Deterministic routing layer

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.

Required conditions

None documented.

Preferred repositories

obra/superpowers

Preferred components

None

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.

Required conditions

None documented.

Preferred repositories

rtk-ai/rtk

Preferred components

None

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.

Required conditions

None documented.

Preferred repositories

yamadashy/repomix

Preferred components

None

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

VectifyAI/PageIndex

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.

Required conditions

None documented.

Preferred repositories

multica-ai/multica

Preferred components

None

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

modelcontextprotocol/servers

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.

Required conditions

None documented.

Preferred repositories

karpathy/nanochat

Preferred components

None

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

karpathy/autoresearch

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

hyperlight-dev/hyperagent

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

darnoux/claude-code-level-up

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

florykhan/FutureSpend

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

black-forest-labs/flux2

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.

Required conditions

None documented.

Preferred repositories

DenchHQ/DenchClaw

Preferred components

None

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

openai/codex-plugin-cc

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

shuairongzeng/claudia

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

lcoutodemos/clui-cc

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

zilliztech/claude-context

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

punkpeye/awesome-mcp-servers

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

thedotmack/claude-mem

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.

Required conditions

None documented.

Preferred repositories

Agent-Field/SWE-AF

Preferred components

None

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.

Required conditions

None documented.

Preferred repositories

mattpocock/skills

Preferred components

None

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

bmad-code-org/BMAD-METHOD

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

gsd-build/get-shit-done

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.

Required conditions

None documented.

Preferred repositories

github/spec-kit

Preferred components

None

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

virgiliojr94/book-to-skill

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

jarrodwatts/claude-hud

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.

Required conditions

None documented.

Preferred repositories

vercel/vercel

Preferred components

None

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.

Required conditions

None documented.

Preferred repositories

supabase/supabase

Preferred components

None

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.

Required conditions

None documented.

Preferred repositories

pbakaus/impeccable

Preferred components

None

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

Panniantong/Agent-Reach

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

nexu-io/open-design

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.

Required conditions

None documented.

Preferred repositories

n8n-io/n8n

Preferred components

None

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

Leonxlnx/taste-skill

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

firecrawl/firecrawl

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

diegosouzapw/OmniRoute

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.

Required conditions

None documented.

Preferred repositories

D4Vinci/Scrapling

Preferred components

None

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.

Required conditions

None documented.

Preferred repositories

anthropics/skills

Preferred components

None

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

anthropics/claude-code

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

amaancoderx/npxskillui

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

Yeachan-Heo/oh-my-claudecode

Preferred components

ai-slop-cleaner

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

calesthio/OpenMontage

Preferred components

animation

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

ComposioHQ/composio

Preferred components

TypeScript core SDK

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

coreyhaines31/marketingskills

Preferred components

ab-testing

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

blader/humanizer

Preferred components

humanizer

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

DeusData/codebase-memory-mcp

Preferred components

index_repository

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

JuliusBrussee/caveman

Preferred components

Caveman output skill

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

kepano/obsidian-skills

Preferred components

obsidian-markdown

Repositories to avoid

None

Components to avoid

None

Fallback repositories

Compare the linked relationship and matrix row.

Confidence: high