majiayu000
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- ▌ Doc Coauthoring 8 · majiayu000 bundleGuide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This workflow helps users efficiently transfer context, refine content through iteration, and verify the doc works for readers. Trigger when user mentions writing docs, creating proposals, drafting specs, or similar tasks.
- ▌ Chore 2 · majiayu000 bundleChore executor for simple, repetitive, and batch tasks. Use when: batch renaming, text replacement, formatting, dependency updates, or config changes. 杂务执行者，处理简单重复任务，节省 token。
- ▌ Draft Shells 6 · majiayu000 bundleDecompose a specification file into shells with YAML frontmatter. Each shell captures the wiring invariants (Produces, Consumes, Covers) and high-level Implementation Steps without committing to file paths. Use when the user asks to "draft shells", "create shells", "break spec into shells", "decompose spec into sessions", "draft shells from spec", "generate shells from spec", or "make shells from spec".
- ▌ Openspec Onboard 3 · majiayu000 bundleGuided onboarding for OpenSpec - walk through a complete workflow cycle with narration and real codebase work.
- ▌ Prd V01 User Value Articulation 2 · majiayu000 bundleTransform validated pain points into articulated user value statements for PRD v0.1 Spark. Triggers on completing problem framing, defining user outcomes, articulating value propositions, or requests like "what value do users get", "define outcomes", "articulate the benefit", "finish v0.1", "pain to value", "what do they gain". Outputs CFD- entries tagged as value hypotheses with evidence tiers. Follows Problem Framing skill in workflow.
- ▌ Decisive Agent 2 · majiayu000 bundleEnforces decisive decision-making. Search best practices, decide on ONE option, provide reasoning. NEVER ask user to choose.
- ▌ Nl Router 2 · majiayu000 bundleRoute natural language requests to appropriate skills and workflows. Use when relevant to the task.
- ▌ Model Usage 5 · majiayu000 bundleUse CodexBar CLI local cost usage to summarize per-model usage for Codex or Claude, including the current (most recent) model or a full model breakdown. Trigger when asked for model-level usage/cost data from codexbar, or when you need a scriptable per-model summary from codexbar cost JSON.
- ▌ Agentdb Learning Plugins 3 · majiayu000 bundleCreate and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms. Includes Decision Transformer, Q-Learning, SARSA, Actor-Critic, and more. Use when building self-learning agents, implementing RL, or optimizing agent behavior through experience.
- ▌ Stable Baselines3 2 · majiayu000 bundleProduction-ready reinforcement learning algorithms (PPO, SAC, DQN, TD3, DDPG, A2C) with scikit-learn-like API. Use for standard RL experiments, quick prototyping, and well-documented algorithm implementations. Best for single-agent RL with Gymnasium environments. For high-performance parallel training, multi-agent systems, or custom vectorized environments, use pufferlib instead.
- ▌ Arxiv 5 · majiayu000 bundleSearch arXiv for papers and extract knowledge into memory. Use `search` to find papers, `learn` to extract knowledge.
- ▌ Corrections Audit 3 · majiayu000 bundleUse to analyze correction trends, surface recurring patterns, and graduate repeat corrections to guardrails or anti-patterns.
- ▌ Design Practice 2 · majiayu000 bundleApply the 6-phase design framework (Describe, Diagnose, Delimit, Direction, Design, Develop) to understand a problem before implementing a solution.
- ▌ Devils Advocate 10 · majiayu000 bundleSystematically challenge current assumptions before major decisions. Counters confirmation bias, groupthink, and overconfidence.
- ▌ User Select 2 · majiayu000 bundlePresent users with choices and collect their selections for interactive decision-making
- ▌ Aif Docs 2 · majiayu000 bundleGenerate and maintain project documentation. Creates a lean README as a landing page with detailed docs/ directory split by topic. Use when user says "create docs", "write documentation", "update docs", "generate readme", or "document project".
- ▌ Command Documentation Patterns 2 · majiayu000 bundleコマンドのドキュメント設計（セルフドキュメンティング構造/使用例/トラブルシューティング）を整理し、説明の一貫性と読みやすさを支援するスキル。 章構成、記述ルール、検証手順を一貫して整理する。 Anchors: • Software Requirements (Karl Wiegers) / 適用: 要求の言語化と構造化 / 目的: 説明品質の安定化 Trigger: Use when documenting commands, creating usage examples, or designing troubleshooting sections for command workflows. command documentation, usage examples, troubleshooting, self-documenting structure
- ▌ Document Secrets 2 · majiayu000 bundleシークレット追加時のドキュメント更新。「シークレットを追加」「環境変数を追加」「API キーを設定」などのリクエスト時に使用。
- ▌ Lotus Convert Rich Text Fields 2 · majiayu000 bundleConvert Lotus Notes rich text fields to standard formats (HTML, markdown, plain text). Use when migrating formatted content, extracting text styling and formatting, handling embedded objects (images, attachments, tables), or preparing rich text data for new systems. Works with rich text content extraction, format conversion, embedded media handling, and formatting preservation strategies.
- ▌ Session Log 2 · majiayu000 bundleHuman-readable markdown session logs for characters and adventures.
- ▌ Summarize 7 · majiayu000 bundleSummarize or extract text/transcripts from URLs, podcasts, and local files (great fallback for “transcribe this YouTube/video”).
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- ▌ Bio Pathway Kegg Pathways 2 · majiayu000 bundleKEGG pathway and module enrichment analysis using clusterProfiler enrichKEGG and enrichMKEGG. Tests whether KEGG pathways are over-represented in a gene list. Supports 4000+ organisms via KEGG online database.
- ▌ Minside 3 · majiayu000 bundleExpert context for BIM Verdi's Min Side member portal. Use when working on /min-side/ routes, user authentication, access control, or member features.
- ▌ Dojo Client 2 · majiayu000 bundleIntegrate Dojo with game clients for JavaScript, Unity, Unreal, Rust, and other platforms. Generate typed bindings and connection code. Use when connecting frontends or game engines to your Dojo world.
- ▌ Multiplayer 3 · majiayu000 bundleMultiplayer game development principles. Architecture, networking, synchronization.
- ▌ 414 Frameworks Quarkus Kafka 2 · majiayu000 bundleUse when you need Kafka messaging in Quarkus with SmallRye Reactive Messaging — including channel/topic design, build-time Jackson serialization, typed @Channel/@Incoming, ack/failure strategies, retries/DLQ, idempotency, Dev Services, and Testcontainers integration tests. This should trigger for requests such as Add Kafka in Quarkus; Review Reactive Messaging consumers; Improve failure handling for Quarkus Kafka. Part of cursor-rules-java project
- ▌ Add Github 2 · majiayu000 bundleAdd GitHub channel integration via Chat SDK. PR and issue comment threads as conversations.
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- ▌ Fastmcp 6 · majiayu000 bundleFastMCP Python framework for MCP servers with tools, resources, storage backends (memory/disk/Redis/DynamoDB). Use for Claude tool exposure, OAuth Proxy, cloud deployment, or encountering storage, lifespan, middleware, circular import, async errors.
- ▌ Prompt Optimizer 6 · majiayu000 bundleA/B test CLAUDE.md instruction changes against eval benchmarks. Capture baselines, test variants, compare results.
- ▌ Ck AI Multimodal 2 · majiayu000 bundleAnalyze images/audio/video with Gemini API (better vision than Claude). Generate images (Imagen 4), videos (Veo 3). Use for vision analysis, transcription, OCR, design extraction, multimodal AI.
- ▌ Numpy Core 2 · majiayu000 bundleNumPy Core focuses on the foundational architecture of the ndarray. This includes how data types (dtypes) interpret raw memory, how shapes are manipulated without copying data through "views," and how
- ▌ Bio Metabolomics Pathway Mapping 2 · majiayu000 bundleMap metabolites to biological pathways using KEGG, Reactome, and MetaboAnalyst. Perform pathway enrichment and topology analysis. Use when interpreting metabolomics results in the context of biochemical pathways.
- ▌ Qutip 2 · majiayu000 bundleQuantum mechanics simulations and analysis using QuTiP (Quantum Toolbox in Python).
- ▌ Scvi Tools 3 · majiayu000 bundleDeep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfer learning, differential expression with uncertainty, or multi-modal integration (TOTALVI, MultiVI). Best for advanced modeling, batch effects, multimodal data. For standard analysis pipelines use scanpy.
- ▌ Ca Commit 2 · majiayu000 bundleRun the full commit gate — the only sanctioned path to a git commit.
- ▌ Ca Status 2 · majiayu000 bundleShow the project's current state at a glance — stage, open tasks, open questions, overrides since the last checkpoint, current branch. Read-only.
- ▌ Draft Shells 5 · majiayu000 bundleDecompose a specification file into shells with YAML frontmatter. Each shell captures the wiring invariants (Produces, Consumes, Covers) and high-level Implementation Steps without committing to file paths. Use when the user asks to "draft shells", "create shells", "break spec into shells", "decompose spec into sessions", "draft shells from spec", "generate shells from spec", or "make shells from spec".
- ▌ Expand Shell 4 · majiayu000 bundleExpand a shell into a full implementation plan. Verifies Consumes against the current codebase, runs a fresh pattern survey, escalates open questions, and fills in concrete file references and verification. Use when the user asks to "expand a shell", "expand shell", "fill in the shell", "expand the shell", or "concretize the shell".
- ▌ Feature Plan 9 · majiayu000 bundlePlan feature implementation across services and workstreams by reading ARCHITECTURE.md and AGENTS.md, identifying affected areas, and producing an actionable Codex-friendly implementation plan.
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- ▌ Make Req 2 · majiayu000 bundleDecompose a task, plan, roadmap, or feature description into a structured set of requirements grouped for independent planning. Use when user says "make req", "make requirements", "decompose requirements", "extract requirements", or wants to break down a task into what needs to be true.
- ▌ Prd V05 Risk Discovery Interview 3 · majiayu000 bundleSurface risks through guided questioning, helping users consider pivots, constraints, and prioritization during PRD v0.5 Red Team Review. Triggers on requests to identify risks, stress-test the idea, perform red team review, or when user asks "what could go wrong?", "identify risks", "red team", "risk assessment", "challenge assumptions", "stress test the idea". Consumes all prior IDs (CFD-, BR-, FEA-, PER-, UJ-, SCR-) as interview context. Outputs RISK- entries with owner decisions and mitigations. Feeds v0.5 Technical Stack Selection.
- ▌ Scoping 2 · majiayu000 bundleConduct scoping conversation with user to define research question, key findings, and constraints. Generates scope.md that guides all subsequent steps. Second step of biomedical-science-writer workflow. Requires inventory.md to exist.
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- ▌ Reflect 11 · majiayu000 bundleCRITICAL learning capture. Extracts HIGH/MED/LOW confidence patterns from conversations to prevent repeating mistakes and preserve what works. Use PROACTIVELY after user corrections ("no", "wrong"), after praise ("perfect", "exactly"), when discovering edge cases, or when skills are heavily used. Without reflection, valuable learnings are LOST forever. Acts as continuous improvement engine for all skills. Invoke EARLY and OFTEN - every correction is a learning opportunity.
- ▌ Aif Review 2 · majiayu000 bundlePerform code review on staged changes or a pull request. Checks for bugs, security issues, performance problems, and best practices. Use when user says "review code", "check my code", "review PR", or "is this code okay".
- ▌ Aif Verify 2 · majiayu000 bundleVerify completed implementation against the plan. Checks that all tasks were fully implemented, nothing was forgotten, code compiles, tests pass, and quality standards are met. Use after "/aif-implement" completes, or when user says "verify", "check work", "did we miss anything".
- ▌ Fullstory Element Properties 2 · majiayu000 bundleComprehensive guide for implementing Fullstory's Element Properties API across Web, Android, and iOS platforms. Teaches proper type handling, schema construction, value formatting, and platform-specific patterns including view/cell reuse. Includes detailed good/bad examples for e-commerce, forms, and dynamic content to help developers add semantic decoration to their apps and capture business-relevant properties on interactive elements.
- ▌ Uloop Get Version 2 · majiayu000 bundleGet Unity and project information via uloop CLI. Use when you need to verify Unity version, check project settings (ProductName, CompanyName, Version), or troubleshoot environment issues.
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- ▌ Jupytext 2 · majiayu000 bundleThis skill should be used when the user asks to "convert notebook to text", "use jupytext", "version control notebooks", "share data between kernels", "set up multi-kernel project", "pair notebooks with Python files", "sync ipynb and py files", or needs multi-kernel projects (Python/R/Stata/SAS) with version-control-friendly notebooks.
- ▌ Local Config 2 · majiayu000 bundleThis skill should be used for configuring devloop project settings via .devloop/local.md, git workflow preferences, commit settings, review options
- ▌ Setup Work 2 · majiayu000 bundleSetup development environment from GitHub issue. Invoke when user says "init work on issue
- ▌ Shellck 2 · majiayu000 bundleRun shellcheck on shell scripts after editing scripts or when debugging shell errors. Use for linting scripts in a repo (especially scripts/), catching issues like set -u with unset vars, bad subshell usage, or quoting mistakes.
- ▌ Ss Resolve 2 · majiayu000 bundleCompile a small, deterministic StyleSeed rule bundle for one agent, output grammar, surface adapter, domain, page type, brand recipe, palette recipe, and optional profile. Use before setup or build, when STYLESEED.md changes, when updating StyleSeed, or whenever an agent would otherwise load the full rule handbook.
- ▌ Threejs 4 · majiayu000 bundleBuild 3D web apps with Three.js (WebGL/WebGPU). 556 searchable examples, 60 API classes, 20 use cases. Actions: create 3D scene, load model, add animation, implement physics, build VR/XR. Topics: GLTF loader, PBR materials, particle effects, shadows, post-processing, compute shaders, TSL. Integrations: WebGPU, physics engines, spatial audio.
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- ▌ Skeptical Triage 2 · majiayu000 bundleReusable 3-round self-challenge + arbiter pattern for filtering false positives from findings/verdicts. Use when the cost of a false-positive gate block exceeds the cost of ~4 extra LLM turns.
- ▌ Well Architected 2 · majiayu000 bundle6-pillar architecture review framework. Adapted from AWS Well-Architected for use by great_cto's architect agent on every non-nano ARCH document. Forces explicit answers across operational excellence, security, reliability, performance, cost, and sustainability — not just feature design.
- ▌ Pm Planning 2 · majiayu000 bundleDecomposition methodology for pm agent — turns an approved ARCH document into a Beads task list with explicit dependencies, time-boxes, and acceptance criteria. The pipeline can only orchestrate work it can see; this skill defines what "seeable work" looks like.
- ▌ Vf Rtl 2 · majiayu000 bundleUse this skill to start or resume the VeriFlow RTL hardware design pipeline (architect to synth). Trigger this when the user asks to "run the RTL flow", "design hardware", or "start the pipeline". Pass the project directory path as the argument.
- ▌ Unknown 62 · majiayu000 bundleMy personal dotfiles for my Hyprland/Arch Linux/NeoVim desktop setup.
- ▌ Map Codebase 3 · majiayu000 bundleDeep architecture report that fans out parallel inspections across different aspects of the codebase (structure, tech stack, APIs, patterns, data flow, dependencies, testing) and synthesizes findings into a comprehensive document at .turbo/codebase-map.md and .turbo/codebase-map.html. Use when the user asks to "map the codebase", "map codebase", "architecture report", "codebase overview", "architecture overview", "what am I looking at", or "explain this codebase".
- ▌ Commit Staged 3 · majiayu000 bundleCommit already-staged changes with a message matching existing commit style. Use when the user asks to "commit staged changes" or "commit what's staged".
- ▌ Simplify Code 5 · majiayu000 bundleRun a multi-agent review of changed files for reuse, quality, efficiency, and clarity issues followed by automated fixes. Use when the user asks to "simplify code", "review changed code", "check for code reuse", "review code quality", "review efficiency", "simplify changes", "clean up code", "refactor changes", or "run simplify".
- ▌ Apply Findings 4 · majiayu000 bundleApply findings by making the suggested code changes. Applies accepted verdicts, escalates ambiguous findings to the user, and offers to note skipped genuine improvements. Use when the user asks to "apply findings", "apply fixes", "apply suggestions", "apply accepted findings", "fix the findings", or "apply the review results".
- ▌ Survey Patterns 2 · majiayu000 bundleSurvey the codebase for analogous features, reusable utilities, and existing patterns relevant to a proposed change. Returns structured findings without writing code. Use when the user asks to "survey patterns", "find existing patterns", "look for analogous features", "check how similar things are done", "find prior art for this change", or needs pattern context before planning a change.
- ▌ Pick Next Shell 4 · majiayu000 bundlePick the next shell whose dependencies are satisfied and carry it through planning and implementation: expand, refine, self-improve, implement. Use when the user asks to "pick next shell", "next shell", "continue project", "what's next", "next implementation step", or "continue with the plan".
- ▌ Pick Next Shell 5 · majiayu000 bundlePick the next shell whose dependencies are satisfied and carry it through planning: expand, refine, self-improve, halt. Use when the user asks to "pick next shell", "next shell", "continue project", "what's next", "next implementation step", or "continue with the plan".
- ▌ Resolve Findings 2 · majiayu000 bundleChoose an implementation path (direct or plan) for evaluated findings and dispatch it. Direct path applies fixes directly; plan path runs $turboplan. Use after $evaluate-findings has tagged findings and they need to be implemented, or when the user asks to "resolve findings", "apply evaluated findings", or "dispatch findings to implementation".
- ▌ Note Improvement 2 · majiayu000 bundleCapture an out-of-scope improvement opportunity so it doesn't get lost. Use when the user asks to "note improvement", "save improvement", "track this for later", "remember this improvement", "note this idea", "log improvement", "backlog this", or "park this idea". Also invoke proactively when noticing something improvable during work that falls outside the current task's scope — briefly mention it to the user and offer to note it.
- ▌ Evaluate Findings 4 · majiayu000 bundleCritically assess external feedback (code reviews, AI reviewers, PR comments) and decide which suggestions to apply using adversarial verification. Use when the user asks to "evaluate findings", "assess review comments", "triage review feedback", "evaluate review output", or "filter false positives".
- ▌ Changelog Rules 2 · majiayu000 bundleShared changelog conventions and formatting rules referenced by $create-changelog and $update-changelog. Not typically invoked directly.
- ▌ Create Changelog 2 · majiayu000 bundleCreate a CHANGELOG.md following keepachangelog.com conventions with version history backfilled from GitHub releases or git tags. Use when the user asks to "create a changelog", "add a changelog", "initialize changelog", "start a changelog", "set up changelog", "generate changelog", or "backfill changelog".
- ▌ Docs Validating Factual Accuracy 3 · majiayu000 bundleUniversal methodology for verifying factual correctness in documentation using WebSearch and WebFetch tools. Covers command syntax verification, version checking, code example validation, API correctness, confidence classification system ([Verified], [Error], [Outdated], [Unverified]), source prioritization, and update frequency rules. Essential for maintaining factual accuracy in technical documentation and educational content
- ▌ Lynx Repair 2 · majiayu000 bundleReview pull request feedback with discerning judgment. The lynx scans comments, identifies legitimate concerns, addresses minor issues directly, and plans responses to significant feedback. Use when responding to PR reviews and addressing reviewer concerns.
- ▌ Review 60 · majiayu000 bundleReview code for common issues. Use when reviewing PRs, suggesting code changes, or when user asks to review code.
- ▌ Simplify Code 4 · majiayu000 bundleRun a multi-agent review of changed files for reuse, quality, efficiency, clarity, and altitude issues followed by automated fixes. Use when the user asks to "simplify code", "review changed code", "check for code reuse", "review code quality", "review efficiency", "simplify changes", "clean up code", "refactor changes", or "run simplify".
- ▌ Simplify Docs 4 · majiayu000 bundleRun a multi-agent review of code comments and markdown documentation for unnecessary content, then fix the issues. Covers what-restating comments, name-mirroring doc comments, status-update prose, and other documentation noise. Use when the user asks to "simplify docs", "simplify documentation", "clean up comments", "clean up docs", "review documentation", "strip unnecessary comments", "reduce doc noise", or "run simplify-docs".
- ▌ 703 Technologies Fuzzing Testing 2 · majiayu000 bundleUse when you need to add or review fuzz testing for Java APIs with CATS — including contract-driven negative testing, malformed payload validation, boundary input exploration, CI integration, reproducible failures, and local execution guidance. This should trigger for requests such as Add fuzz testing to a Java project; Use CATS for API negative testing; Review CI quality gates for API contract robustness; Improve boundary and malformed input test coverage. Part of cursor-rules-java project
- ▌ Fosmvvm Viewmodel Test Generator 3 · majiayu000 bundleGenerate comprehensive ViewModel tests with multi-locale translation verification. Use when creating test coverage for ViewModels, especially those with localization.
- ▌ Laravel Testing 4 · majiayu000 bundleWrite tests with Pest 3/PHPUnit, feature tests, unit tests, mocking, fakes, and factories. Use when testing controllers, services, models, or implementing TDD.
- ▌ Pytest Application Layer Testing 2 · majiayu000 bundleTesting use cases and application services: use case testing with mocked gateways, DTO testing, application exception testing, orchestration testing, mocking at adapter boundaries. Coverage target: 85-90%. Use when: Testing use cases, testing application services, testing DTOs and data transformation, testing error handling in use cases, mocking external dependencies at layer boundaries.
- ▌ Run The Tests 2 · majiayu000 bundleRun the project's test suite and fix any failures. If no test runner is configured, sets up best-in-class testing infrastructure for the project's language/framework. Ensures all tests pass before completion.
- ▌ Test Consolidate 3 · majiayu000 bundleConsolidate verbose test suites by replacing repetitive unit tests with property-based tests, parameterized tests (rstest), or fuzz tests. Less code to maintain, same or better coverage.
- ▌ Using Ops Team 2 · majiayu000 bundle5 specialist operations agents for platform engineering, incident response, cloud cost optimization, infrastructure architecture, and security operations. Dispatch when you need production operations expertise.
- ▌ Using Pmm Team 2 · majiayu000 bundle7 product marketing skills + 6 specialist agents for go-to-market strategy, positioning, messaging, competitive intelligence, and launch coordination.
- ▌ Aitask Create 3 · majiayu000 bundleCreate a new AI task file with automatic numbering and proper metadata.
- ▌ Anti Patterns 3 · majiayu000 bundleCatalogue of known SDLC anti-patterns that great_cto agents must actively reject when reviewing architecture, plans, code, or post-mortems. Used by architect (pre-impl), pm (planning), senior-dev (impl), l3-support (post-incident).
- ▌ Prose Style 4 · majiayu000 bundleReusable writing-style contract for agent outputs (reports, ARCH docs, verdicts, threat models). Forces direct prose with concrete evidence, no marketing voice, no hedge words. The single most-referenced skill across the pipeline — used by 28 agents.
- ▌ Archetype Review Base 2 · majiayu000 bundleShared review framework that every domain reviewer (pci, oracle, gov, edtech, healthcare, mlops, etc.) MUST follow. Defines mandatory sections, severity scale, verdict format, and the "domain heuristic vs generic check" boundary. Eliminates duplication across 18 reviewer prompts.
- ▌ Discovery 14 · majiayu000 bundleStructured pre-design questioning to surface hidden constraints before any architecture decision is locked in. Forces the architect/auditor/reviewer to enumerate what they DON'T know before proposing.
- ▌ Vkc Visa Assessment Engine 2 · majiayu000 bundleDesign and implement the Viet K-Connect visa assessment engine (DB-driven ruleset JSON schema + versioning + effective dates). No hardcoded rules in code. Use for building /api/visa/assess and admin ruleset management. (키워드= 비자 평가, 룰셋, 규칙 엔진, DB-driven, 버전/적용일, /api/visa/assess)
- ▌ Add Signal 3 · majiayu000 bundleAdd Signal channel integration via signal-cli TCP daemon. Native adapter — no Chat SDK bridge.
- ▌ Add Mnemon 2 · majiayu000 bundleAdd persistent graph-based memory via mnemon. Agents recall past context before responding and remember insights after each turn.
- ▌ Add Ollama Tool 4 · majiayu000 bundleAdd Ollama MCP server so the container agent can call local models and optionally manage the Ollama model library.
- ▌ Convert To Apple Container 3 · majiayu000 bundleSwitch from Docker to Apple Container for macOS-native container isolation. Use when the user wants Apple Container instead of Docker, or is setting up on macOS and prefers the native runtime. Triggers on "apple container", "convert to apple container", "switch to apple container", or "use apple container".
- ▌ Use Native Credential Proxy 2 · majiayu000 bundleReplace OneCLI gateway with the built-in credential proxy. For users who want simple .env-based credential management without installing OneCLI. Reads API key or OAuth token from .env and injects into container API requests.