Skills

A skill is an installable agent capability. Each skill has one canonical name in this repository, one canonical body under canonical/skills/<skill>/, and generated target files for every supported agent that is detected on the machine.

Use this page when you already know which capability you want. Use Profiles when you want a bundle, and Optional Artifacts when you want templates, personas, or command-style entrypoints in addition to skills.

Common commands:

make list-skills
make plan ARGS="--skill zotero"
make install ARGS="--skills zotero,docling --dry-run"
make lifecycle-test ARGS="--scenario clean-auto --platform-shape linux"
make fake-root-lifecycle ARGS="--skill zotero --platform-shape linux"

Installation is partial by default: selecting one skill installs only that skill, its support files when the selected install mode needs them, and the managed instruction block for that installed or adopted skill. Skipped skills do not receive instruction blocks. Default auto mode links Claude skill files to canonical/skills; Codex, OpenCode, Grok, Kimi Code, and Antigravity receive copied regular files and support files by default. DeepSeek and Copilot receive reference adapters unless native loader evidence justifies a different policy. Explicit symlink, reference, and copy modes force the same strategy for every agent. In reference mode, the installed SKILL.md is an adapter that points back to this repo; support files remain in canonical/skills/<skill>/ instead of being copied into the agent home.

Some older local skill names are accepted as migration aliases. For example, deep-research maps to deep-research-workflow, smart_model_router maps to model-router, and openclaw-research maps to source-research. OpenClaw-style self-improvement and self_improvement map to self-improving-agent. Use audit-system and a reviewed --migrate plan before replacing legacy alias directories.

Skill

Description

Profiles

adversarial-boundary-gate

Pre-delivery threat-model of trust boundaries and an abuse-case/injection check, delegating to a fresh-context security reviewer.

serious-research, full-research

agent-group-discuss

Multi-agent discussion, review, and research orchestration.

multi-agent, serious-research, full-research

annotated-review

Annotated paper review workflow when both annotation and review are requested.

full-research

autonomous-research-loop

Run bounded autonomous research iterations with evidence gates, recovery ledgers, and optional cross-agent handoffs; prefers host-owned multi-agent panel with single-path drive primary; scripted force-loop defaults (Goal Focus enforce, hard goal_priority, notify ON).

research-core, serious-research, workflow-tools, multi-agent, full-research

autonomous-research-loop-runtime

Offline runtime helper for loop ledgers plus headless drive, host-owned panel phases (–panel on, auto, or off), and the default cross-platform force-loop kit (bootstrap/start/drain with enforce/hard/notify defaults).

research-core, serious-research, workflow-tools, multi-agent, full-research

axiom-axle-mcp

Optional inert setup helper for AxiomMath AXLE MCP formal-proof assistance.

formal-research-remote, full-research

behavior-preserving-cleanup

Clarity-only edit pass behind a comprehension gate with verify-after-each-change so behavior stays fixed.

serious-research, full-research

calibre

Calibre ebook lookup and library helper workflows.

library, ebook, serious-research, full-research

classroom50

Route Classroom50 workflows through the restricted agent entrypoint. Explicitly confirmed assignment add/update may run only through a pre-reviewed, checksum-pinned, exact-scope script; all other raw teacher/student CLI use and destructive operations remain forbidden.

course-management

course-canvas

Route Canvas LMS course operations through the course_hoanganhduc canvas agent: preflight, list assignments/members, search users, and roster sync. Refuses unenroll, grade, invite, announce, messages, pages, and bulk download.

course-management

course-db

Route local course student-database operations through the course_hoanganhduc db agent: search, details, domain/duplicate/missing-id lists, roster and email export. Refuses interactive modify, restore, and destructive import apply.

course-management

course-google-classroom

Route Google Classroom operations through the course_hoanganhduc gclass agent: preflight, list courses/students, and roster sync. Refuses unenroll, grade, and submission download.

course-management

cross-agent-delegation

Cross-agent delegation packet contract for bounded parent-controlled handoffs.

multi-agent, serious-research, full-research

database-lookup

Structured public scientific, biomedical, regulatory, materials, and economic database lookups.

document, serious-research, full-research

decision-doubt-loop

In-flight fresh-context adversarial review of a non-trivial decision before it stands.

serious-research, full-research, multi-agent

deep-research-workflow

Phased source-preserving research workflow: search, analyze, write, with citation handoff.

research-core, serious-research, full-research

digest-bridge

Convert digest output into paper retrieval manifests.

digest, full-research

docling

Parse, convert, OCR, chunk, and analyze documents.

document, serious-research, full-research

draft-writing

Claim-preserving draft writing workflow for controlled rewriting, polishing, and revision audits.

writing-workflow, full-research

formal-skeleton-helper

Generate minimal Lean-style theorem skeletons, namespace wrappers, and formal statement stubs.

workflow-tools, math, formal-research, formal-research-remote, serious-research, full-research

get-available-resources

Detect CPU, memory, disk, and optional accelerator availability before heavy local work.

workflow-tools, serious-research, full-research

getscipapers-requester

External paper retrieval fallback after local library checks.

library, serious-research, full-research

graph-verifier

Lightweight graph sanity checks.

math, full-research

hetzner-research-compute

Route heavy CPU or high-memory compute to a disposable Hetzner Cloud server through the local broker, with agent-driven provision, run, collect, and destroy under hard cost caps.

full-research

intent-interview

Elicit and confirm real intent one question at a time before any brief, spec, or code.

research-core, serious-research, full-research

kaggle-research-compute

Route heavy compute to free Kaggle Kernels through the local broker, with agent-driven push, poll, fetch, and a multi-run resume loop across concurrent kernels; free CPU (quota-free) and GPU under a self-imposed weekly GPU-hour cap.

full-research

lean-explore-mcp

Optional inert LeanExplore MCP setup helper for Lean declaration search.

formal-research, formal-research-remote, full-research

lean-formalization-intake

Optional local-first Lean formalization intake and suitability decision workflow.

formal-research, formal-research-remote, full-research

lean-research-library

Use when any Lean formalization task starts (reuse Mathlib and the personal research library first) or ends (user-gated intake of results into the library, mathlib-PR flagging, paper-artifact scaffolding and gated Zenodo publishing).

formal-research, formal-research-remote, full-research

lean-strict-verification-gate

Scanner-first Lean artifact verification gate that separates typecheck status from claim support.

formal-research, formal-research-remote, full-research

manim-math-animation

Render Manim math animations (handwritten-style equation Write, equation morphing, emphasis) to a silent clip normalized for splicing into slides-to-video or standalone use.

media, full-research

modal-research-compute

Route heavy compute through the unified local broker, including Modal-backed remote CPU, high-memory CPU, and GPU execution.

full-research

model-router

Choose an appropriate model, reasoning level, and role for subagents or multi-agent research work.

workflow-tools, multi-agent, serious-research, full-research

opengauss

Optional inert readiness helper for Math Inc. OpenGauss Lean prove/formalize workflows; live install is manual-native.

formal-research, formal-research-remote, full-research

paper-lookup

External paper metadata and discovery fallback.

library, serious-research, full-research

paper-review

Single-agent paper review workflow.

serious-research, full-research

prose

Structured reproducible research and workflow orchestration.

multi-agent, serious-research, full-research

remote-bridge

Cross-target remote control plane: Zulip default control plus optional Telegram mobile notify, mailbox approvals/instructions, and ARL drive integration. Not an OpenClaw skill target; optional dual-route /aas adapter is published from canonical runtime into OpenClaw workspace.

research-briefing

Scope nontrivial research before execution with evidence plan and workflow recommendation.

research-core, serious-research, full-research

research-digest-wrapper

Run tracked-topic research digests.

digest, full-research

research-report-reviewer

Review draft research reports for unsupported claims, ambiguity, and evidence gaps.

research-core, serious-research, full-research

research-verification-gate

Final evidence, date, and gap check before delivery.

research-core, serious-research, full-research

rss-news-digest

Run and manage RSS digest workflows.

digest, full-research

sagemath

Sage-backed math, graph theory, algebra, and verification.

math, full-research

self-improving-agent

Log durable learnings and propose canonical repo integration plans across install targets.

full-research

send-email

Send email over SMTP using only the Python standard library: plain-text and HTML bodies, attachments, cc/bcc, reply-to, dry-run preview, connection verification, and redacted config inspection.

session-logs

Search prior local agent session logs when explicitly requested.

full-research

slides-to-video

Turn prepared slides (PNG/PDF/PPTX) into a narrated, captioned video in a chosen language and presenter role using only free tools; three-phase human-in-the-loop with an approval gate before rendering.

media, full-research

source-grounded-decisions

Ground version- and spec-sensitive decisions in cited authoritative sources; flag when unverified.

serious-research, full-research

source-research

General web and source-gathering research workflow for current-information synthesis.

research-core, serious-research, full-research

submission-venue-selector

Evidence-gated journal and conference venue selection for scholarly drafts; deliverable rankings require comparator-paper evidence.

serious-research, full-research

tikz-draw

Structural TikZ figure generation, compile, review, and semantic checks.

figure, full-research

url-to-screenshot

Capture a URL to a clean PNG screenshot with browser detection, cookie-consent dismissal, viewport or full-page modes, timeouts, SSRF-safe URL admission, and blank-output verification across Linux, macOS, and Windows.

media, full-research

url-to-screenshot-runtime

Runtime engine for url-to-screenshot: headless-browser CDP capture, SSRF-safe URL admission, consent dismissal, blank-output detection, and an offline self-test of the deterministic core.

media, full-research

venue-ranking-evidence

Resolve partial journal and conference names and preserve source-specific rank/index observations. ICORE alone has built-in live edition discovery and verified browser-print proof; nine other built-ins accept authorized normalized imports without establishing latest status, and Conference Ranks remains legacy.

serious-research, full-research

vnthuquan

Vietnam Thu Quan ebook discovery, validation, dry-run download, and Calibre dry-run handoff.

ebook, full-research

vnu-eoffice

Route VNU eOffice requests to an existing vnu_eoffice package or CLI: monitor updates, list latest incoming/outgoing documents, search by keyword, download attachments, and hand explicit file delivery to the authenticated host queue.

workspace-rearranger

Plan safe workspace organization with dry-run first, explicit apply, and no silent deletion.

workflow-tools, serious-research, full-research

zotero

Zotero paper search, retrieval, ingest, and collection workflow.

library, serious-research, full-research

Related pages: Installation, Verification, Agent Locations.