Browse 182,092 skills across 14 categories.
Universal coding-quality overlay for implementation and review across languages. Use on meaningful code changes to keep...
Builds a bounded, evidence-backed mental model of an unfamiliar or large repository before architecture work, broad refa...
Product-quality Jetpack Compose UI workflow for redesigning or extending an existing Android app without losing its desi...
Extracts reusable, verified engineering knowledge after difficult tasks so future work gets cheaper. Use after a non-tri...
Curates task context to reduce hallucination, stale assumptions, and attention dilution. Use when starting unfamiliar wo...
Database and SQL engineering for relational persistence, migrations, transactions, query correctness, indexing, paginati...
Performs causal root-cause debugging before fixes. Use for bugs, crashes, failing tests or builds, intermittent behavior...
Safe dependency and toolchain upgrade workflow. Use when adding, replacing, or upgrading libraries, language runtimes, p...
Creates or extracts a semantic visual system for websites and applications. Use before major frontend redesigns, multi-p...
Fresh-context adversarial challenge for non-trivial engineering decisions before they harden into implementation. Use fo...
Designs safe automatic entity-resolution and candidate-matching logic for searches such as title+artist to media ID, pro...
Anti-hallucination evidence gate for repository, API, runtime, external-fact, visual, and completion claims. Use on all...
Evaluates and retunes Thalarch itself. Use when changing Thalarch skills, agent prompts, routing rules, review logic, or...
Converts verified task outcomes into compact reusable experience cards. Use after meaningful bug fixes, failed hypothese...
Safe Git and GitHub delivery workflow for any repository. Use when the user asks to branch, commit, push, prepare/open a...
Project-aware Go engineering for services, CLIs, libraries, concurrency, networking, and systems code. Use for Go source...
Routes and governs image-centric work across generation, editing, inspection, comparison, annotation, screenshots, brand...
Visual-fidelity workflow for translating screenshots, generated design references, mockups, or section comps into real f...
Creates and edits project images through the strongest image-generation/editing capability actually available on the cur...
Project-version-aware Java/JVM engineering for production code, libraries, services, and enterprise applications. Use fo...
Java/JVM concurrency and asynchronous-execution specialist. Use when code touches threads, executors, virtual threads, C...
Project-aware Kotlin engineering for JVM, Android, server, and multiplatform code. Use for Kotlin source, coroutines/Flo...
Kotlin-specific JPA/Hibernate persistence engineering for entities, repositories, relationships, fetch plans, transactio...
Semantics-preserving Java→Kotlin and Kotlin/tooling migration workflow for staged conversions where behavior, interop, n...
Localization and i18n quality workflow for multi-locale applications. Use when adding or changing user-facing strings, l...
Specialist reliability workflow for AndroidX Media3 playback, MediaSession/MediaLibrarySession, MediaLibraryService, And...
Retrieves, classifies, validates, and optionally persists compact durable knowledge so future tasks can reuse verified e...
High-rigor model-agnostic engineering and visual-production skill protocol for complex, risky, multi-file, debugging, ar...
Defines a compact preservation contract before risky changes to working systems. Use for cache, playback, persistence, s...
Production observability and instrumentation skill for services, background jobs, queues, external integrations, retries...
Evidence-driven performance engineering for latency, throughput, CPU, memory, startup, build time, rendering, I/O, concu...
Maintains an opt-in, repository-local project knowledge layer for stable architecture, invariants, decisions, regression...
Project-version-aware Python engineering for services, libraries, automation, data tooling, and applications. Use for Py...
Adaptive deliberation layer for difficult engineering and design work. Use when a task is ambiguous, high-risk, multi-st...
Behavior-preserving refactoring protocol for simplifying, restructuring, modularizing, or modernizing existing code with...
Runs risk-sized, evidence-first review of code changes. Use before completion, PR creation, or after meaningful implemen...
Chooses the smallest compatible process, language, domain, platform, visual, cognitive, and installed-skill stack for a...
Project-aware Rust engineering for libraries, services, CLIs, async applications, and systems code. Use for Rust source,...
Performs evidence-backed application and agentic-workflow security review. Use for auth, authorization, untrusted input,...
Autonomous skill-selection layer for Thalarch. Use at the start of non-trivial work and again after project discovery wh...
Grounds version-sensitive framework, library, runtime, browser, database, and platform decisions in the exact project ve...
Turns broad feature or architecture requests into an executable acceptance contract. Use for multi-file features, refact...
Audits provenance and instruction-supply-chain risk for external skills, MCP/tool descriptions, retrieved prompts, agent...
Runs a bounded teacher/judge/revision loop around model-produced engineering work. Use when an independent evaluator can...
Designs high-value regression, property, integration, fuzz, and risk-based mutation tests for behavior changes. Use afte...
Project-aware TypeScript/JavaScript engineering for browser, Node.js, full-stack, libraries, and tooling. Use for TS/JS...
Directs distinctive, product-specific UI/UX work and visual verification. Use for redesigns, new interfaces, layout, sty...
Performs evidence-first visual QA for images, generated assets, screenshots, branding, image edits, diagrams, and implem...
Designs and implements distinctive, production-grade websites, landing pages, dashboards, web apps, and frontend compone...
Debrief the user after a real interview and draft personalized thank-you notes to each interviewer. Use right after the...
Automate Thanks IO tasks via Rube MCP (Composio). Always search tools first for current schemas.
System maintenance, memory queries, and pattern analysis. USE WHEN user mentions system, memory, patterns, history, past...
"Provides Thanos in High availability Prometheus solution with long-term storage"
The Thanos review method, a Steve Jobs-style simplicity review for code diffs, design documents and architecture. Use wh...
Route all OpenClaw user messages through Thanos orchestration.
General SOP for common requests related to that, can, as.
General SOP for common requests related to that, more, chinese.
Coordinate incoming bug reports for a project: triage reports from the user or from other agent sessions over cross-sess...
Use when the user asks "walk me through this change", "explain what this PR does", or wants to understand the code touch...
Prose rules for every piece of text a human reads that no dedicated skill already covers - PR and ticket comments posted...
Use when the user asks you to investigate an existing feature, debug an unfamiliar area of the code, or begin a new tick...
Use when the user asks "walk me through this feature", "how does X work", or wants on-demand documentation about a featu...
Plan and execute code changes with a task-list-driven workflow. Use when implementing features, fixing bugs, or making m...
Classify the relationship between two similar memory entries for deduplication. Use when thatch_find_duplicates identifi...
Extract durable project facts, user preferences, and environment knowledge from recent tool interactions. Use when thatc...
Compile everything thatch knows about a topic into a curated, self-contained markdown file for knowledge transfer to ano...
Fact-check a single thatch memory against the current codebase and correct it if stale. Use when the user asks to verify...
Consistency audit for a plan document - a section-vs-section contradiction sweep checking whether the plan's own section...
Evidence audit for a plan document - an exhaustive citation sweep verifying that every file, line, function, constraint,...
Refine a plan for a code change by dispatching a fresh-context reviewer subagent to hunt for gaps, unverified premises,...
Draft a PR description (SYNOPSIS / PURPOSE / DESCRIPTION / WALK-THROUGH / NOTES) with bold and italic emphasis on the ph...
Prime the project memory store by investigating the codebase from multiple angles and writing foundational memories. Use...
Classify the current project (audience, lifecycle, surface) and refine a plan under that type's requirements. Entry poin...
Type-specific requirements for refining a plan that touches infrastructure (CI pipelines, Terraform, Kubernetes manifest...
Type-specific requirements for refining a plan for a contribution to an open source repository the user does not maintai...
Type-specific requirements for refining a plan in a solo personal project with no downstream consumers. Loaded by thatch...
Type-specific requirements for refining a plan that touches a library's API surface, in any repo, including personal one...
Type-specific requirements for refining a plan for a throwaway prototype or time-boxed spike. Loaded by thatch-refine af...
Type-specific requirements for refining a plan in a multi-developer team codebase (production app or service shared by a...
Behavioral and product-level code review — UX coherency, behavioral delta, integration effects, user assumptions. Use fo...
Comment narrative evaluation — do comments form a coherent outline of the code's behavior? Use for post-implementation r...
Prose clarity in the change's comments, docstrings, error strings, and docs - made-up phrases, buzzwords, untranslated j...
Gather project and feature context before a code review. Investigates PR descriptions, git history, ticket references, l...
Design simplicity and maintainability review — is the complexity earned? Evaluates both the overall change design (the f...
Alternate entrypoint for follow-up review rounds. Verifies whether the author's responses and code changes since your la...
Positive finding detection — notably clever solutions, cleanup done along the way, documentation that meaningfully helps...
Mechanical change completeness audit — verifies that renames, flag removals, API substitutions, and mass replacements le...
AI writing anti-pattern detection — change narration comments, fourth wall breaks, em dashes, hedging, filler, stale ins...
Mechanical correctness code review — spelling, naming, doc accuracy, specs, guidelines, stale artifacts, structural conv...
Respond to code review on the user's own PR. Triage findings (legitimate, intentional, false positive, unlikely edge cas...
Data flow and contract code review — module boundaries, implicit state machines, error propagation, separation of concer...
Verify and synthesize findings from multiple review specialist skills into a single deduplicated, severity-grouped repor...
Technique review lens — teaching-grade observations the author can act on or dismiss: helpers and internal packages they...
Record what you learned during a session — project facts, user preferences, tool tips, self-identity. Use at the end of...
Split already-completed work from an overlarge PR into human-reviewable, release-safe PRs. Use when the user asks to spl...
Draft a ticket description (SYNOPSIS / PROBLEM / BACKGROUND / PROPOSED APPROACH / ACCEPTANCE CRITERIA / RELEASE PLAN / V...
Break the paralysis on the thing you keep not starting with a 2-minute launch sequence — a countdown into motion before...
This prompt instructs an image generator to produce a photorealistic, cozy winter travel portrait in a vertical, medium...
Architecture decisions, trade-off analysis, and ADR authoring. Trigger when a significant technical decision needs to be...
This skill should be used when engineering decisions are being made during code implementation. The Archivist enforces d...