LLM Mart Basic
@llm-mart · Joined Jun 2026
Map reading notes to thesis chapters and integrate key arguments into the manuscript. Use after completing a reading session to weave new material into the thesis.
Show literature-to-chapter coverage and the writing progress dashboard — which sources support which chapters, and word counts against targets.
Record reading notes to a structured notes file. Use when the user says "take notes" or "record this" during reading sessions.
Read PDF page by page with structured output — key arguments, terms glossary, thesis connections. Use when reading academic papers, books, or articles.
Open a reader panel. Instruction-bound amnesiac sub-agents read the abstract or introduction and report what they carried away, set against the author's intended points. Use when those sections change or the writing loop marks the panel stale.
Review a manuscript or chapter as an external reviewer, or run an own-work self-review in a fresh-context clean room, producing anchored findings and a recommendation.
Use when checking BibTeX reference records for missing fields, malformed identifiers, duplicate keys, or metadata mismatches before submission.
Build evidence-controlled literature reviews and gap maps with source-status labels, claim registers, citation-role plans, traceability tables, and overclaim audits. Use when drafting or auditing review papers, thesis literature reviews, scoping reviews, or evidence syntheses whe
Use when validating, repairing, or mapping human-evaluation handoff packages, filled annotation CSVs, rebuttal annotation UIs, or reviewer annotation returns across package versions. Applies to checking row alignment, detecting cross-snapshot contamination, converting old labels
Review stable chapter or manuscript drafts for paragraph flow, transitions, argument continuity, and repeated rhetorical functions before editing. Use after the author-approved spine is stable; route structural drift back to thesis-control.
Reframe report-like academic drafts into paper-form scientific arguments while preserving or explicitly renegotiating author intent; requires an approved old-versus-proposed spine, evidence and argument baselines, analysis-role control, and post-edit drift review.
Review another author's manuscript, paper, thesis chapter, proposal, or preprint as an external reviewer. Use when asked to evaluate novelty, significance, gap-contribution fit, claim-evidence adequacy, methods, evaluation, overclaim risks, structure, writing, required revisions,
Show reading and writing progress dashboard — how many sources read, chapters completed, word counts, and coverage gaps.
Use when preparing, auditing, releasing, PDF-hardening, or rebuttal-hardening academic manuscripts, datasets, artifacts, reviewer packets, or claim registers involving multiple refs, local assets, human labels, agent-assisted drafts, wide tables, figure provenance, submission PDF
Stop repeated failed writing, coding, manuscript, rebuttal, or restructuring revisions when the same issue has gone through 3+ unsatisfactory edits, vague feedback such as still wrong/weird/unclear/weak/越改越乱, version contamination, or possible gap/claim/evidence/venue-fit drift.
Review the user's own manuscript, paper, thesis chapter, rebuttal, or release packet with clean-room anti-contamination controls and, when needed, an unfamiliar-reader comprehension gate. Use for internal review, readiness checks, reviewer simulation, or claim-evidence self-audit
Check thesis text for British English consistency and safe mechanical spelling fixes.
Use when AI-assisted thesis or manuscript edits risk claim drift, scope creep, loss of intended use, experiment-role promotion, or repeated revisions that fail to converge; provides author-intent control, lightweight or strict contracts, drift audits, revision escalation, and hum
Fact-check claims encountered during reading — dates, names, events, citations. Use when encountering historical facts or disputed claims.
Use when the user wants their Claude agent to self-improve from past usage, asks about a nightly/offline 'sleep' or 'dream' cycle, memory/skill consolidation, or says things like 'make my agent better the more I use it', 'review my past sessions', 'learn my preferences', 'consoli
/update-agentskills
Update agentskills
Apply a reusable lesson to ~/.agentskills (rules/skills/templates/commands), backup + commit + push
/vendor-rotation-calendar
Vendor rotation calendar
Generate a quarterly vendor secret-rotation calendar for all load-bearing vendors; emit .ics + ROTATIONS-DUE-NEXT-30-DAYS table; optionally create Google Calendar events
/find-contact
Find contact
Resolve a 3CX contact or extension by email, extension, or name
/pbx-health-check
Pbx health check
Quick health check for a connected 3CX PBX
/queue-status
Queue status
Snapshot of 3CX queue staffing and active call load
/case-review
Case review
Review and triage abuse mailbox cases in Abnormal Security
/search-threats
Search threats
Search for specific threat patterns in Abnormal Security by sender, recipient, attack type, or keywords
/threat-triage
Threat triage
Triage recent email threats detected by Abnormal Security by severity and attack type
/list-overdue-invoices
List overdue invoices
List open and overdue Alternative Payments invoices and optionally generate hosted payment links for them
/reconcile-payout
Reconcile payout
Reconcile an Alternative Payments payout by listing its transactions and matching them against invoices and customers
/eol-report
Eol report
EOL/EOS risk report — devices, OS versions, and firmware approaching or past end-of-life/end-of-support, prioritized by criticality
/refresh-calendar
Refresh calendar
Forward-looking hardware refresh calendar for the given window — replace-now / plan-this-year / monitor tiers
/warranty-status
Warranty status
Warranty status snapshot — expired, expiring-soon, and unknown-coverage devices for one client or the whole portfolio
/create-monitor
Create monitor
Create a threshold-based monitor for an Atera agent
/create-ticket
Create ticket
Create a new service ticket in Atera
/get-kb-articles
Get kb articles
Search the Atera knowledge base for articles
/list-alerts
List alerts
List active RMM alerts from Atera
/log-time
Log time
Log work hours on an Atera ticket
/resolve-alert
Resolve alert
Resolve an RMM alert in Atera
/run-powershell
Run powershell
Execute a PowerShell script on an Atera agent
Make any song you can imagine
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