Closes#22
Features:
- references/subagent-experiment-supervision.md: self-healing experiment
pattern with 10-failure catalog, auto-fix implementations, escalation
to Telegram, and harness-specific notes
- references/docker-experiment-isolation.md: resource limits, log
collection, multi-container sweeps, cleanup patterns, Docker Compose
- scripts/Dockerfile: test image for the skill's Docker-based tests
- SKILL.md: CAMPAIGN type in question classifier, Principle #9,
Infrastructure Awareness section, all new references in Available
Resources, updated compatibility field
Test results: 22/22 passing (supervision + Docker build)
Structured protocol for running data science research campaigns:
- Phase 1-8 workflow from problem formulation through synthesis
- Entry/exit criteria and failure modes for every phase
- Executable code examples: sklearn pipelines, PyTorch training loops,
Optuna HP search, distillation, pruning
- See Also references to all companion documents
Part of #22
Standalone CLI that probes GPU (nvidia-smi), CUDA version, PyTorch,
scikit-learn, JAX, Optuna, RAM, and disk space — then generates
structured recommendations for model size, batch size, quantization,
and distillation feasibility.
Ships with 12-test suite (7 local + 5 Docker) covering graceful
degradation, all output flags, and a containerized no-GPU scenario.
Part of #22
PhD-level data science expertise with decision framework, five reference
documents (statistical methodology, experimental design, causal inference,
regression modeling, Bayesian workflow), five automation scripts (power
analysis, assumption diagnostics, model comparison, effect size calculator,
experimental design generator), and two report templates.
Python default with --engine r flag for R output. Dual language support.
The "Completed Architecture" diagram in Phase 4 showed the CLI binary at the
skill root, but every other skill in this repo (and the Agent Skills spec)
places executable scripts in a `scripts/` subdirectory.
Changes:
- Replaced ASCII-art two-layer diagram with concrete directory structure
showing `scripts/servicex-cli` inside the skill directory
- Added Trigger/Execute layer table clarifying the role of each file
- Updated the "Agent opens session" flow to use `scripts/` relative paths
- Added deployment model comparison (scripts/ inside skill vs global PATH)
- Updated the "Installation instructions" entry in What NOT to Put table
Trigger: neopabo on Nous Research Discord
Signed-off-by: Magnus Hedemark <magnus919@pm.me>
Comprehensive Jira Query Language skill covering:
- All operators, keywords, and core syntax
- Complete function catalog (date/time, user, sprint/version,
issue, custom field, JSM SLA/approval/organization)
- History operators (WAS/CHANGED) with predicate clauses
- Relative date expressions and dynamic patterns
- Performance best practices and common mistakes
- Role-based ready queries (dev, scrum master, PO, admin)
- REST API usage, edge cases, and troubleshooting
- Three companion reference files
Two CLIs, one skill wrapper. radarr-cli manages movies (list, lookup,
calendar, collections), sonarr-cli manages TV series (list, lookup,
episodes, calendar, wanted). Separate API keys and server URLs per app.
All cli-builder patterns: --json, --dry-run, --quiet, --verbose,
lazy auth, emit() dual-output, structured logging, pre-parsed flags.
Signed-off-by: Jasper <magnus@groktop.us>
CLI wrapper for the public Open Library API (no API key required).
Commands: search books, search-authors, author details, work details,
ISBN lookup.
All cli-builder patterns: --json, --dry-run, --quiet, --verbose,
emit() dual-output, structured logging, pre-parsed global flags.
Signed-off-by: Jasper <magnus@groktop.us>
CLI wrapper for TMDb API v3. Commands: movie search/discover/upcoming,
tv search/discover, trending, genre list, certification list.
All cli-builder patterns: --json, --dry-run, --quiet, --verbose,
lazy auth, emit() dual-output, structured logging, pre-parsed
global flags. Auth via TMDB_ACCESS_TOKEN or TMDB_API_KEY.
Signed-off-by: Jasper <magnus@groktop.us>
CLI wrapper for the Forgejo/Gitea REST API v1. Commands:
- me: current user profile
- repos: list user repositories
- search: search repositories by query
- issues: list issues in a repo (filters out PRs)
- view: view issue or PR details with body, labels, milestone
- prs: list pull requests with head/base branch info
All cli-builder patterns: --json, --dry-run, --quiet, --verbose,
lazy auth, emit() dual-output, structured logging, pre-parsed
global flags. Auth via FORGEJO_TOKEN (token auth header).
Signed-off-by: Jasper <magnus@groktop.us>
CLI wrapper for the Atlassian Confluence Cloud REST API. Commands:
- me: current user profile
- spaces: list spaces with keys and IDs
- pages: list pages by space with version info
- view: full page content with HTML body extraction
- search: CQL search with result excerpts
- create: create pages with HTML body and parent support
All cli-builder patterns: --json, --dry-run, --quiet, --verbose,
lazy auth, emit() dual-output, structured logging, pre-parsed
global flags. Auth via CONFLUENCE_EMAIL + CONFLUENCE_API_TOKEN.
Handles v2 API for CRUD, rest API for search and user.
Signed-off-by: Jasper <magnus@groktop.us>
CLI wrapper for the Atlassian Jira Cloud REST API v3. Commands:
- me: current user profile
- list: search issues with JQL or --project shortcut
- view: full issue details with ADF plain-text extraction
- projects: list all accessible projects
- create: create issues with type and priority
- comment: add comments to issues
- transition: change issue status by name or ID
All cli-builder patterns: --json, --dry-run, --quiet, --verbose,
lazy auth, emit() dual-output, structured logging, pre-parsed
global flags. Auth via JIRA_EMAIL + JIRA_API_TOKEN (Basic Auth).
Signed-off-by: Jasper <magnus@groktop.us>
Each harness's skill directory path and loading mechanism is now
sourced from agentskills.io/clients, which maintains the canonical
list of compatible frameworks with verified setup guide URLs.
Only Hermes Agent retains inline instructions since we maintain it.
Signed-off-by: Jasper <magnus@groktop.us>
Removed fabricated Codex skill directory path. Replaced with a
reference to official Codex documentation since the actual path
could not be confirmed.
Signed-off-by: Jasper <magnus@groktop.us>
README.md: curated skill index with descriptions for all 6 skills,
installation sections for Claude Code, OpenCode, Hermes Agent, Codex
CLI, GitHub Copilot, and generic frameworks.
LICENSE.md: standard MIT boilerplate.
AGENTS.md: agent loading guide with trigger table, progressive
disclosure rules, troubleshooting, and format compliance references.
Signed-off-by: Jasper <magnus@groktop.us>
Adapted from obra/superpowers (Jesse Vincent, MIT) and expanded with
real-world debugging patterns from production use. Core additions:
Phase 1 sub-steps for common failure modes:
- Schema/environment divergence (test vs production schema diffing)
- Exception type specificity (sibling exception traps in Pyhton)
- Progressive characterization grid (isolate retrieval failures variable by variable)
- Dependency source detection (editable dev forks causing schema drift)
- Systematic web research protocol (structured search before guessing)
- macOS sandboxed app debugging (containers, XPC, TCC, iCloud sync)
- Trace data flow upstream from the symptom
Key heuristics:
- Rule of Three: 3+ failed fixes = question the architecture
- Red Flags table: 12 rationalizations to catch yourself making
- Investigation Flow: keep pushing, don't break momentum to ask questions
Includes two worked example references (dev fork detection, macOS Books.app).
Signed-off-by: Jasper <magnus@groktop.us>
Magnus Hedemark
Magnus Hedemark
Jasper (AI Assistant)