47 instruction files for AI agents, collected from mangowhoiscloud/geode. Install any of them at an exact version with mdr add mangowhoiscloud/geode/<name>.
agent-anti-pattern SKILL.md skill
mangowhoiscloud/geode · .agents/skills/agent-anti-pattern/SKILL.md · Audit agent runtimes and their tests for lifecycle inference, capability overload, context pollution, correlated…
git:20260819.789a6b6 · audit A · 15 stars
agent-ops-debugging SKILL.md skill
mangowhoiscloud/geode · .agents/skills/agent-ops-debugging/SKILL.md · Diagnose agent operational failures through default-policy checks, multi-gap analysis, explicit service ownership…
git:20260906.dc9349e · audit A · 15 stars
agent-world-benchmark SKILL.md skill
mangowhoiscloud/geode · .agents/skills/agent-world-benchmark/SKILL.md · Align, run, audit, and publish GEODE benchmark comparisons against Agent-World arXiv 2604.18292v1 across MCP-Mark, BFCL…
git:20260825.9516eab · audit A · 15 stars
anti-deception-checklist SKILL.md skill
mangowhoiscloud/geode · .agents/skills/anti-deception-checklist/SKILL.md · Verification checklist to prevent fake success. Detects test deletion/disabling, coverage regression, lint bypass…
git:20260906.dc9349e · audit B · 15 stars
architecture-patterns SKILL.md skill
mangowhoiscloud/geode · .agents/skills/architecture-patterns/SKILL.md · Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven…
git:20260907.97cb78b · audit A · 15 stars
baseline-epoch-partition SKILL.md skill
mangowhoiscloud/geode · .agents/skills/baseline-epoch-partition/SKILL.md · Content-addressed baseline-archive epoch partitioning. Partition baseline_archive.jsonl + the self-improving hub's…
git:20261101.afbafb2 · audit A · 15 stars
code-review-quality SKILL.md skill
mangowhoiscloud/geode · .agents/skills/code-review-quality/SKILL.md · Python code quality review lens. SOLID principles, dead code, exception handling, resource leaks, thread safety…
git:20260925.c2ce538 · audit A · 15 stars
codebase-audit SKILL.md skill
mangowhoiscloud/geode · .agents/skills/codebase-audit/SKILL.md · Codebase audit + refactoring workflow. Dead code detection, God Object splitting, duplicate function removal, design…
git:20260925.c2ce538 · audit A · 15 stars
codex-mcp-verify SKILL.md skill
mangowhoiscloud/geode · .agents/skills/codex-mcp-verify/SKILL.md · Use an available Codex MCP integration as a read-only second-opinion verifier for GEODE code reviews, GAP audits, and…
git:20260825.9516eab · audit A · 15 stars
dependency-review SKILL.md skill
mangowhoiscloud/geode · .agents/skills/dependency-review/SKILL.md · Review GEODE dependency direction, composition boundaries, circular imports, and optional-dependency loading when…
git:20260906.dc9349e · audit A · 15 stars
explore-reason-act SKILL.md skill
mangowhoiscloud/geode · .agents/skills/explore-reason-act/SKILL.md · Mandatory 3-phase explore-reason-act workflow before code modification. Enforces read-before-write, root cause…
git:20260906.dc9349e · audit A · 15 stars
frontier-harness-research SKILL.md skill
mangowhoiscloud/geode · .agents/skills/frontier-harness-research/SKILL.md · Research process for comparing frontier harnesses (Claude Code, Codex, OpenClaw, autoresearch, Prime Agent) with the…
git:20261101.afbafb2 · audit A · 15 stars
geo SKILL.md skill
mangowhoiscloud/geode · .agents/skills/geo/SKILL.md · Design, implement, or evaluate GEODE's GEO capability with source-grounded stage diagnosis, frozen measurement…
git:20260824.ff45b57 · audit A · 15 stars
geode-changelog SKILL.md skill
mangowhoiscloud/geode · .agents/skills/geode-changelog/SKILL.md · GEODE CHANGELOG.md management rules. Version releases, change logging, scope determination, format standards. Triggers…
git:20261101.afbafb2 · audit A · 15 stars
geode-code-conventions SKILL.md skill
mangowhoiscloud/geode · .agents/skills/geode-code-conventions/SKILL.md · Apply GEODE's measured architecture, module and symbol naming, Python type/class, persisted schema, test, site, and…
git:20261101.afbafb2 · audit A · 15 stars
geode-distribution SKILL.md skill
mangowhoiscloud/geode · .agents/skills/geode-distribution/SKILL.md · Publish and verify a released GEODE version across GitHub Release and PyPI/uv. Use for uv/uvx distribution, stable…
git:20260825.9516eab · audit A · 15 stars
geode-eval SKILL.md skill
mangowhoiscloud/geode · .agents/skills/geode-eval/SKILL.md · Scope, preregister, execute, audit, normalize, and publish GEODE evaluations with research-question, reproduction…
git:20261101.afbafb2 · audit A · 15 stars
geode-gitflow SKILL.md skill
mangowhoiscloud/geode · .agents/skills/geode-gitflow/SKILL.md · Prepare GEODE worktrees, Korean PRs, CI-gated merges, and guarded cleanup. Use for repository branch, commit, PR…
git:20261015.001bde4 · audit A · 15 stars
geode-serve SKILL.md skill
mangowhoiscloud/geode · .agents/skills/geode-serve/SKILL.md · Slack Gateway operations guide. Socket Mode credentials, config.toml bindings, serve restart, receiver debugging…
git:20260907.97cb78b · audit A · 15 stars
geode-workflow SKILL.md skill
mangowhoiscloud/geode · .agents/skills/geode-workflow/SKILL.md · GEODE evidence-first development workflow. Use for feature work, provider/model changes, GUI/computer-use work…
git:20260919.e265ee2 · audit A · 15 stars
grilling SKILL.md skill
mangowhoiscloud/geode · .agents/skills/grilling/SKILL.md · Design or audit GEODE's dependency-aware grilling flow and slash integration without speculative branch execution or…
git:20260822.5ece291 · audit A · 15 stars
karpathy-patterns SKILL.md skill
mangowhoiscloud/geode · .agents/skills/karpathy-patterns/SKILL.md · Reference when designing autonomous agent systems or deciding agent freedom/safety/context management/collaboration…
git:20260906.dc9349e · audit A · 15 stars
kent-beck-review SKILL.md skill
mangowhoiscloud/geode · .agents/skills/kent-beck-review/SKILL.md · Code review from the Kent Beck Simple Design 4 Rules perspective. God Object splitting, SRP, duplication removal…
git:20260907.97cb78b · audit A · 15 stars
long-task-watcher SKILL.md skill
mangowhoiscloud/geode · .agents/skills/long-task-watcher/SKILL.md · Monitor long-running GEODE work, CI, audits, and training without losing output to buffering or confusing a watcher…
git:20260825.9516eab · audit A · 15 stars
manim-scene-craft SKILL.md skill
mangowhoiscloud/geode · .agents/skills/manim-scene-craft/SKILL.md · Trigger when: (1) the user mentions "manim", "scene", "video", "EN/KO render",
"GEODE_HERO_LANG", "1080p60", or (2)…
git:20260825.9516eab · audit A · 15 stars
model-onboarding SKILL.md skill
mangowhoiscloud/geode · .agents/skills/model-onboarding/SKILL.md · Add or update a GEODE model or provider from current primary documentation and repository call-site evidence. Use for…
git:20260925.c2ce538 · audit A · 15 stars
openclaw-patterns SKILL.md skill
mangowhoiscloud/geode · .agents/skills/openclaw-patterns/SKILL.md · Agent system design patterns distilled from the OpenClaw codebase. Gateway-centric control, Session Key hierarchy…
git:20260825.9516eab · audit A · 15 stars
prompt-writing SKILL.md skill
mangowhoiscloud/geode · .agents/skills/prompt-writing/SKILL.md · GEODE prompt-writing standards. Use when creating or editing runtime prompts, system prompts, tool/developer…
git:20260920.1df5edb · audit A · 15 stars
scandinavian-design SKILL.md skill
mangowhoiscloud/geode · .agents/skills/scandinavian-design/SKILL.md · Apply a refined Scandinavian visual system with a neutral black-and-white foundation, restrained sans-serif typography…
git:20260907.97cb78b · audit A · 15 stars
smoke-green-loop SKILL.md skill
mangowhoiscloud/geode · .agents/skills/smoke-green-loop/SKILL.md · Diagnose and repair a failed GEODE smoke workflow within the requested acceptance criteria. Preserve failed evidence…
git:20260907.97cb78b · audit A · 15 stars
stanford-test-time-compute SKILL.md skill
mangowhoiscloud/geode · .agents/skills/stanford-test-time-compute/SKILL.md · Ground GEODE design and evaluation work in Stanford CS329A Parts 2 and 5. Use for test-time compute, planning…
git:20260825.9516eab · audit A · 15 stars
tech-blog-writer SKILL.md skill
mangowhoiscloud/geode · .agents/skills/tech-blog-writer/SKILL.md · Technical blog post writing guide. rooftopsnow.tistory.com style — Korean formal technical prose, architecture…
git:20260825.9516eab · audit A · 15 stars
verification-team SKILL.md skill
mangowhoiscloud/geode · .agents/skills/verification-team/SKILL.md · Select complementary review lenses for a requested multi-perspective review or a high-risk GEODE change. Covers design…
git:20260907.05fb67f · audit A · 15 stars
viz-frame-audit SKILL.md skill
mangowhoiscloud/geode · .agents/skills/viz-frame-audit/SKILL.md · Trigger when: (1) the user mentions "noise", "slop", "frame audit", "video
review", "letter spacing", "padding…
git:20260907.97cb78b · audit A · 15 stars
arxiv-digest SKILL.md skill
mangowhoiscloud/geode · .geode/skills/arxiv-digest/SKILL.md · Auto-search and summarize latest AI/agent papers.
git:20260907.97cb78b · audit A · 15 stars
deep-researcher SKILL.md skill
mangowhoiscloud/geode · .geode/skills/deep-researcher/SKILL.md · Evidence-first multi-step research with bounded parallel collection, contradiction checks, and cited synthesis.
git:20260907.97cb78b · audit A · 15 stars
frontier-ui-ux-catalog SKILL.md skill
mangowhoiscloud/geode · .geode/skills/frontier-ui-ux-catalog/SKILL.md · Source-grounded catalog of dynamic terminal UI/UX patterns in Claude Code 2.1.170 and Codex CLI 0.142.4 — live status…
git:20260703.377d759 · audit A · 15 stars
geo SKILL.md skill
mangowhoiscloud/geode · .geode/skills/geo/SKILL.md · Audit and improve Generative Engine Optimization as a measurable discovery-to-citation pipeline. Use for /geo…
git:20260825.a71d95e · audit A · 15 stars
geode-context SKILL.md skill
mangowhoiscloud/geode · .geode/skills/geode-context/SKILL.md · GEODE runtime context for model selection and metadata, architecture, packaging, release, docs, CI, AgenticLoop, async…
git:20261101.afbafb2 · audit A · 15 stars
grilling SKILL.md skill
mangowhoiscloud/geode · .geode/skills/grilling/SKILL.md · Stress-test a plan, decision, or idea as a dependency-aware design tree. Use for grill-me requests, assumption audits…
git:20260822.5ece291 · audit A · 15 stars
long-task-watcher SKILL.md skill
mangowhoiscloud/geode · .geode/skills/long-task-watcher/SKILL.md · Reliable progress watching for long-running background commands (training runs, live audits, batch jobs, CI) without…
git:20260703.7e9ba6c · audit A · 15 stars
pdf SKILL.md skill
mangowhoiscloud/geode · .geode/skills/pdf/SKILL.md · Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents…
git:20260703.7e9ba6c · audit A · 15 stars
pr-reviewer SKILL.md skill
mangowhoiscloud/geode · .geode/skills/pr-reviewer/SKILL.md · Automated Git PR review — diff analysis + quality checks.
git:20260907.97cb78b · audit A · 15 stars
slop-audit SKILL.md skill
mangowhoiscloud/geode · .geode/skills/slop-audit/SKILL.md · 6-lens diagnostic slop audit — unused imports, dead private fns, duplicate signatures, abandoned TODOs, lint bypass…
git:20260824.257cc41 · audit A · 15 stars
wiki-sync SKILL.md skill
mangowhoiscloud/geode · .geode/skills/wiki-sync/SKILL.md · Ingest GEODE research/knowledge into the mango-wiki Obsidian vault (render + sync).
git:20260703.7e9ba6c · audit A · 15 stars
AGENTS.md AGENTS.md file
mangowhoiscloud/geode · AGENTS.md
git:20261101.afbafb2 · audit A · 15 stars
CLAUDE.md CLAUDE.md file
mangowhoiscloud/geode · CLAUDE.md
git:20261102.abde039 · audit B · 15 stars