dashboard:live-watch |
Poll a few times to show live deltas (active sessions/agents, events, ws connections) |
| Endpoint Probe | /ccam-dashboard:endpoint-probe |
Probe each major API route and report reachability/shape |
Commands: /ccam-dashboard:status · /ccam-dashboard:ping · /ccam-dashboard:open-dashboard
Agent: dashboard-operator — verifies the dashboard is up and guides start/restart/import. MCP Server: direct tool access to the Agent Monitor API. Settings: default agent model.
Data Model Reference
These plugins query the Agent Monitor API at http://localhost:4820. Key data shapes:
Token Tracking
- 4 token types:
input_tokens,output_tokens,cache_read_input_tokens,cache_creation_input_tokens - 4 baselines:
baseline_input,baseline_output,baseline_cache_read,baseline_cache_write(preserve pre-compaction tokens) - Effective total = current + baseline (the
/api/analyticstotals are pre-summed)
Cost Calculation
- Formula:
(tokens / 1,000,000) × rate_per_mtokfor each token type - Model matching: longest
model_patternwins (e.g.,claude-sonnet-4-5%beatsclaude-sonnet-4%) - Pre-seeded rates for Opus, Sonnet, Haiku families
Session Metadata (JSON)
thinking_blocks: count of extended thinking blocksturn_count: number of conversation turnstotal_turn_duration_ms: cumulative turn processing timeusage_extras:{ service_tiers[], speeds[], inference_geos[] }
Event Types
PreToolUse, PostToolUse, Stop, SubagentStop, SessionStart, SessionEnd, Notification, Compaction, APIError, TurnDuration, ToolError, Interrupted
Workflow Intelligence API (/api/workflows/{sessionId})
11 datasets: stats, orchestration (DAG), toolFlow (transitions), effectiveness (subagent success), patterns (recurring sequences), modelDelegation, errorPropagation (by depth), concurrency (lanes), complexity (score), compaction (impact), cooccurrence (agent pairs)
Alert Rules (/api/alerts/rules)
Rule types: token_threshold ({ total_tokens } — the spend-relevant guardrail), event_pattern, inactivity, status_duration.
Config Explorer (/api/cc-config/*)
Read every Claude Code surface (skills, agents, commands, output-styles, plugins, marketplaces, mcp, hooks, settings, keybindings, statusline, memory). memory includes the per-project file-based store with scope: "auto-memory" (carrying project, name, isIndex, frontmatter); those files plus CLAUDE.md are mutable via PUT/DELETE /api/cc-config/file with always-on timestamped backups. The page also manages plugins and marketplaces: paste a GitHub owner/repo, URL or local path to register a marketplace, then install / enable / disable / update / uninstall its plugins — each button runs the corresponding claude plugin … command on the dashboard host (argv array, never a shell string). Hooks and settings.json keys are editable per layer (user / project / project-local) through PATCH /api/cc-config/settings, a per-key merge that leaves every untouched key — including redacted secrets — exactly as it was.
Plugin Development
To create your own plugins for the Agent Monitor, see the Claude Code plugin documentation.
Plugin structure
my-plugin/
├── .claude-plugin/
│ └── plugin.json # Required: name (== dir name), description, version
├── skills/
│ └── my-skill/
│ └── SKILL.md # Skill (description-only frontmatter; uses $ARGUMENTS)
├── agents/
│ └── my-agent.md # Agent (name == filename, model, tools, instructions)
├── commands/
│ └── my-command.md # Slash command (description, optional argument-hint)
├── hooks/
│ └── hooks.json # Event hooks (fail-safe, non-blocking)
├── bin/
│ └── my-cli-tool # CLI scripts (added to PATH)
├── .mcp.json # MCP server configuration
└── settings.json # Plugin settings
Structure is validated by server/__tests__/plugins-marketplace.test.js, which enforces the marketplace↔directory bijection, plugin.json shape, name/dir agreement, and required frontmatter on every agent / skill / command.
Testing locally
claude --plugin-dir /path/to/my-plugin # then use /my-plugin:my-skill some args
Troubleshooting
Dashboard not reachable
cd /path/to/Claude-Code-Agent-Monitor
npm start # or: npm run dev
Hooks not installed
cd /path/to/Claude-Code-Agent-Monitor
npm run setup
Plugin not found
claude plugin marketplace list
claude plugin marketplace add Smartgift-AI/Claude-Code-Monitor
License
Internal SmartGift build — all rights reserved.