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- ▌ Git Native Context Contract · markoblogo bundleCreate or review minimal Git-native project context using only adr, rfc, rule, spec, plan, rnd, and cpat documents; human-gated draft/accepted/rejected lifecycle; implements, depends_on, extends, and related relations; and evidence-backed code-change patterns. Use when a project needs durable decisions, specifications, research, plans, incident lessons, or the SET git-native-context capability without installing a context runtime.
- ▌ Public Release Verification · markoblogo bundleVerify whether a software release is publicly proven across repository identity, baseline, build, package, deployment, HTTP routes, SEO metadata, browser desktop/mobile behavior, locale content, visual availability, and human approval. Use when an agent is preparing or reviewing a release and must separate build proof, live proof, and owner-gated public claims.
- ▌ Architecture Deepening Review · markoblogo bundleReview a codebase for architecture deepening opportunities: shallow modules, weak seams, scattered domain logic, low testability, high coupling, and AI-navigability friction. Use when the user asks for architecture improvement, refactoring opportunities, modularity, test seams, or maintainability review.
- ▌ Filesystem Context Discipline · markoblogo bundleUse files as durable context without polluting the live prompt. Apply when a task needs scratchpads, plan persistence, retained outputs, proposal folders, handoffs, or repo-local context that agents can discover and audit later.
- ▌ Bounded Orchestration Contract · markoblogo bundleCoordinate an opt-in Planner, Reviewer, and bounded Executor workflow with stable findings, at most five review rounds, disjoint write ownership, explicit route evidence, and root-owned verification. Use when the user asks for plan review, multi-agent orchestration, routed executors, parallel implementation, or the SET bounded-orchestration capability.
- ▌ Spreadsheet Workbook Forensics · markoblogo bundleEdit, repair, or generate spreadsheet workbooks with structure-preserving Python. Use for Excel or spreadsheet tasks involving .xlsx/.xlsm files, formulas, lookup tables, summaries, formatting preservation, target ranges, workbook QA, or any task where cells must be computed, written, and verified rather than guessed from previews.
- ▌ Private Vs Publishable Skill Audit · markoblogo bundleAudit a private skill, prompt pack, or assistant workflow before publishing it. Use when extracting public reusable method from client, product, team, or repository-specific agent instructions. Mark private vs mixed vs reusable content, rewrite the mixed layer, and gate release on decontextualization.
- ▌ Handoff · markoblogo bundleCreate compact handoff documents for another agent, session, or human to continue work. Use when a task is long-running, context is about to compact, work must pause, an audit needs resumable state, or the user asks for a handoff, continuation note, checkpoint, or next-session brief.
- ▌ Diagnose · markoblogo bundleDebug coding failures through reproduction, ranked hypotheses, narrow fixes, and verification. Use when a bug, regression, flaky test, performance failure, or inconsistent behavior is broken, slow, throwing, or hard to reproduce and the task needs disciplined diagnosis instead of guessed fixes.
- ▌ Spec To Prd · markoblogo bundleTurn the current conversation, repo understanding, and clarified decisions into a PRD. Use when a vague feature, client request, internal roadmap item, or discovery thread needs to become a durable product artifact. Prefer repo/domain language, explicit scope, implementation decisions, testing decisions, and issue-tracker-neutral output.
- ▌ Book To Skill · markoblogo bundleConvert books, papers, long documents, or prior reading notes into compact reusable agent skills. Use when the user provides a PDF, EPUB, DOCX, HTML, Markdown, text file, article bundle, or structured notes and wants reusable workflows, mental models, frameworks, checklists, anti-patterns, or a public/private SKILL.md artifact rather than a summary.
- ▌ Happy Handoff · markoblogo bundleContinue the current Codex Desktop task in Happy on Android when the user says "ухожу", asks to move or hand off to Happy, or invokes this skill explicitly.
- ▌ Prototype Lab · markoblogo bundleBuild throwaway prototypes to answer a specific product, UI, state-machine, data-model, or workflow question before committing production code. Use when the user asks to prototype, explore variants, sanity-check logic, try designs, make a playable mock, or learn quickly with code that will be deleted or absorbed.
- ▌ Plan To Issues · markoblogo bundleBreak a PRD, plan, or spec into independently executable vertical slices. Use when a product artifact needs to become agent-ready or human-ready implementation tickets, especially for client, product, and multi-track project workflows. Prefer thin end-to-end slices, explicit blockers, and issue-tracker-neutral output.
- ▌ Rapid Grilling · markoblogo bundleLightweight grilling session for brainstorming, product clarification, and early design shaping. Use when the user wants fast alignment but there is not yet enough repo context to ground a heavier doc-based review. Ask one question at a time, propose a recommended answer, and keep momentum high.
- ▌ Product Context · markoblogo bundleBuild or refresh a compact, evidence-backed product context before marketing, positioning, SEO, analytics, sales-enablement, or launch work. Use when an agent needs to understand the product, audience, proof, conversion goal, terminology, and claim boundaries without inventing commercial facts.
- ▌ System Zoom Out · markoblogo bundleGo up one layer of abstraction and explain how a local piece of code fits into the larger system. Use when the current focus is too narrow, the user is unfamiliar with an area, an audit needs broader context, or a refactor should be explained through modules, seams, and callers instead of line-by-line detail.
- ▌ Anti Slop Review · markoblogo bundleReview an implemented product UI or public prose surface for hard visual defects, design-system incoherence, repeated template patterns, and AI-writing tells without treating subjective taste as universal law. Use for pre-ship screenshots, browser review, README/tool-page copy, launch notes, guide prose, or redesigns that may be generic, clipped, inaccessible, visually inconsistent, overbuilt from familiar AI-generated patterns, or inflated by AI-ish language.
- ▌ Loopops Protocol · markoblogo bundleDesign and evolve agent skills into cost-bounded loops, workflows, scripts, and memory updates. Use when creating or auditing reusable agent methods, converting prompts or skills into workflows, designing open or closed agent loops, defining supervisor/evaluator contracts, or deciding whether repeated agent work should become a skill, checklist, script, workflow, or autonomous loop.
- ▌ Corporate Surface · markoblogo bundleShape partner-facing and institutional surfaces so they read as credible operating systems rather than generic SaaS templates. Use for corporate landings, capability pages, partner sections, investor-facing surfaces, and other public pages that must feel clear, evidence-backed, and commercially serious.
- ▌ Editorial Surface · markoblogo bundleShape editorial and reading-first surfaces with strong hierarchy, readable measure, and disciplined media rhythm. Use for articles, guides, books, blog indexes, featured/recent cards, and other longform or text-heavy public surfaces.
- ▌ Repo Issue Triage · markoblogo bundleTriage bugs, enhancements, and backlog items through a small state machine that works with or without a formal issue tracker. Use when reviewing incoming requests, preparing work for an agent, deciding whether more info is needed, or keeping a multi-project backlog healthy.
- ▌ Token Frugal Mode · markoblogo bundleReduce output-token usage without losing technical accuracy. Use when the user asks to save tokens, be terse, stay brief, use caveman mode, use compressed answers, minimize chatter, or when the session is context-tight and the task does not need long prose.
- ▌ Token Usage Audit · markoblogo bundleAudit where tokens are being wasted across startup context, shell output, repeated file reads, bloated agent docs, oversized summaries, and compaction loss. Use when token budget is tight, sessions are degrading, or an agent setup needs measurement-driven optimization.
- ▌ Web Quality Audit · markoblogo bundleAudit and improve web quality across accessibility, performance, UX, privacy, and browser security. Use for frontend audits, client audits, redesigns, landing pages, production-readiness passes, Core Web Vitals, keyboard navigation, privacy reviews, CSP/cookie/header checks, and responsive UI verification.
- ▌ Bounded Evaluation · markoblogo bundleDesign small evaluation gates for agent outputs, skill changes, prompts, and tool contracts. Use when a change needs rubric checks, pairwise comparison, position-bias mitigation, regression fixtures, or LLM-as-judge discipline without building a heavy eval platform.
- ▌ Designmd Brand Kit · markoblogo bundleCreate, inspect, and apply DESIGN.md brand kits for brand-aware frontend work. Use when building or reviewing landing pages, frontend UI, pitch pages, redesigns, client audits, brand-matched prototypes, or researching a potential client/company where website identity, design tokens, typography, layout, components, or do/don't guidance should shape the output.
- ▌ Goal Loop Designer · markoblogo bundleCompile a raw agent goal into a bounded loop harness before execution. Use before launching long Codex, Claude Code, MiMo Code, or local-LLM coding loops when the goal needs clearer stop rules, verification rubric, judge prompt, budget policy, retry limits, memory policy, and portable YAML/JSON/Mermaid artifacts.
- ▌ Idea To Ship Gates · markoblogo bundleRoute an idea, vague feature request, or agent-built product change through delivery gates from intent to release. Use when work needs more discipline than a readiness check: clarify the spec, slice the work, protect architecture boundaries, gather proof, converge through review, and prepare release without turning the task into a heavyweight process.
- ▌ Motion Review Gate · markoblogo bundleReview frontend motion and animation code before shipping, with strict checks for purpose, frequency, easing, duration, transform origin, interruptibility, GPU-safe properties, reduced-motion support, and hover behavior. Use when a diff touches transitions, keyframes, Framer Motion, Lottie, drawers, popovers, toasts, hover or press states, gesture motion, or branded motion assets.
- ▌ Rtk Assisted Shell · markoblogo bundleReduce shell output token waste on git, file reads, searches, test runs, linters, logs, and other noisy developer commands with RTK-style filtering. Use when shell-heavy work is flooding the session with logs, diffs, or command output that should be compacted before it reaches the model.
- ▌ Skill Health Audit · markoblogo bundleAudit an agent skill or skillpack for trigger fit, false activation, structure, metadata, intended use, risks, composability, model sensitivity, fixtures, held-out evidence, prompt overhead, catalog drift, and regression risk. Use when deciding whether a skill is ready to publish, revise, evaluate, or keep structural-only.
- ▌ Bounded Growth Loop · markoblogo bundleDesign a small recurring product, content, SEO, analytics, or go-to-market review loop with evidence checks, durable state, explicit stop rules, and approval-gated outputs. Use before scheduling recurring growth work or turning a repeated marketing task into an agent loop.
- ▌ Compaction Survival · markoblogo bundlePreserve working state across long sessions and context compaction by checkpointing decisions, edited files, blockers, open hypotheses, and unresolved errors into compact resumable artifacts. Use on long coding tasks, audits, research, or any session at risk of losing state after compaction.
- ▌ HTML Brief Artifact · markoblogo bundleCreate a self-contained HTML brief for plans, status updates, PR summaries, incident notes, research explainers, or other structured narrative deliverables. Use when the user wants a polished standalone artifact instead of markdown, slides, or a full frontend.
- ▌ Lean Context Layout · markoblogo bundleRestructure agent-facing docs so the always-loaded context stays small and the rest is loaded on demand. Use when a repo has bloated AGENTS.md or CLAUDE-style docs, too many always-loaded notes, stale session history, oversized runbooks, or high startup token waste for coding agents.
- ▌ Wireframe Preflight · markoblogo bundleBuild a low-fidelity wireframe before frontend implementation when layout, hierarchy, and flow are still unclear. Use for landing pages, editorial surfaces, partner-facing sections, and other UI work where a cheap structural pass can prevent expensive redesign loops.
- ▌ Browser Verification · markoblogo bundleVerify frontend changes in a real browser, including layout, console errors, responsive states, network failures, screenshots, and interactions. Use after local or deployed web UI changes, visual fixes, forms, navigation, asset updates, canvas or 3D work, or whenever browser verification should replace static guessing.
- ▌ Complexity Optimizer · markoblogo bundleAnalyze or improve codebase complexity and performance hotspots without broad rewrites. Use when reviewing nested loops, repeated scans, N+1 queries, rendering churn, excessive recomputation, slow tests, large-input paths, memory pressure, or requests to reduce complexity while preserving behavior and tests.
- ▌ Frontend Taste Layer · markoblogo bundleSet and review a bounded, creator-aware visual direction for marketing, editorial, portfolio, and brand-forward frontend work. Use when a surface needs an explicit design read, creator-intent check, calibrated composition/motion/density, preservation-first redesign, layout-rhythm review, or desktop/mobile/reduced-motion verification. Route product UI to Lazyweb and UX review instead.
- ▌ Minimal Diff Builder · markoblogo bundleBuild the smallest correct code diff without overengineering, broad refactors, unnecessary dependencies, or speculative abstractions. Use when the user wants a minimal patch, small reviewable diff, stdlib-first implementation, or shortest-path fix that still preserves security, accessibility, trust-boundary validation, and data safety.
- ▌ Phase Spec Execution · markoblogo bundleExecute large tasks through explicit phases with acceptance criteria, required commands, and state updates. Use when work is too large for one implementation pass but too important to leave as a vague checklist. Keep phases falsifiable, end-to-end, and small enough that each one can be verified honestly before moving on.
- ▌ Agent Friction Ledger · markoblogo bundleCapture recurring agent-development friction as a local, privacy-safe Markdown report. Use only when the user explicitly requests a friction review of blockers, misleading errors, missing documentation, incompatible tools, or manual workarounds that should improve a doc, tool, skill, process, or evaluation.
- ▌ Agents Best Practices · markoblogo bundleDesign, audit, or improve agentic systems and agent harnesses. Use for agent MVP blueprints, tool design, permission models, planning and goal loops, context compaction, memory, skills, connectors, observability, evals, safety, and provider-neutral agent architecture.
- ▌ Assumption Excavation · markoblogo bundleSurface hidden assumptions in plans, specs, AGENTS.md, SKILL.md, SET bundles, and workflow contracts before implementation or handoff. Use when an artifact looks plausible but may rely on unstated environment, dependency, behavioral, temporal, or success assumptions.
- ▌ Brief First Execution · markoblogo bundleCreate a single working brief before substantial implementation, audit, or migration work. Use when tasks are non-trivial, risks are real, or the session is likely to drift without one source of truth for scope, non-goals, verification, and done criteria.
- ▌ Bug Evidence Protocol · markoblogo bundleCapture and classify minimal red-to-green evidence for a diagnosed bug and scoped fix, with command hashes, Git/environment identity, broader-check records, risk-based approval, route evidence, and optional cpat linkage. Use after diagnose establishes a credible reproducer or when a reported regression needs an auditable proof packet; do not use as an autonomous bug scanner.
- ▌ Doc Grounded Grilling · markoblogo bundleStress-test a plan, feature, or design against the repo's existing docs, domain language, ADRs, and context files. Use when a task is ambiguous, terminology is fuzzy, architecture trade-offs matter, or the user wants alignment before implementation. Ask one question at a time, inspect the codebase when answers are already present, and sharpen the project's language as decisions crystallize.
- ▌ Doc To Lora Evaluator · markoblogo bundleEvaluate whether Doc-to-LoRA is the right path for turning documents into parametric memory, and guide a safe proof-of-concept before investing in a full plugin or training pipeline. Use when a user wants to internalize long documents, reduce repeated context costs, compare Doc-to-LoRA against RAG or long-context prompting, or assess hardware/model/data risks for document-to-adapter workflows.
- ▌ HTML Diagram Artifact · markoblogo bundleCreate a self-contained HTML artifact for architecture, stack, and system-flow explanation using SVG-first diagrams and minimal prose. Use when the user needs a standalone visual deliverable that makes a system, request path, ownership map, or execution flow click quickly.
- ▌ Loop Readiness Review · markoblogo bundleReview whether a recurring or semi-autonomous agent loop is ready to run. Use before scheduling Codex, Claude Code, Grok, Opencode, CI, issue triage, PR babysitting, dependency sweeping, changelog drafting, or other repeated agent workflows.
- ▌ Lottie Motion Builder · markoblogo bundleBuild or refine small production-ready Lottie animations from SVGs, logos, UI states, loaders, and branded motion assets with a local preview harness, explicit inputs, and output verification. Use when the user asks for Lottie, JSON animation, SVG reveal animation, logo animation, or lightweight motion assets for product surfaces.
- ▌ Recovery Loop 3strike · markoblogo bundleRecover from failed execution or verification with a bounded three-step loop: retry, focused fix-spec, then honest handoff. Use when an agent is likely to spin on the same failure, when flaky environment issues blur the signal, or when you need a disciplined stop condition instead of endless optimistic retries.
- ▌ Repo Debugging Ledger · markoblogo bundleDebug repositories with a hypothesis ledger, checked locations, and loop-breaking discipline. Use when tests fail, CI fails, behavior regresses, local tooling errors, flaky bugs appear, or an investigation risks repeated searches, repeated commands, circular hypotheses, or unverified fixes.
- ▌ Reversible Agent Task · markoblogo bundleRun risky or multi-file agent work as a reviewable proposal before mutating the target workspace. Use when a task should produce retained output, inspectable diffs, and an explicit select/apply/discard decision instead of direct edits.
- ▌ Test Driven Execution · markoblogo bundleExecute feature work and bug fixes with a tracer-bullet red-green-refactor loop. Use when building behavior that should be guided by tests, when fixing regressions, or when the user wants TDD or test-first execution. Prefer public interfaces, vertical slices, and behavior-focused tests that survive refactors.
- ▌ Design Critique Polish · markoblogo bundleCritique and polish frontend interfaces before shipping, with focused review of hierarchy, typography, spacing, states, color, and UX clarity. Use when a page, component, or app surface feels unclear, inconsistent, flat, awkward, under-tested, or not yet production-grade and needs design verification instead of a broad rewrite.
- ▌ Local Inference Tuning · markoblogo bundleSelect and tune a local LLM inference engine for the user's hardware. Use when setting up or auditing local/private model serving, choosing between MLX, llama.cpp, Ollama, and vLLM, estimating model fit, deciding cache/storage policy, tuning batching and KV cache flags, running smoke benchmarks, or exposing an OpenAI-compatible local endpoint.
- ▌ Overengineering Review · markoblogo bundleReview code or diffs specifically for needless complexity, replaceable dependencies, dead flexibility, and wrappers over stdlib or native platform behavior. Use when the user asks what can be deleted, simplified, inlined, replaced with stdlib/platform features, or whether a change is over-engineered.
- ▌ Role Skill Pack Design · markoblogo bundleDesign professional role agents and role-specific skill packs for product, personal, and internal AI layers. Use when adapting expert-role patterns into bounded assistants, workers, reviewers, or coordinators with explicit context, authority, evaluation, and rollout rules.
- ▌ Skillopt Evolve Skills · markoblogo bundleEvolve Codex skills and agent instructions with a SkillOpt-style loop. Use when creating, refining, or auditing local skills, AGENTS.md rules, prompt playbooks, or reusable agent workflows after repeated task experience, especially when the user asks to "improve your skills", "capture this lesson", "make this reusable", or "update agent instructions".
- ▌ Social Publishing Gate · markoblogo bundleReview and route social content before publishing. Use when drafting, adapting, auditing, scheduling, or monitoring posts for LinkedIn, X, Threads, Telegram, newsletters, or other distribution channels where brand voice, factual claims, platform fit, approvals, and no-spam guardrails matter. Enforce draft -> audit -> approval -> publish -> monitor, and never post or message externally without explicit user approval.
- ▌ Delivery Baseline Audit · markoblogo bundleAudit claimed delivery against the starting baseline and the current working tree. Use when a task has declared deliverables, when a long run might say 'done' before shipping real changes, or when final verification must check the actual artifact set rather than only the transcript or commits.
- ▌ Delivery Preflight Gate · markoblogo bundleRun a baseline preflight before long implementation, autonomous execution, or publishing a PR. Use when a task has multiple phases, mandatory commands, high risk of thrashing against an already-broken repo state, or should be checked in an isolated push gate before reaching the real remote. Deduplicate the minimum useful checks, surface red baseline conditions early, and require an explicit user decision before proceeding past known breakage.
- ▌ Loop Hardening Contract · markoblogo bundleHarden repeated delivery loops with evidence-based harness stripping, immutable runtime-path sprint packets, and broken-window revalidation without automatic revert. Use for Cardputer, browser, CI, runtime, or production work split into repeated sprints.
- ▌ Pipeline Readiness Gate · markoblogo bundleChoose and run a compact pre-implementation, post-implementation, or ship-readiness gate for agent work. Use when a task needs ordered review lenses, proof gates, or release confidence without adopting a heavy multi-agent pipeline runtime.
- ▌ Shell Output Compaction · markoblogo bundleReduce shell and tool-output token waste by preferring targeted commands, diff-only views, error-first logs, narrow slices, counts, and concise summaries instead of large raw stdout dumps. Use on coding, debugging, audits, CI triage, or repo exploration when command output is likely to dominate token usage.
- ▌ Dynamic Workflow Packets · markoblogo bundlePlan and run large Codex tasks with compact dynamic workflow packets, risk gates, integration, and verification. Use when the user explicitly asks for dynamic workflows, packets, subagents, swarm, orchestration, long-running audits, multi-track coding/research work, job or client search agent design, migrations, repo-wide reviews, or tasks where independent discovery, implementation, review, and verification tracks would reduce drift.
- ▌ Evidence Ledger Research · markoblogo bundleResearch and answer evidence-sensitive questions with source, date, unit, and operand discipline. Use for web research, PDF/document QA, policy or finance facts, tables, time series, calculations from retrieved evidence, exact-answer extraction, and any task where wrong source selection, stale facts, nearby table confusion, or formatting errors would matter.
- ▌ Fluid Interaction Review · markoblogo bundleBuild or review gesture-driven web interactions such as drag, swipe, sheets, carousels, and draggable panels. Use when pointer tracking, interruption, velocity handoff, momentum projection, hysteresis, rubber-banding, spatial continuity, or motion/transparency/contrast fallbacks materially affect the interaction.
- ▌ Frontend Product Builder · markoblogo bundleBuild or improve frontend pages, apps, landing pages, pitch pages, redesigns, dashboards, and prototypes with strong hierarchy, responsive layout, real visual assets, ergonomic controls, and verification. Use when frontend quality, brand fit, product clarity, or design implementation matters.
- ▌ Professional Role Router · markoblogo bundleRoute a substantial current task to the smallest useful set of professional role stances and carry the work through their explicit handoffs. Use for career, research, publishing, coaching, fitness, business, finance, support, engineering, architecture, or other work where specialist methods materially improve the result. Skip simple one-step requests.
- ▌ Workflow Policy Layering · markoblogo bundleSeparate workflow instructions from safety, authority, escalation, and validation rules. Use when an assistant, agent, or skill pack is getting muddled because process steps, permissions, forbidden actions, and review gates are mixed together.
- ▌ Agent Operations Contract · markoblogo bundleDefine and review concrete agent capability cards, asynchronous operation receipts, decision receipts with revalidation, isolated and trust-graded memory scopes, and evidence-backed provider or tool registry entries. Use when a project introduces named agents, scheduled or long-running work, durable decisions or memory, provider routing, MCP tools, or external-action approval boundaries.
- ▌ Design Register Bootstrap · markoblogo bundleEstablish frontend design context before implementation, including creator intent and preserve-theirs constraints. Use when a project lacks a clear PRODUCT.md or DESIGN.md, when the model needs to distinguish brand surfaces from product UI, or when design direction keeps drifting because audience, intent, register, anti-references, and visual constraints are not explicit.
- ▌ Graph Guided Code Reading · markoblogo bundleReduce repository-reading token waste by navigating code through symbols, entrypoints, dependencies, changed files, and blast radius instead of broad whole-tree or whole-file reading. Use on medium-to-large repos, PR reviews, architecture questions, onboarding, debugging across modules, or long-running audits.
- ▌ Knowledge Base Enrichment · markoblogo bundleEnrich a Markdown knowledge base with durable tags, source provenance, existing-note links, and reviewed wiki synthesis while keeping raw notes read-only by default. Use when organizing Obsidian-style notes, refreshing generated wikis, or preparing source-grounded context for agents.
- ▌ Personal Workspace Router · markoblogo bundleDesign or maintain a local personal AI workspace that routes requests to isolated domains and professional role profiles. Use when one personal operator spans projects, career, publishing, research, coaching, fitness, finance, and internal development without mixing all context or memory.
- ▌ Project Context Bootstrap · markoblogo bundleBootstrap usable project context before deep implementation work. Use when entering a new or unfamiliar repo, installing agent workflows into an existing codebase, auditing stale docs, or preparing a project for repeatable long-running agent work. Detect the stack, ask the user about the project, summarize understanding, propose compact context artifacts, and update only with approval.
- ▌ Token Efficient Execution · markoblogo bundleReduce token waste in long coding-agent sessions by avoiding repeated reads, noisy output, oversized context, broad rewrites, and unnecessary narration. Use on long tasks, heavy repos, multi-file audits, shell-heavy debugging loops, or whenever token budget is a practical delivery constraint.
- ▌ Agent Tool Contract Review · markoblogo bundleReview tools, MCP functions, CLI commands, SET inputs, and AGENTS.md generator outputs as agent-facing contracts. Use when a tool description, schema, workflow input, or generated instruction may be ambiguous, unsafe, noisy, or hard for agents to call correctly.
- ▌ Authorized Security Router · markoblogo bundleRoute authorized defensive security and reverse-analysis tasks by scope, target type, user intent, and available toolchain before taking action. Use for APK review, static binary triage, frontend JavaScript security review, firmware inventory, malware/YARA analysis, API/LLM/supply-chain audit, security report planning, or security issues that need evidence-led classification without offensive exploitation.
- ▌ Context Degradation Review · markoblogo bundleReview agent work for context poisoning, lost-in-the-middle failures, distraction, context clash, and stale carryover. Use before long-session handoffs, SET runner handoffs, skill changes, memory writes, or any task where too much or conflicting context may degrade behavior.
- ▌ Hypothesis Diversification · markoblogo bundleGenerate diverse hypotheses, explanations, or solution candidates before evidence review. Use for research, incident analysis, market or product reasoning, adversarial review, and SkillOpt proposal generation when first-answer mode collapse would hide alternatives.
- ▌ Rabbithole Doc Exploration · markoblogo bundleUse local Rabbithole for human-in-the-loop exploration of AGENTS.md, SKILL.md, SET plans, repomaps, and long repo docs. Use when the user wants to inspect, question, branch, or review dense agent-facing documents interactively before changing durable docs or workflow contracts.
- ▌ Agent Learning Layer Triage · markoblogo bundleRoute reusable agent learning after an error, success pattern, review finding, or repeated workflow. Use when deciding whether an improvement belongs in the model prompt, memory/context note, durable docs, SKILL.md, checklist, script/tool, eval, golden fixture, or should be rejected as overfit.
- ▌ Confidence Fragility Review · markoblogo bundleReview whether an artifact's confident claims are backed by evidence, tests, contracts, or operational safeguards. Use before shipping, publishing docs, accepting generated plans, or trusting a workflow that may present fragile assumptions as certainty.
- ▌ Durable Context Maintenance · markoblogo bundleKeep repo-local agent context accurate after code and workflow changes. Use when docs/ai, AGENTS.md, runbooks, or context entrypoints have drifted from the codebase, after major feature work, after architecture changes, or when an agent keeps rediscovering the same repo facts. Refresh durable context, split groups only when needed, and preserve compact read order.