Routing rules
The rule set should be applied after extracting project constraints and before purely semantic ranking. Required conditions and avoid lists can veto otherwise strong keyword matches.
Priority 952 Need a specialist Claude Code subagent by role/domain
158+ Claude Code specialist subagents organized into ten categories and installable by category plugin or individual Markdown agent.
Required conditions
None documented.
Preferred repositories
VoltAgent/awesome-claude-code-subagents
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 953 Want automatically enforced disciplined coding workflow
Complete coding-agent methodology using automatically triggered skills for brainstorming, worktrees, detailed plans, subagent development, TDD, review, and branch completion.
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 954 Agent consumes too much shell/test/build output
Rust CLI proxy/hook that compresses noisy shell, git, test, build, cloud, and infrastructure command output before agents read it.
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 955 Need one LLM-friendly repository snapshot
Packs a repository into AI-friendly XML/Markdown/text with token counts, ignore rules, Secretlint filtering, remote-repo support, and Tree-sitter compression.
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 956 Need vectorless explainable retrieval over long structured documents
Vectorless reasoning-based RAG that builds hierarchical document trees and lets LLMs reason over them instead of vector similarity/chunking.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 957 Need a shared work board for many coding agents/humans
Self-hostable workspace where many coding-agent CLIs act as teammates: issues, squads, runtimes, skills, autopilots, logs, costs, and review gates.
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 958 Need MCP reference implementation/testing
Official MCP steering-group reference servers: Everything, Fetch, Filesystem, Git, Memory, Sequential Thinking, and Time.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 959 Need understandable end-to-end LLM training/research
Minimal end-to-end LLM training harness covering tokenizer, pretraining, SFT, RL, evaluation, inference, and scaling/speedrun scripts.
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 960 Need autonomous small-LLM experiments on suitable NVIDIA GPU
Minimal autonomous LLM research loop: agent edits train.py, runs fixed five-minute experiments, checks val_bpb, and keeps/discards changes.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 961 Need hardware-isolated execution for generated code
Pre-release code-acting agent runtime executing generated JavaScript handlers inside hardware-isolated Hyperlight micro-VMs with explicit host capabilities.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 962 Need to assess/teach Claude Code setup maturity
Unofficial /level-up skill that scans Claude Code setup signals, assigns one of ten maturity levels, and gives/builds a next-step roadmap.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 963 Need a reference calendar-spend demo
Hackathon FastAPI + Next.js prototype forecasting spending from calendar events with dashboard, savings challenges, mock banking, and optional Gemini coach.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 964 Need local/open-weight image generation/editing
Minimal inference code for open-weight FLUX.2 image generation/editing, including Klein 4B/9B and larger dev variants.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 965 Need a local OpenClaw-based AI CRM
Local AI CRM framework built on a dedicated OpenClaw profile/gateway with web UI and CLI lifecycle.
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 966 Need plan→work→review→knowledge-compounding workflow
Engineering plugin whose core loop brainstorms, plans, works, simplifies, reviews, and stores solved-problem knowledge for future agent work.
Required conditions
None documented.
Preferred repositories
EveryInc/compound-engineering-plugin
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 967 Need to discover an Agent Skill
Large curated Agent Skills/plugin catalog plus a Composio-powered connect-apps plugin for authenticated actions across many external services.
Required conditions
None documented.
Preferred repositories
ComposioHQ/awesome-claude-skills
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 968 Need Codex review/delegation inside Claude Code
Official OpenAI Claude Code plugin for Codex read-only/adversarial reviews, rescue delegation, session transfer, and background job management.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 969 Need cross-platform Claude Code GUI/agent manager
Enhanced fork of Claudia: Tauri desktop GUI for Claude Code projects/sessions, custom agents, usage analytics, MCP management, checkpoints, and CLAUDE.md editing.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 970 Need safer/simpler/surgical coding-agent behavior
Small Karpathy-inspired guidelines package for thinking before coding, simplicity, surgical changes, and goal-driven verification across Claude/Cursor forms.
Required conditions
None documented.
Preferred repositories
multica-ai/andrej-karpathy-skills
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 971 macOS user wants GUI/approvals for Claude Code
macOS Electron overlay for Claude Code with multi-tab sessions, approval UI, history, local voice input, attachments, and skill marketplace.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 972 Need semantic code search over a large repository
Vector-backed semantic code search that indexes repositories and retrieves relevant code via MCP for Claude Code, Codex, Gemini, Cursor and others.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 973 Need to discover candidate MCP servers
Community MCP server discovery repository; its root README was empty in the connector snapshot while translated indexes remained searchable.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: low
Priority 974 Need to discover Claude Code ecosystem resources
Curated Claude Code ecosystem index covering official guidance, runtimes/clients, status lines, design, security, orchestration, skills, memory, and observability.
Required conditions
None documented.
Preferred repositories
hesreallyhim/awesome-claude-code
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 975 Need Claude prompt examples/ideas
Community collection of Claude prompt examples across coding, writing, marketing, business, analysis, and education.
Required conditions
None documented.
Preferred repositories
langgptai/awesome-claude-prompts
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: medium
Priority 976 Need persistent project/session memory
Persistent memory plugin that captures session observations, summarizes/stores them, supports hybrid search, and injects relevant context into later sessions.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 977 Need advertising creative through Arcads
Claude Code/Cursor skills for Arcads image/video APIs, prompt libraries, static ad templates, animated pipelines, captions, and Meta-ad workflows.
Required conditions
None documented.
Preferred repositories
krusemediallc/arcads-claude-code
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 978 Need an autonomous engineering factory
Public-beta autonomous engineering-team runtime coordinating planning, coding, review, QA, merge, verification, and replanning agents.
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 979 Need a focused engineering discipline
Small, editable, composable engineering skills for requirements, specs/tickets, TDD, debugging, architecture, research, review, and implementation.
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 980 Need adaptive end-to-end AI delivery with specialized roles
Adaptive AI software-delivery method with specialized product, architecture, UX, development, and testing roles and right-sized workflows.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 981 Researching historical GSD
Archived legacy GSD repository whose README directs users to open-gsd/gsd-core.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 982 Need formal spec-first requirements/plan/tasks
Spec-driven development toolkit/Specify CLI with constitution → specification → plan → tasks → implementation plus clarify/analyze/checklist extensions.
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 983 Need to compile stable long-form sources into a reusable skill
Converts books/document folders into structured Agent Skills with SKILL.md, chapters, glossary, patterns, and cheatsheet.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 984 Need Claude Code session/context visibility
Claude Code status-line HUD for project path, context health, tools, agents, todos, and usage from native session/transcript data.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 985 Deploying a web app to Vercel
First-party Vercel CLI and deployment tooling monorepo for building/deploying web projects to the Vercel platform.
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 986 Need Postgres plus auth/storage/realtime/auto APIs
Postgres development platform combining database, auth, REST/GraphQL APIs, realtime, storage, functions, vector/AI tooling, dashboard, and clients.
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 987 User wants to design/redesign/audit/polish/harden/optimize a frontend
Frontend design/quality Agent Skill plus commands, detector rules, PRODUCT.md/DESIGN.md artifacts, and live browser iteration.
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 988 Need an agent to reach many public web/social/video sources
Python CLI/Agent Skill that installs, configures, and health-checks access paths for websites, search, social platforms, video, podcasts, RSS, and GitHub.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 989 Need a local visual studio for agent-generated artifacts
Local-first desktop design studio connecting coding agents to prototypes, dashboards, decks, images, HyperFrames video, design systems, plugins, and exports.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 990 Need broad UI/UX reference/design-system guidance
UI/UX design-intelligence skill with searchable styles, palettes, typography, charts, stack guidance, anti-patterns, and UX rules.
Required conditions
None documented.
Preferred repositories
nextlevelbuilder/ui-ux-pro-max-skill
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 991 Need to orchestrate many services quickly
Source-available visual workflow/AI-agent platform with a large connector ecosystem, templates, custom JavaScript/Python, self-hosting, and cloud.
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 992 Need a design-style skill or image-to-code guidance
Portable frontend design Agent Skills spanning design taste, redesign, image-to-code, high-end/minimal/brutalist styles, and image/brand reference workflows.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 993 Need robust web scrape/search/crawl APIs
Web data API/open-source stack for search, scraping, crawling, browser interaction, and LLM-ready extraction.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 994 Need one endpoint across many model providers
Local-first AI gateway routing coding agents across hundreds of providers/models with fallback, dashboard, MCP/A2A, and RTK/Caveman prompt compression.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 995 Need Python scraping from HTTP through browser-backed crawling
Python scraping framework with adaptive parsers, HTTP/browser/stealth fetchers, concurrent spiders, CLI, and MCP/agent integrations.
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 996 Need repeatable vertical explainer/marketing shorts
Archon/Claude Code workflow that turns a topic or URL into a vertical AI-voiced HyperFrames short with HTML/GSAP templates and TTS.
Required conditions
None documented.
Preferred repositories
coleam00/hyperframes-ai-video-generation
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 997 Need an Agent Skill or first-party skill-format example
Official Anthropic Agent Skills examples and reusable skills for documents, design, development, communications, skill authoring, MCP building, and web testing.
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 998 Claude Code is the desired coding runtime
Anthropic's agentic coding CLI plus official plugins containing reusable commands, subagents, hooks, skills, and MCP integrations.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 999 Need a design system extracted from an existing site/codebase
Static-analysis CLI that extracts design systems from URLs, repositories, or local code and writes agent-ready design artifacts/skills.
Required conditions
None documented.
Preferred repositories
Preferred components
None
Repositories to avoid
None
Components to avoid
None
Fallback repositories
None
Confidence: high
Priority 944 Need teams-first multi-agent orchestration inside Claude Code
Teams-first multi-agent orchestration layer for Claude Code with guided setup, staged autopilot, native teams, provider advisers, planning, QA, memory, diagnostics, and many focused skills.
Required conditions
Claude Code is the primary runtime and team orchestration is desired
Preferred repositories
Preferred components
Repositories to avoid
None
Components to avoid
None
Fallback repositories
Compare the linked relationship and matrix row.
Confidence: high
Priority 945 Need an inspectable multi-stage agentic video production
Open-source agentic video-production system with 12 production pipelines, a large tool registry, provider selection, quality gates, project artifacts, and a live Backlot storyboard.
Required conditions
Need an inspectable multi-stage AI video production
Preferred repositories
Preferred components
Repositories to avoid
None
Components to avoid
None
Fallback repositories
Compare the linked relationship and matrix row.
Confidence: high
Priority 946 Need authenticated actions across many SaaS tools for an AI agent
Agent-integration platform and SDK monorepo providing toolkits, tool search, per-user authentication, sessions, triggers, and a sandboxed workbench across TypeScript and Python agent frameworks.
Required conditions
Need authenticated agent actions across many SaaS applications
Preferred repositories
Preferred components
Repositories to avoid
None
Components to avoid
None
Fallback repositories
Compare the linked relationship and matrix row.
Confidence: high
Priority 947 Need a specialized marketing playbook inside an AI agent
Collection of 49 marketing Agent Skills spanning conversion, copy, SEO, paid acquisition, measurement, retention, growth engineering, strategy, monetization, sales, and RevOps.
Required conditions
Need a specialized marketing playbook inside a coding agent
Preferred repositories
Preferred components
Repositories to avoid
None
Components to avoid
None
Fallback repositories
Compare the linked relationship and matrix row.
Confidence: high
Priority 948 Need to remove formulaic AI-writing patterns from a draft
Portable writing skill that identifies and removes common signs of formulaic AI-generated prose while preserving meaning, facts, and quoted material.
Required conditions
A draft contains repetitive AI-writing patterns
Preferred repositories
Preferred components
Repositories to avoid
None
Components to avoid
None
Fallback repositories
Compare the linked relationship and matrix row.
Confidence: high
Priority 949 Need local persistent structural code intelligence through MCP
Local native code-intelligence MCP server that indexes repositories into a persistent structural knowledge graph and answers graph, architecture, impact, and source queries.
Required conditions
Need persistent structural knowledge across large or multi-repository codebases
Preferred repositories
Preferred components
Repositories to avoid
None
Components to avoid
None
Fallback repositories
Compare the linked relationship and matrix row.
Confidence: high
Priority 950 Need measured, recoverable coding-agent context compression
Token-efficiency toolkit for coding agents: a concise-output skill plus a local proxy, recovery store, analyzer, browser, memory, and compression commands.
Required conditions
Provider-reported input tokens are dominated by tool output, history, or repeated context
Preferred repositories
Preferred components
Repositories to avoid
None
Components to avoid
None
Fallback repositories
Compare the linked relationship and matrix row.
Confidence: high
Priority 951 Need an agent to work with Obsidian files or clean a page with Defuddle
Agent Skills for Obsidian workflows and open formats, including Obsidian Markdown, Bases, JSON Canvas, the Obsidian CLI, and Defuddle web-page cleanup.
Required conditions
Need an agent to create or edit Obsidian Markdown, Bases, or Canvas files
Preferred repositories
Preferred components
Repositories to avoid
None
Components to avoid
None
Fallback repositories
Compare the linked relationship and matrix row.
Confidence: high