AI & ML

hoangsonww Bundle

Review the file-based memory store via the Agent Monitor Config Explorer API: the user and project CLAUDE.md plus per-project auto-memory files under ~/.claude/projects/<slug>/memory/*.md. Groups by project, shows the index (MEMORY.md) vs per-fact files, and flags stale or oversized facts. Reads /api/cc-config/memory and /api/cc-config/file?path=. Use when curating agent memory.

hoangsonww Bundle

Polls the Agent Monitor /api/stats endpoint several times over a short window and reports the live deltas in active_sessions, active_agents, events_today, and ws_connections so you can see activity moving in real time. Use when watching the dashboard for live changes rather than a one-time snapshot.

hoangsonww Bundle

Trace the full event chain for one Claude Code session into an ordered timeline of every event type with tool_name and summary, highlighting gaps, out-of-order events, and failures. Reads /api/events?session_id= and /api/sessions/:id from the Agent Monitor dashboard. Use when debugging what a session actually did, step by step.

abagames Bundle

Audits repositories that rely heavily on AGENTS.md, CLAUDE.md, copilot instructions, or similar agent instruction files, then migrates repeatable workflows into skills, mandatory checks into scripts/hooks/CI, and leaves only stable repo context, policy, and workflow entrypoints in repo instructions. Use when the agent is asked to reduce long natural-language agent instructions, create agent skills from repo workflows, codify mandatory checks, or produce an instruction migration report.

jdutton Bundle

Use when starting VAT work or deciding which VAT sub-skill applies. Router that points at sub-skills for adoption, skill/agent authoring, audit, distribution, RAG, knowledge resources, skill review, and enterprise org admin.

jdutton Skill

Use when running `vat rag index` / `vat rag query` or configuring RAG for agent context — covers installing the RAG backends (they are OPT-IN, not installed with the CLI), the CLI commands, native embedding providers and vector store support, chunking, custom metadata, and extension points for adding new backends.

jdutton Skill

Use when running vat audit to validate Claude plugins, agent skills, or marketplaces. Covers the audit command, --compat flag for surface compatibility analysis, --exclude for noise filtering, and interpreting audit output.

jdutton Skill

Use when running `vat skill test run`/`configure`, triaging friction.json output, reasoning about the test harness's isolation or auth model, or confirming a packaged skill works in a clean install.

jdutton Skill

Use when authoring TypeScript portable agents — agent archetypes, agent.yaml, result envelopes, orchestration patterns, and runtime adapters (Vercel/LangChain/OpenAI/Claude Agent SDK). Paired with vat-skill-authoring for the SKILL.md side.

ils15 Skill

Multi-agent orchestration with model routing, category delegation, and sprint management. Use for coordinating Pantheon agents.

ils15 Skill

Implement SSE, WebSockets, LLM token streaming, and real-time broadcasting in FastAPI.

ils15 Skill

Observability with OpenTelemetry, metrics, and logging. Use for monitoring agents and LLM calls.

outlinedriven Bundle

Surface deepening refactors that turn shallow modules into deep ones, informed by `CONTEXT.md` and `docs/adr/`. Use when the user asks to improve architecture, find refactor candidates, raise testability, or make a codebase more agent-navigable. Skip for single localized fixes.

brancante Skill

Delegate coding tasks to Codex, Claude Code, or Pi agents via background process. Use when: (1) building/creating new features or apps, (2) reviewing PRs (spawn in temp dir), (3) refactoring large codebases, (4) iterative coding that needs file exploration. NOT for: simple one-liner fixes (just edit), reading code (use read tool), or any work in ~/clawd workspace (never spawn agents here). Requires a bash tool that supports pty:true.

hoangsonww Bundle

Summarize Workflow-tool fleet runs from the Agent Monitor — these fleets emit no hooks and are ingested from on-disk run journals. List recent runs with status and agents-per-run, then drill into a single run's per-agent detail. Reconciles against the live run-state endpoints. Use when reviewing Workflow() fleets rather than hook-instrumented interactive sessions.

hoangsonww Bundle

Inventory hooks across the user, project, and project-local settings plus the ~/.claude/hooks scripts directory — read through the Agent Monitor Config Explorer API — and flag hooks that POST to the network or run arbitrary commands. Reads /api/cc-config/hooks and /api/cc-config/hook-scripts. Use when auditing hook safety.

hoangsonww Bundle

Define a spend budget for Claude Code and, optionally, create a cost alert rule that fires when usage crosses the limit, via POST /api/alerts/rules on the Agent Monitor dashboard. Reads current spend from /api/pricing/cost to size the budget sensibly and explains every rule field before writing. Use when setting a spend limit or wiring up a budget guardrail.

hoangsonww Bundle

Review the configured cost alert rules and the alerts currently fired on the Agent Monitor dashboard, then explain exactly what tripped and why. Uses /api/alerts (fired feed) and /api/alerts/rules (definitions). Use when checking spend alerts or asking why a cost alarm went off.

hoangsonww Bundle

One-line summary of key Agent Monitor metrics — active sessions, total cost from the pricing engine, events today from daily_events, top tool from tool_usage, and current model from the most recent session. Use for a fast at-a-glance check without leaving the terminal.

hoangsonww Bundle

Run comprehensive health checks on the Claude Code Agent Monitor system. Validates dashboard API, database, WebSocket, hooks, and disk usage. Use to verify the monitoring setup is working correctly.

hoangsonww Bundle

Inventory the installed skills and which plugins contribute them, then flag overlap with the user's own skills — read through the Agent Monitor Config Explorer API. Reads /api/cc-config/skills and /api/cc-config/plugins. Use when managing skills: deduping, deciding what to keep, or tracing a skill back to the plugin that ships it.

hoangsonww Bundle

Debug a specific session by inspecting its full event chain (PreToolUse, PostToolUse, Stop, SubagentStop, Compaction, APIError, TurnDuration, Notification events), agent hierarchy (recursive parent/child tree with subagent_type and depth), token usage with compaction baselines, workflow intelligence data (orchestration DAG, error propagation by depth), and session metadata (thinking_blocks, turn_count, total_turn_duration_ms).

hoangsonww Bundle

Identify anomalous sessions using Agent Monitor data — cost outliers from the pricing engine, token anomalies (cache miss spikes, compaction baseline surges), unusual event type ratios (PreToolUse/PostToolUse gaps, APIError clusters), behavioral deviations from workflow intelligence (complexity score outliers, error propagation anomalies), and sessions with abnormal metadata (extreme turn_count, high thinking_blocks, zero turn_duration).

hoangsonww Bundle

Detect recurring patterns using the Agent Monitor's workflow intelligence — toolFlow transitions (tool A → B frequency matrices), recurring workflow patterns, agent co-occurrence pairs, model delegation habits, error propagation paths by agent depth, and compaction triggers. Use to discover habitual usage patterns and anti-patterns.

hoangsonww Bundle

Find Claude Code sessions tracked by the Agent Monitor by project (cwd), model, status, or date, then rank the matches by cost or recency. Pulls the session list and the distinct cwd / facet values so filters use real values rather than guesses. Use when locating a session — "find my EstateWise sessions", "which Opus runs errored this week", "most expensive sessions in /repo".

jdutton Skill

Use when starting a new VAT project, adding VAT to an existing repo, or orienting to `vibe-agent-toolkit.config.yaml`. Covers project setup, repo structure, package.json wiring, vibe-validate integration, and the npm postinstall hook.

inspirai-store Skill

快速讨论 - 把想法路由到最合适的 Agent 频道发起讨论。Triggers: '讨论一下', '帮我想想', '问问', '聊聊', '我有个想法', 'discuss', 'brainstorm', '评估一下'

inspirai-store Skill

Chrome 插件实时日志 - 通过 MCP 获取被调试插件的 console 输出

inspirai-store Skill

Use when an agent needs Dreamina（即梦） image or video generation through the dreamina CLI.

inspirai-store Bundle

模型管理 — 搜索、下载、VRAM 估算。当用户要求搜索模型、下载模型、查看显存需求、或管理已安装模型时触发。

inspirai-store Bundle

提示词优化 — 按模型类型定制 prompt。当用户需要优化提示词、编写角色描述、或需要国漫风格关键词时触发。

hoangsonww Bundle

Search a Claude Code session transcript for a string or regex pattern and show every matching message with surrounding context. Reads /api/sessions/:id/transcript and resolves sessions via /api/sessions?limit= from the Agent Monitor dashboard. Use when hunting for a specific message, prompt, tool call, or error inside a session's conversation.

hoangsonww Bundle

Compare two sessions side-by-side using Agent Monitor data — per-model token usage (input/output/cache_read/cache_write + compaction baselines), pricing engine cost breakdowns, workflow intelligence (complexity scores, tool flow transitions, subagent effectiveness), session metadata (thinking_blocks, turn_count, turn_duration_ms, usage_extras), and full event timelines with all 10+ event types.

hoangsonww Bundle

Produce a detailed report on APIError events from Agent Monitor data — counts over time, which sessions and models are affected, and the likely root cause (rate limits, overload/529, or context-window pressure) inferred from each event's summary and data payload. Use when API errors spike or when you need to explain why requests are failing.

hoangsonww Bundle

Compare this period's reliability against the prior period using Agent Monitor data — error rate (APIError/total) and tool-failure rate (PreToolUse→PostToolUse gap) — flag any regression where reliability got worse, and optionally wire a persistent alert rule so the dashboard catches the next regression automatically. Use when checking whether reliability degraded.

hoangsonww Bundle

Identify stale and empty Claude Code sessions in the Agent Monitor and explain the cleanup endpoint (POST /api/settings/cleanup), always showing the exact list of what WOULD be removed before anything is deleted. Cleanup permanently deletes data, so this skill previews first and requires explicit user confirmation. Use when tidying the monitoring database.