AI Agents Skills Documentation
Shared, sanitized skill bodies, settings metadata, and installers for Codex, Claude, DeepSeek, GitHub Copilot, OpenCode, Antigravity CLI, Grok, Kimi Code, and restricted OpenClaw targets. The docs describe a research workstation where multiple agent frontends share one canonical skill repository, while local software such as Python, TeX, optional SageMath, library tools, document parsers, and public database clients are detected as external capabilities instead of being hardcoded.
Latest update: Sep 07, 2026
Start Here
First time here: clone the repository, run commands from the repo root, and use
doctor,precheck, andplanbefore any applied install.New install: read Installation, then choose a Profile.
Existing agent setup: run a read-only audit with Audit And Migration before installing anything.
OpenClaw integration work: use the OpenClaw Integration Plan before adding migration, hook, or runtime behavior.
OpenClaw install-target work: use the OpenClaw Install Target Plan before adding OpenClaw as a writable target.
Dependency questions: use Dependencies, then check the platform-specific Windows or Linux notes.
Runtime-backed skill questions: use Installation for runtime roots and inventory boundaries, then Dependencies for Docling/OCR and local config notes.
Zotero/Calibre local-library changes: run Local Library Profiles before choosing paths.
Unsure what will be written: read Agent Locations and Verification.
Reusable failure or workflow lesson: use
self-improving-agentto log the.learnings/entry and propose a canonical repo integration plan with install-target and OS coverage before editing shared files.Research workflow motivation: start with System And Research Workflow Overview and Multi-Agent Examples.
Submission venue selector work: use the Submission Venue Selector Plan before implementing the automated venue-ranking skill.
Course teaching workflows (Canvas, Google Classroom, Classroom50, local roster DB): use Course Management Skills and the
course-managementinstall profile.Provisioning the host-local course-management or VNU eOffice application packages: read External Dependency Provisioning before any apply.
Safety Model
The installer is dry-run first. Real home-directory writes require explicit
--apply --real-system. Existing unmanaged files are skipped unless the user
chooses --adopt, --backup-replace, or --migrate. Secrets, auth files,
session logs, local paper libraries, and runtime caches are outside the managed
scope.
Runtime-backed skills use managed helper files under a shared runtime root.
Live runtime config, caches, local databases, downloaded papers, bytecode, and
secrets stay outside the canonical source tree. The Docling wrapper is
local-only by default; OCR.space is available only as an explicit fallback
with --ocr-fallback ocrspace --allow-remote-ocr.
Most repository docs are generated from installer/ai_agents_skills/docs.py
and manifest data. Generated docs are README.md, each page emitted by
generated_doc_texts() under docs/, and mirrored copies under docs/source/.
Edit the generator or manifests, run make docs, then use make docs-site
when you need to preview the Sphinx site. This index.md page, overview.md,
submission-venue-selector-plan.md, course-management.md, and
external-dependencies.md are maintained manually as docs-site pages (keep
their docs/ copies in sync with docs/source/).
Contents
- Overview
- System And Research Workflow Overview
- Multi-Agent Examples And Templates
- Autonomous research loop: host-owned hybrid panel
- Orchestration Lifecycle
- Spawn And Round Handling
- Available Templates
- True Cross-Provider Delegation
- Example: Graph Theory Proof Stress-Test
- Example: Graph Reconfiguration Reduction Audit
- Example: Mathematical Manuscript Review
- Example: Open Problem Exploration
- Example: Lean Formalization Handoff
- When To Prefer Prose
- Fully Automated Submission Venue Selector Skill Plan
- Course Management Skills
- External Dependency Provisioning
- Installation
- Skills
- Optional Artifacts
- Profiles
- Dependencies
- Sanitized Maintainer System Profile
- Agent Locations
- Target Surface Support Matrix
- Local Library Profiles
- Audit And Migration
- OpenClaw Integration Plan
- OpenClaw Install Target Plan
- Verification
- Architecture
- Windows
- Linux
- Troubleshooting
- Uninstall And Rollback