ryan-brosas

@ryan-brosas source repo

362 skills
0 followers
18 hours ago last updated

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Fortran Coding Practices · ryan-brosas
Use when authoring or reviewing Fortran, fprettify 4-space layout, lowercase snake_case, intent/assumed-shape, dp kind, private modules, FORD docs, modern F2003+ only, and build/fprettify/test in CI.

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Framer Motion Foundation · ryan-brosas bundle
Use when porting Motion/framer-motion animation internals: spring physics + duration/visualDuration resolution, follow-value velocity handoff, frameloop step ordering, JSAnimation repeat/pause/reverse machine, inertia boundary springs, derived-value graphs.

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Google Devdocs Practices · ryan-brosas
Use when authoring Google-style developer docs, you/imperative voice, sentence-case headings, bold UI and code font, numbered procedures, For more information see links, and accessible global English.

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Haskell Coding Practices · ryan-brosas
Use when authoring or reviewing Haskell, 4-space/80-col layout, Haddock, explicit imports, type signatures, avoid partial functions, strict data, IO separation, and stylish-haskell/HLint/cabal test in CI.

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Httpd C Coding Practices · ryan-brosas
Use when authoring or reviewing Apache httpd C, 4-space 80-col layout, GNU indent profile, ANSI function/control-flow spacing, httpd cast rules, rationale comments, and build/tests in CI.

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Magento Coding Practices · ryan-brosas
Use when authoring or reviewing Adobe Commerce/Magento extensions, strict_types, PSR-12,::class, DI/composition, prepared SQL, escape output, service contracts, and PHPCS Magento2 verification.

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October Coding Practices · ryan-brosas
Use when authoring or reviewing October CMS plugins/themes, PSR-1/2/4, camelCase/snake_case split, marketplace naming, Rain exceptions, composer -plugin/-theme packages, and semver publish verification.

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Openai Agents Foundation · ryan-brosas bundle
Use when building multi-agent frameworks: guardrail tripwires running parallel to generation, typed handoffs with history filtering, serializable human-in-the-loop run state, and the turn-resolution ladder that turns model output into action.

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Performance Optimization · ryan-brosas
Use when profiling, optimizing, or adding performance budgets to applications, covers measure-first workflow, Core Web Vitals, common anti-patterns, and performance regression prevention

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Pi Multi Pass Foundation · ryan-brosas bundle
Use when porting multi-account provider rotation machinery — rate-limit failover planning with auditable skips, forward-only cascade state that survives replay retries, cooldown-gated member eligibility, exact project allow-list policy, fail-open selection strategies, and index-stable config normalization - capsule-v2 source maps with decisive excerpts and graph retrieval.

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Pi Supervisor Foundation · ryan-brosas bundle
Use when porting a supervisor/steering loop over an LLM coding agent — LLM-judged done/steer/continue decisions at settled checkpoints, deterministic mid-run stuck signals, algorithmic conversation compaction for judge context, ineffective-steering escalation tiers, session-entry state persistence across compaction/restart, model-locked tool activation, or live streaming-reasoning widgets. Source code and direct tests are ground truth; references carry decisive excerpts and graph retrieval.

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Pydantic Core Foundation · ryan-brosas bundle
Use when porting schema-driven validation/serialization machinery, embedding pydantic-style validators in another runtime, or answering what pydantic-core guarantees about unions, recursion, defaults, error locations, and field serialization. Source code and direct tests are ground truth; references carry decisive excerpts and graph retrieval.

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Qodana Action Foundation · ryan-brosas bundle
Use when porting Qodana's CI-integration suite — single-binary docker/native transport contract, dual-format arg parsing with deprecation ladder, native-mode cache-key partitioning, checksum-gated CLI provisioning with divergent mismatch postures, SARIF→three-platform output projection plus side-channel extraction, report-artifact publication triples, name-keyed check-run upsert, quick-fixes git choreography, tag-keyed comment upsert, reaction swap protocol, host cache-compensation mirrors, and the shared-core/duplicated-adapters fan-out pattern.

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Quality Gate Methodology · ryan-brosas
Use when an internal caller asks for the legacy quality-gate methodology name; compatibility route to the canonical test-generation procedure.

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Symfony Coding Practices · ryan-brosas
Use when authoring or reviewing Symfony PHP, PHP CS Fixer, Yoda identical compares, naming matrix, FQCN services, PHPDoc rules, sprintf exceptions, and MIT license headers.

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UI Ant Design Foundation · ryan-brosas bundle
Use when porting Ant Design's design-token kernel AND its component-consumer plane: seed→derivative→alias token ladder, per-component algorithm recursion, sync getDesignToken parity, dark/compact algorithm deltas, palette index semantics, radius clamps, CSS-var naming/unitless wiring for cssinjs-style style hooks, plus the Table-proven consumption contracts — prepareComponentToken externals, genStyleHooks registration with mergeToken renaming, fixed/RTL shadow machinery, size ladders, nested-border CSS-var protocol, and dual style/layout token consumption.

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Deprecation And Migration · ryan-brosas
Use when deprecating APIs, migrating between library versions, removing legacy code, or planning breaking changes, covers deprecation notices, migration guides, codemods, and staged rollout

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Frontend Markup Practices · ryan-brosas
Use when authoring or reviewing static HTML/CSS, semantic markup, accessibility, class-based low-specificity CSS, js-* hooks, formatting, HTTPS assets, and validation; distilled from Google HTML/CSS, CSS Guidelines, and Code Guide.

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Gpt Researcher Foundation · ryan-brosas bundle
Use when porting autonomous research pipelines: query fan-out with LLM planners, MCP tool routing, context compression, deep iterative descent, and honest cost ledgers.

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Linkforty Core Foundation · ryan-brosas bundle
Use when porting short-link redirect engines, deferred install attribution (click→install fingerprint matching), mobile fallback chains (Universal Links / App Links / app scheme / store / web), link-safety gating (warn interstitial vs indistinguishable block), write-time bot classification feeding analytics filters, HMAC-signed webhook delivery with capped exponential backoff, or Fastify+Postgres additive-schema bootstrap for an embeddable service — self-hosted deep-link engine foundation.

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Railway Nexus3 Foundation · ryan-brosas bundle
Use when porting Railway deployment template machinery — first-boot credential rotation, anonymous-access hardening, EULA consent gating in automation, slow-boot healthcheck budgets, signal relay, and static template tests.

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Refined Github Foundation · ryan-brosas bundle
Use when building browser extensions/userscripts that overlay SPAs: feature lifecycle with per-run abort, CSS-animation element observation, API wrappers with write guards, hotfix kill-switches, and DOM-safe dedup.

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Shell Scripting Practices · ryan-brosas
Use when authoring or reviewing bash glue scripts, scope limits, quoting and arrays, subshell-safe loops, main/local structure, STDERR errors, and ShellCheck; distilled from Google Shell Style Guide.

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Solidity Coding Practices · ryan-brosas
Use when authoring or reviewing Solidity, official layout/naming, NatSpec ABI docs, contract structure, Solcurity CEI/external-call checks, forge fmt/test and Slither in CI.

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Source Driven Development · ryan-brosas
Use when an implementation depends on unfamiliar library, API, or framework behavior; verify the relevant version and behavioral claim from authoritative evidence.

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Tanstack Query Foundation · ryan-brosas bundle
Use when porting @tanstack/query-core v5's async-state cache kernel — pause/resume retryer machine, fetch dedup/revert ladder, dispatch reducers, canonical-JSON key hashing, structural sharing, transaction-batched notifications, GC refcounting, lazy environment listeners, observer select/placeholder memoization, tracked-prop notification gate, mutation callback ledger, scoped mutation serialization, directional infinite paging, newer-wins hydration with pending promises, streamed query refetch modes, and the render-phase optimistic binding contract.

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Browser Harness Foundation · ryan-brosas bundle
Use when building browser automation tooling: a CDP daemon that attaches to a real browser, high-level page helpers, action recording, and video composition — plus the IPC/auth/telemetry/self-heal plumbing around such a daemon.

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Changedetection Foundation · ryan-brosas bundle
Use when building watch/recheck schedulers, polite pollers, or any multi-worker job fleet — reusable contracts from changedetection.io (Apache-2.0): epoch-priority recheck queue, claim-then-defer UUID mutex, ticker scheduler gate ladder, timezone-pinned schedule windows, per-worker event-loop fleet with health self-repair, quiescence protocol, and memory-hygiene cleanup.

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Frontend UI Implementation · ryan-brosas bundle
Use when implementing or reviewing production frontend UI details—typography, font sizing, spacing, forms, validation, navigation, loading and empty states, visual hierarchy, responsive tables, icons, charts, and interaction feedback—from HTML/CSS or component code.

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Github Actions Engineering · ryan-brosas bundle
Use when designing, creating, auditing, repairing, hardening, or optimizing GitHub Actions CI/CD: set up CI for a project, fix a failing workflow, secure or speed up Actions, define required checks, build release or reusable workflows, or diagnose a stuck required check. Owns.github/workflows/ and workflow-adjacent CI config.

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Markdown Writing Practices · ryan-brosas
Use when authoring or reviewing Markdown docs, single H1 layout, 80-column wrap, ATX headings, fenced code with language, descriptive links, reference links, and tables only when scannable 2D data.

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Pi Autoresearch Foundation · ryan-brosas bundle
Use when porting an autonomous run→measure→keep/discard optimization loop for an LLM agent — JSONL-as-source-of-truth persistence, MAD noise-floor confidence scoring, git-worktree isolation with keep-commits/revert-discards, benchmark-script run-locking, backpressure checks, deterministic compaction summaries, self-resume gates, or file-backed live dashboards. Source code and direct tests are ground truth; references carry decisive excerpts and graph retrieval.

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Semantic Kernel Foundation · ryan-brosas bundle
Use when porting Semantic Kernel's Python kernel-core machinery — filter call-stack onion, corrective tool-call feedback, bounded auto-invoke loop, exception smuggling, OTel-gated telemetry, decorator-time metadata, argument coercion, copy-on-add plugin registries, the {{...}} prompt-template block engine, HTML trust gates, AI service selection/registration, tool-view generation, prompt-config parsing ladders, Jinja2/Handlebars helper-binding/sandbox, streaming auto-invoke twin, .NET method-function/filter mirrors, and the agents plane (Assistant run lifecycle, requires-action handoff, Responses auto-invoke loop, agent merge twins, function-choice gate, Azure AI run lifecycle + approval gate, Azure streaming event plane, request-prep flattening, handoff turn-taking, .NET FunctionChoiceBehavior twin, the AutoGen-style actor runtime (envelope queue, intervention gate, routed handlers, subscriptions, serialization registry, telemetry links), Responses streaming item mapping, and the AgentChannel protocol).

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Veda Plan Implement Review · ryan-brosas
Use when you need to plan an approach, execute it, and review the outcome, plan AND implement with the Veda Navigator model, then review the result: align on an approach with Navigator, carry it out, then close with a reviewer pass (fix P0/P1, re-review until pass). Drives `veda -S impl-TASKNAME -m flash -p navigator-plan` to align, implements with native tools, then `-p reviewer`. Navigator has read-only tools only.

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Webappsec Coding Practices · ryan-brosas
Use when building or reviewing web apps, Mozilla WebAppSec auth/sessions, whitelist input, output encoding, CSRF/TLS/CSP, safe uploads, generic errors, and QA checklist verification.

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Wordpress Coding Practices · ryan-brosas
Use when authoring or reviewing WordPress themes/plugins, WPCS PHP naming, Yoda conditions, late esc_* output, $wpdb->prepare, i18n text domains, HTML/CSS/JS handbooks, and PHPCS verification.

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Black Box Experience Review · ryan-brosas
Use when reviewing an app as a black box for observable experience failures across journeys, seams, states, and recovery before shipping or after changes.

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Easyappointments Foundation · ryan-brosas bundle
Use when building appointment/scheduling backends: interval-subtraction availability ladders, multi-attendant group-slot capacity checks, provider-conflict gates with dual overlap grammars, any-provider resolution, action-matching webhook dispatchers, dual-mode API auth, relationship-scoped customer access, permission bitmasks, and best-effort calendar sync fan-out.

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Emacs Lisp Coding Practices · ryan-brosas
Use when authoring or reviewing Emacs Lisp, lexical-binding, lisp-case prefixes, when/unless idioms, sharp quotes, provide/require/autoload, docstrings, and checkdoc/package-lint/byte-compile in CI.

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Git Workflow And Versioning · ryan-brosas
Use when preparing a release, choosing a version bump, creating or moving tags, writing changelog or release-note content, or when git hygiene for shared history is in question: commits, branches, recovery, non-interactive continuation.

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Javascript Coding Practices · ryan-brosas
Use when authoring or reviewing JavaScript, named ES module exports, const/let, strict equality, semicolons and braces, trailing commas, arrow callbacks, JSDoc on public API, and banned eval/with/var.

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Mailchimp Content Practices · ryan-brosas
Use when authoring or reviewing product/marketing copy, Mailchimp plainspoken voice, active positive language, inclusive people terms, sentence-case UI headings, descriptive links, a11y, and translation-safe SVO.

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Mdn Code Examples Practices · ryan-brosas
Use when authoring MDN/Mozilla doc code examples, Prettier, 15–25 line vanilla snippets, JS const/let/textContent, HTML5 lowercase kebab markup, modern vanilla CSS, and example-good/bad fences.

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Open Interpreter Foundation · ryan-brosas bundle
Use when porting open-interpreter's V8 code-action loop (exec tool), sandboxed host process, yield/wait cell lifecycle, or code-mode protocol.

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Paper Component Consistency · ryan-brosas bundle
Use when a reusable component in Paper must be created, audited, instantiated, migrated, or synchronized across pages while preserving intentional variants and content.

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Pi Better Openai Foundation · ryan-brosas bundle
Use when building a pi/OpenAI extension or any realtime-voice/terminal-image agent surface: layered config resolution with clamping, fast-mode payload injection, Codex OAuth credentials, usage polling with generation guards, cross-process floor arbitration for hardware ownership, mode-1004 terminal focus, barge-in echo gating, bounded web fetch, workspace-jailed image inputs, kitty frame animation, and diagnostic secret redaction.

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System Design Specification · ryan-brosas bundle
Use when a design has an explicit crash/recovery boundary to specify: write-ahead recovery, fault-site modeling, provisioned-ID intent, or deterministic crash testing; also durable asynchronous effects or event-sourced state whose failure behavior must be specified. Cold specialist, not generic system design.

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Typescript Coding Practices · ryan-brosas
Use when reviewing TypeScript style, modules, imports, nullability, or compiler/linter configuration; follow project conventions and consult Google TypeScript guidance as optional source-specific practice.

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Typescript Coding Standards · ryan-brosas
Use when choosing TypeScript domain models, validation boundaries, failure semantics, adapters, or test seams. Follow the project's architecture; brands, Result/Effect, and pure-core designs are options, not universal standards.

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Agentic SEO Skill Foundation · ryan-brosas bundle
Use when porting deterministic SEO/AEO/GEO audit machinery — SSRF-safe fetchers, robots/llms.txt evaluation, JSON-LD schema validation and generation, snippet-format scanning, E-E-A-T/freshness/citation content scoring, GSC decay/striking-distance tracking, AI-crawler policy matrices, authenticated GitHub repository-trust audits (provider fallback, rate-limit-aware retries, release/file-inventory scoring), the standalone-script runtime plane (non-raising fetch envelope, stdlib dotenv ladder, CLI output contract), or the orchestration pattern of an 88-script evidence layer under an LLM-first router.

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Common Lisp Coding Practices · ryan-brosas
Use when authoring or reviewing Common Lisp, lisp-case naming, *earmuffs*/+constants+, SLIME indentation,:import-from packages, CLOS typed slots, defgeneric protocols, and ASDF test in CI.

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Debugging And Error Recovery · ryan-brosas
Use when tests fail, builds break, behavior is unexpected, or multiple fix attempts have not worked.

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Duckdb Vectorized Foundation · ryan-brosas bundle
Use when porting DuckDB's vectorized execution core — vector formats, expression executor, adaptive filters — or building a tuple-filter pipeline that must handle flat, constant, dictionary, sequence, and shredded encodings without materialization. Source code and direct tests are ground truth; references carry decisive excerpts and graph retrieval.

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Javascript Project Practices · ryan-brosas
Use when bootstrapping or reviewing JavaScript/Node projects, elsewhen git/PR workflow, README template, env config, lockfiles, feature folders, ESLint/Prettier, REST API conventions, and lighthouse/axe from day one.

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Linkedin Scrapers Foundation · ryan-brosas bundle
Use when building or repairing a LinkedIn scraper, Sales Navigator harvester, or Easy Apply bot — cross-repo patterns mined from 13 LinkedIn scraper/bot repos into ONE suite foundation: session/auth handling, rate-limit evasion and detection, pagination and lazy-load walking, profile/job data normalization, application-form automation, and run-level orchestration with crash-safe logging.

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Open Computer Use Foundation · ryan-brosas bundle
Use when porting minimal computer-use agent loops: sandbox tool dispatch, grounding clicks, multi-provider LLM shims, and keep-alive streaming.

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Pydantic Settings Foundation · ryan-brosas bundle
Use when porting layered settings/config resolution machinery — ordered settings-source pipelines, env-var field resolution with aliases, nested-delimiter explosion of complex values, .env extra harvesting, secret-dir scanning, alias-aware JSON/TOML/YAML config file sources, or argparse-style CLI settings sources with repeated-flag merging, bool flag modes, and subcommand app runtimes from pydantic-settings.

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Reference Driven Development · ryan-brosas bundle
Use when outside prior art reduces uncertainty: adapting a reference repo, porting a pattern, or when a relevant project-local reference/<repo>/ or reference/web/<site>/ already exists and would materially help—even without an explicit use-this-reference request.

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Session Improvement Compiler · ryan-brosas bundle
Use when the user explicitly asks to turn current or historical session lessons, Fabric history, Hindsight memory, or a retrospective into durable improvements; triangulates evidence, improves the existing owner first, and routes outcomes to skills, gates, code, notes, or nothing.

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Theagenticbrowser Foundation · ryan-brosas bundle
Use when building a Playwright browser agent: mmid↔accessibility-tree DOM representation with prune/unravel minimization, mutation-observer action feedback, JS-click degradation, planner→browser→critique loops with DOM-scrubbed critique input, unified OpenAI transcript synthesis, and pre/post screenshot VLM verification.

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Wcag Accessibility Practices · ryan-brosas
Use when auditing or building web UI for WCAG 2.1 Level AA, POUR success criteria, keyboard/focus, contrast/reflow, forms/errors, name-role-value, and axe plus manual verification.

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Billion Context Pi Foundation · ryan-brosas bundle
Use when building long-context agent delegation and context management: per-turn context transforms, message-range compression, async subagent delegation, watchdogs, tool guardrails.

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Browser Harness JS Foundation · ryan-brosas bundle
Use when building a thin CDP/WebSocket bridge for browser agents: persistent eval daemon, target routing, a11y-tree compression and locators, consent-gated privacy-scrubbed action recording, hash-sealed evidence videos, and zero-dependency skill CLIs.

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Improve Codebase Architecture · ryan-brosas bundle
Use when the user wants to improve architecture, find refactoring opportunities, consolidate tightly-coupled modules, or make a codebase more testable and AI-navigable.

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Linux Kernel Coding Practices · ryan-brosas
Use when authoring or reviewing Linux kernel C, 8-tab indent, 80-col K&R braces, pointer-on-name spacing, descriptive globals, goto cleanup, kernel-doc, kmalloc_obj, and scripts/checkpatch.pl.

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Pi Messenger Swarm Foundation · ryan-brosas bundle
Use when building multi-agent coordination WITHOUT a central database or orchestrator process — durable agent registries with lockless name claiming, append-only event-sourced task queues with claim/dependency/cascade semantics, kafka-like feed messaging that tolerates offline recipients, subagent spawning with concurrency ceilings and crash-reconciled lifecycle tracking, or any port of the pi-messenger-swarm mesh to another agent host. Source code and direct tests are ground truth; references carry decisive excerpts and graph retrieval.

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Codebase Memory MCP Foundation · ryan-brosas bundle
Use when porting codebase-memory-mcp's C internals: SQLite graph store pragmas/integrity/quarantine, atomic publish pipeline, incremental closure routing, MCP server surface (TOON, profiles, cancellation), daemon rendezvous/version-cohort IPC, watcher/supervisor resilience, or the foundation allocator/lock/log primitives.

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Jetbrains Internals Foundation · ryan-brosas bundle
Use when porting IntelliJ-platform extension-point/plugin.xml manifest patterns, file-type/language registration, inspection catalogs, or settings/registry wiring from JetBrains IDE distributions.

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Node Best Practices Foundation · ryan-brosas bundle
Use when porting Node.js production practice contracts: error-handling and crash predicates, project structure, testing patterns, Docker/ops choreography, and the security plane (headers, sessions, password KDFs, JWT revocation, injection/ReDoS guards, brute-force limiters, secret hygiene, sandbox ladders, OWASP checklist).

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Powershell Scripting Practices · ryan-brosas
Use when authoring or reviewing PowerShell, PoshCode OTBS layout, Verb-Noun CmdletBinding functions, pipeline tool patterns, try/catch with -ErrorAction Stop, PSCredential security, and PSScriptAnalyzer in CI.

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Pydantic AI Harness Foundation · ryan-brosas bundle
Use when building a pydantic-ai agent harness: capability/toolset abstractions, context-window compaction, spend budgets, planning stores, subagent model menus, tool-output size bands, browser-use delegation plus Playwright browser and You.com web-research capabilities, sandboxed filesystem/shell hardening, runtime-authored capabilities, code-execution REPL driving, and exposing an agent over the Agent Client Protocol (ACP) to editors — turn commit/cancel discipline, approval scopes, byte-bounded streaming, session persistence, editor-native fs/terminal tools.

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Aeo Affiliate Skills Foundation · ryan-brosas bundle
Use when porting agent skill-collection machinery from aeo-affiliate-skills — CLI-supervised localhost daemons with three-tier liveness reuse, idle self-shutdown lifecycle, TTL cache key namespacing, wide-page client-side filter adapters, markdown-corpus→registry generation coupled to invariant tests, executable documentation vocabulary contracts, pattern-grep skill eval harnesses, and agent-facing self-install bootstrap skills.

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MCP Spec And Servers Foundation · ryan-brosas bundle
Use when building MCP servers or clients: modern-era stateless lifecycle, per-request _meta, Streamable HTTP + stdio transports, MRTR, subscriptions, OAuth 2.1 authorization, resource/prompt/completion surfaces, client features (elicitation/sampling/roots), dual-era dispatch, the Tasks extension plus task-based tool authoring and bidirectional task clients, cancellation/progress/ping patterns, structured tool outputs, URL-elicitation error paths, bounded fetches, and canonical reference-server patterns.

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Pi Provider Kimi Code Foundation · ryan-brosas bundle
Use when porting Kimi Code (Moonshot K2/K3) provider machinery — vendor-constrained payload mutation pipelines, inline-threshold file uploads with stale-token refresh ladders, content-hash upload memo caches, JSON Schema type back-fill for strict validators, per-tool $defs schema dedup under byte caps, empty-response stream suppression, speculative OAuth retry around synthetic start events, layered defaults/home/project/env/runtime config merge with source attribution, JSON-pointer config validation projection, window-tracking output caps, and a resolved-config stream store with live overlay.

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Github Contribution Opportunities · ryan-brosas
Use when finding and qualifying legitimate GitHub pull-request contribution opportunities in open-source repositories before claiming or implementing work.

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Pi Hypercharm Provider Foundation · ryan-brosas bundle
Use when building a pi provider extension: stale-while-revalidate model catalogs with hot-swap, merge precedence over patch/custom/deprecated layers, teed-stream usage capture with settle barriers, agent_settled polling gates, never-throw account fetch ladders, slash-command/interactive settings over one config object, ANSI-aware width math, progressive-tier status widgets, magnitude-tiered number formatting, runtime API-key plumbing behind provider registration, streamSimple delegation adapters, offline catalog-sync choreography, and overlay-list promotion pruning.

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Codedb Foundation · ryan-brosas bundle
Use when building or porting codedb-style code-intelligence search engines — typo-substring trigram indexes with bloom pruning, inverted word indexes with BM25+ ranking, content-defined n-gram indexes, mmap zero-copy persistence, deterministic call/import graphs, generation-safe result caches, and tiered recall ladders for agent context tools. Source code and direct tests are ground truth; references carry decisive excerpts and graph retrieval.

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Coderabbit Review · ryan-brosas bundle
Use when CodeRabbit CLI review is explicitly requested; scope the external review, inspect current CLI capabilities, and validate findings without replacing the project’s PR workflow.

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Cognee Foundation · ryan-brosas bundle
Use when building or porting cognee-style knowledge-pipeline memory engines — dataset-scale task-run engines with rollback, deterministic DataPoint identity, exact-reconstruction chunkers, ontology-canonicalized graph construction, provenance-folded writes, vector-to-graph triplet ranking, hybrid RRF retrieval lanes, and additive contradiction handling. Source code and direct tests are ground truth; references carry decisive excerpts and graph retrieval.

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Crewai Foundation · ryan-brosas bundle
Use when porting crewAI's Flow runtime kernel — event-driven method graph execution, HITL pause/resume, checkpoint lineage, and the pluggable-infra patterns they share.

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Django Foundation · ryan-brosas bundle
Use when porting Django's WSGI/ASGI handler pipeline, sync/async middleware chain, URL resolver/reverse engine, or request/response primitives — capsule-v2 source maps with decisive excerpts and graph retrieval.

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Duckdb Foundation · ryan-brosas bundle
Use when porting analytical-database internals — DPhyp join ordering, cardinality estimation, and adaptive-radix-tree index machinery. Source code and direct tests are ground truth.

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Eslint Foundation · ryan-brosas bundle
Use when building a lint rule engine or flat-config linter: the verify pipeline, config loading/validation and schema-driven cross-config merge algebra, worker-scaled file discovery, RuleTester harness, AST rule primitives, the code-path-analysis kernel, TokenStore cursor/location-index algebra, offset⇄line-column conversion, the verify-tail suppression split, the one-shot engine-bundle constructor with raw-options-vs-module-URL worker transport, fail-loud results-instance binding, the single run-tail result-cache reconcile, the typed warning-service dedup plane with worker-side channel muting, and the default-config lazy rules proxy.

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Github Repo Setup · ryan-brosas bundle
Use when setting up, governing, or auditing GitHub for a project: create the repository or wire origin, set description and topics, apply namespaced labels, add the PR template and issue forms, configure rulesets with required checks and merge policy, audit the remote for drift, or run a full setup across identity, governance, security, dependencies, and releases.

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Jobspy Foundation · ryan-brosas bundle
Use when scraping job listings across sites (LinkedIn, Indeed, Glassdoor, ZipRecruiter, Google, Naukri, Bayt, BDJobs): a unified Scraper abstraction, proxy rotation, salary/number parsing, and per-site adapter patterns.

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Joplin Foundation · ryan-brosas bundle
Use when porting joplin's offline-first sync kernel: TTL lock election over dumb targets, timestamp-LWW sync-info merges, three-step sync choreography with failsafes, conflict triage ordering, and the sync-target transport plane (backend registry, FileApi adapter contract, transport retry ladder, remote-clock offset probe, two-tier driver delta).

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Mastra Foundation · ryan-brosas bundle
Use when building a TypeScript agent framework or workflow engine — snapshot-persisted suspend/resume workflow DAGs, state-reader nested path navigation, agent-loop snapshot pruning, run-scope serialization boundary, resumable stream replay caching, agent tool memory isolation, Graph RAG serialization, LLM relevance scoring, ACP tool adapters, and the control-flow execution kernel (parallel/conditional/loop/foreach handlers with durable-engine hooks).

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Milvus Foundation · ryan-brosas bundle
Use when porting Milvus-style background maintenance into your own system: segment allocation/sealing policies, L0 delete-log compaction eligibility, mix/clustering/sort compaction triggers, a hot-swappable prioritized task queue with per-channel type exclusion, crash-safe persisted task state machines, publish-before-retire meta mutations, target-based reconcilers, storage-format migrations under rate limits, or snapshot-protection gating of destructive rewrites. Source code and direct tests are ground truth; references carry decisive excerpts and graph retrieval.

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Nocodb Foundation · ryan-brosas bundle
Use when building job-queue systems, background/migration jobs, DB-backed caches, streaming data import/export, cross-instance schema serialization with id remapping, or file lifecycle jobs — plus record CRUD funnels (single/bulk), the v1/v2 alias data entry with its shared list engine and nested-link query sanitization, LTAR link engines (nested dispatch, copy/paste swap, display-value linking, cross-base contexts), meta-sync diff/apply machinery (splice diff, pk ratchet, m2m promotion), anonymous shared-view/form security gates AND shared-view metadata projection (related-metas fixpoint, secret stripping), OR pg formula compilation with Airtable IEEE semantics (x/0→±Infinity/NaN CASE ladders, blank→0 coalescing, NaN sort-rank agreement, string-token wire contract) AND drift-hardening seams (per-level nested-lookup link conditions, V2-link conversion guards, import display-value admission): Bull-compatible fallback queue AND Redis variant, versioned migration jobs (incl. EE/CE skew), worker/primary…

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Ollama Foundation · ryan-brosas bundle
Use when porting local model-serving machinery from Ollama: scheduler load/evict loops, VRAM prediction and GPU placement, OOM retry ladders, streaming NDJSON→SSE codecs, thinking/harmony/tool parsers, capability derivation, and OpenAI/Anthropic compat bridges.

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Penpot Foundation · ryan-brosas bundle
Use when building or porting a collaborative visual editor's core data model: accumulating undoable edits against a large shape/document map, applying transforms as ordered op logs, persisting huge maps field-by-field, or keeping geometry math identical across two language runtimes (JVM/JS). Source code and direct tests are ground truth; references carry decisive excerpts and graph retrieval.

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Pi Acp Foundation · ryan-brosas bundle
Use when building an Agent Client Protocol (ACP) adapter that bridges an external ACP client (JetBrains IntelliJ, Zed) to a single-session coding agent (pi): stdio NDJSON ACP server wiring, 1:1 session-to-subprocess mapping, pi RPC transport, turn state machine with agent_settled completion, monotonic tool-call statuses, ordered update emission, slash-command expansion, structured edit diffs, and an authenticated IPC bridge that exposes remote MCP tools as pi extension tools.

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Postal Foundation · ryan-brosas bundle
Use when building SMTP mail-server delivery engines: DB-backed message queues with atomic claim locks, worker processes with role election, guard-chain message processing ladders, SMTP session reuse across batches, SSRF-guarded webhook delivery, per-server sharded message databases.

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Pre Pr Validation · ryan-brosas
Use when validating finished changes before pushing a PR: coordinate project gates, semantic and graph review, AI-slop rejection, and a revision-bound evidence record. push-pr owns remote delivery.

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Project Bootstrap · ryan-brosas
Use when entering a new or unfamiliar repository, initializing a greenfield project workspace, or intentionally establishing lightweight persistent project-level agent context.

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Qdrant Foundation · ryan-brosas bundle
Use when porting or re-implementing filtered vector-search machinery: filterable HNSW builds, ACORN/graph dispatch decisions, cardinality-driven prefilter-vs-index planning, WAL durability, hybrid RRF fusion, prefetch-tree query planning, or flush-ordered post-optimize cleanup. Source code and direct tests are ground truth; references carry decisive excerpts and graph retrieval.

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Rallly Foundation · ryan-brosas bundle
Use when porting group-scheduling poll machinery — floating vs timezone-pinned option storage, auto-close/reopen ladders, guest edit-token authorization, vote aggregation and scoring, atomic booking with invite dedup, cron housekeeping (inactivity retention + purge), or per-recipient email rendering.

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Server Foundation · ryan-brosas bundle
Use when porting multi-engine push/notification fan-out, Azure Notification Hubs registration pools, tag-based targeting/exclusion grammars, installation-relay protocols for self-hosted instances, feature-flagged per-user vault-sync fan-out, or the real-time consumer side: SignalR hub group grammars and connect lifecycles, queue-consumer poll/poison loops, internal send ingress, wire-format contract tables across rolling deploys, and pre-auth token-as-group waiting rooms. Source code and direct tests are ground truth; references carry decisive excerpts and graph retrieval.

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Sharex Foundation · ryan-brosas bundle
Use when porting ShareX's desktop job kernel — per-task STA worker threads with UI-context event marshaling, bounded upload admission control, state-dependent stop/cancel ladders, retry ladders, after-upload pipelines, and uploader factory/config gates. Source code and direct tests are ground truth; references carry decisive excerpts and graph retrieval.

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Skills Foundation · ryan-brosas bundle
Use when porting anthropics/skills contracts — progressive disclosure, trigger-description authoring, validation gate + packager exclusions + multiline parsing, eval-driven description optimizer + trigger matrix report + seven-file JSON schema plane, skill eval harness + judge pipeline + review viewer, MCP eval harness + response truncation/paging contract, OOXML unpack/edit/rezip internals, docx run-merge + redline + comment anchoring + tracked-changes acceptance + redlining validator, pptx corruption ladder + chart/slide validators + slide registration + thumbnail grids + clean GC, xlsx recalc gate + formula portability, office toolkit triplication + XSD baseline-diff gate + mc:Ignorable preprocess + validator CLI family routing + pptx order-repair hook + docx ID constraint/repair, PDF form-fill fork + coordinate systems + bbox gate + structure extraction + tool ladder + validation overlay, render-verify loop, black-box script discipline, soffice AF_UNIX shim, artifact scaffold+bundle, webapp-test server…

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362 published skills · page 1 of 4