LLM Mart Basic
@llm-mart · Joined Jun 2026
Autotask CRM entities - companies (accounts), contacts, and sites/locations - including field references, company type classifications, and how these records underpin tickets, contracts, and projects for MSP account management.
Autotask expense report and expense item structure - the report/item parent-child relationship, approval status workflow, expense categories, payment types, and the billable vs reimbursable distinction for MSP operational expenses.
Autotask picklist and reference-data lookups — queues, ticket statuses, ticket priorities, and project phases — the instance-specific configured values required before creating or filtering tickets and other entities.
Autotask product catalog structure - Products, Services, and Service Bundles - and how Price Lists override default unit pricing. Covers product/service fields, inventory tracking, and cost-vs-billing margin analysis for MSP quoting and procurement.
Autotask project structure - projects, phases, tasks, and milestones - including project and task fields, status values, resource assignment, and how project work links to contract billing for MSP project managers.
Autotask quote structure and line items - quote item types (product, service, service bundle, labor, expense, shipping), the mutually-exclusive catalog reference rules, and the three discount mechanisms (unit, line, percentage) used to build customer proposals.
Autotask Service Call data model - the ServiceCall / ServiceCallTicket / ServiceCallTicketResource three-layer structure - covering fields, status codes, and how tickets and technicians (resources) are linked to scheduled work.
Autotask ticket notes, attachments, and charges — the secondary entities attached to tickets: retrieving/searching notes and attachments, and creating, updating, or searching ticket charges for labor and expenses billed directly to a ticket.
Autotask ticket lifecycle: status/priority codes and transition rules, the ticket field schema, SLA calculation and clock behavior, escalation rules, ticket metrics, and the MCP tool surface (create, update, search, history, notes) for MSP service desk operations.
Autotask time entry structure: approval status codes and workflow, the time entry field schema, the billing rate hierarchy, budget and contract-limit validation, utilization analytics, and the MSP business rules for rounding and minimum billing increments.
The Autotask MCP lazy-loading pattern - four meta-tools (list_categories, list_category_tools, execute_tool, router) that expose the full 39+ tool catalog progressively instead of loading every tool schema upfront, plus the natural-language router for intent-based tool lookup.
Kaseya Quote Manager (Datto Commerce) API fundamentals: API-key auth and the gateway's header translation, the read-only `kqm_<entity>_list`/`_get` tool surface across the sales, procurement, catalog, CRM, and org domains, page/pageSize/modifiedAfter pagination, rate limits, and
Kaseya Quote Manager procurement data: purchase orders with their lines and costs, the suppliers they are placed with, and product-supplier records mapping catalog products to supplier SKUs and pricing. Read-only tool surface.
Kaseya Quote Manager quoting data: the quote → section → line item hierarchy, and the sales orders, order lines, and payments a quote becomes once accepted. Read-only tool surface.
Better Stack MCP and API surface across Uptime, Telemetry (Logtail), and Error Tracking: available tools, Bearer token authentication, API structure, cursor-based pagination, rate limiting, and error handling.
Better Stack incidents: incident records raised by uptime monitors or reported manually, and the triage, acknowledgment, and resolution lifecycle.
Better Stack log management (Logtail): log sources, structured log search and query syntax, log-based alerting, and log analysis workflows.
Better Stack uptime monitors: check types, monitor fields, heartbeat monitors, monitor groups, and create/update/pause/delete operations.
Better Stack on-call: on-call calendars and rotations, escalation and notification policies, alert routing, and determining who is currently on call.
Better Stack status pages: status page configuration, resources and components, maintenance windows, and public service-status communication.
Fourteen posts of being wrong in production, compressed to checkboxes
Healthy nodes, a quiet network, 300 restarts in three days, and a latency budget measured in milliseconds
Discovery worked. Ping worked. Every TCP connection timed out, and later the tunnel only worked when someone had a terminal open.
Every VM came back. The cluster did not. Declarative systems converge on config, and the datapath isn't config.
A surprising share of AI-in-the-terminal failures aren't the AI. They're zsh, and a version of bash from 2006.
A Claude Code plugin turns standalone project configuration into a namespaced, installable extension that teams and communities can update as one unit.
None of the safety came from the model. It came from six boring habits.
Skills package instructions and references. Subagents run work in a separate context and return results. They solve different problems and can be composed deliberately.
Six hours in, one step left, everything green, and the incident that didn't happen
CLAUDE.md carries persistent project context. Skills load reusable procedures when relevant. Separating stable facts from task-specific workflows keeps both easier to maintain.
Twenty minutes recovering secrets that never existed, and the one sentence from a human that ended it
An API request routing a model's tool call through an approval gate to a remote MCP server
31 config keys, two audits, and why the first one was wrong in both directions
The official MCP Registry stores standardized server metadata rather than package code. Publishers verify a namespace, describe installation or remote access, and submit immutable versions.
Everyone looks at the Dockerfile. The file that actually leaked the key was the project file.
Remote MCP authorization uses established OAuth standards, but secure integration still requires issuer validation, least-privilege scopes, protected token handling, and server-side enforcement.
"Copy it over and switch the reference" is two steps, and the outage lives in the one nobody checks
stdio fits local processes and prototypes. Streamable HTTP fits hosted services and shared integrations. The right choice follows where the capability runs and who must reach it.
The most important rule wasn't about what I could change. It was about what I was allowed to display.
Tools perform operations, resources expose readable context, and prompts provide reusable templates. Choosing the correct primitive makes an MCP server easier to understand and govern.
/release
Release
This is the only sanctioned way a version tag gets created, and it holds no knowledge of any
/review
Review
A read-only review of the current change, dispatched by path against a reviewer-to-path matrix:
/spike
Spike
This is the outlet for "I need to write code to find out" rather than "I know what to build." The
/sprint
Sprint
This is codeArbiter's autonomy mode. It collapses the usual spec-plan-execute cycle into one
/standup
Standup
The daily hygiene checklist, made routine and gated: fetch and offer a fast-forward pull, list
/status
Status
A read-only snapshot of `.codearbiter/` state: the project's `stage:` maturity value, every
/statusline
Statusline
Wires codeArbiter's renderer into `~/.claude/settings.json`, or removes it. A plugin can't own a
/task
Task
The only blessed way to mutate `.codearbiter/open-tasks.md`. It runs a thin writer over pure
/threat-model
Threat model
An opt-in, lightweight STRIDE pass over a design before it's built — invoked deliberately, never
/tribunal
Tribunal
Tribunal is codeArbiter's deepest review, for a deliberate audit of a repository or subtree.
/watch
Watch
Watches a pull request's CI checks to completion without polling by hand. The wait is a real
/debug
Debug
A fixture command named debug, colliding with the debug skill/agent.
/prune
Prune
A fixture command named prune, used to regression-test forge badges.
/another
Another
Another command, description only, no argument hint.
/sample
Sample
A sample command for fixtures — single sanctioned path to a thing.
/to-gif
To gif
Convert an animated HTML file (like /fig output) to a perfectly looping high-quality small GIF using Playwright + ffmpeg
/getpix
Getpix
Find a free licensed image on the internet and add it to the project, optimized
/photo-pass
Photo pass
Art-direction photo pass over the site: add photography only where it earns its place
/tree-ring-audit
Tree ring audit
Audit consolidate or forget stale sensitive or superseded Tree Ring Memory entries
/tree-ring-capture
Tree ring capture
Capture a concise validated lesson decision warning or preference in Tree Ring Memory
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