Complete decision matrix

All 56 repositories, side by side.

Sort any column and filter the complete research set. Criterion scores are analyst routing heuristics from documented scope, setup, maturity, local control, security clarity, composability, and documentation—not popularity or intrinsic quality.

7Scored criteria
0–5Criterion scale
100%Weighted normalization
100Total weight
RepositoryPrimary typeDomainsMaturitySetup effortProduction readinessRouting specificitySetup simplicityOperational maturityComposabilityLocal controlSecurity boundary clarityFirst-party routing documentationWeighted %
amaancoderx/npxskilluiCLIfrontend design, design systemsestablishedlowdevelopment453453582.0
anthropics/claude-codeCLIsoftware engineering, AI coding agentsestablishedlowproduction455453588.0
anthropics/skillsSkill collectionagent skills, documents, design, developmentestablishedlowproduction455453588.0
coleam00/hyperframes-ai-video-generationWorkflowAI video, short-form contentestablishedhighdevelopment413433570.0
D4Vinci/ScraplingLibraryweb scraping, browser automation, data acquisitionestablishedmediumproduction435455588.0
diegosouzapw/OmniRouteAPILLM routing, token compression, agent infrastructureestablishedmediumdevelopment433435578.0
firecrawl/firecrawlAPIweb scraping, web search, agent data acquisitionestablishedlowproduction455435588.0
Leonxlnx/taste-skillSkill collectionfrontend design, visual designestablishedlowdevelopment453453582.0
n8n-io/n8nFrameworkautomation, AI agents, integrationsestablishedmediumproduction435435584.0
nextlevelbuilder/ui-ux-pro-max-skillSkill collectionUI/UX, frontend designestablishedlowdevelopment453453582.0
nexu-io/open-designStandalone applicationdesign, prototyping, creative artifactsestablishedmediumdevelopment433453578.0
Panniantong/Agent-ReachCLIagent web access, social platforms, researchestablishedmediumdevelopment433455582.0
pbakaus/impeccableSkill collectionfrontend design, UX, UI qualityestablishedlowproduction455453588.0
supabase/supabaseMonorepodatabase, backend, auth, storage, realtimeestablishedmediumproduction435455588.0
vercel/vercelMonorepoweb deployment, frontend infrastructureestablishedlowproduction355433579.0
jarrodwatts/claude-hudPluginClaude Code, observabilityestablishedlowdevelopment353453577.0
virgiliojr94/book-to-skillSkill collectionagent skills, knowledge management, documentsestablishedmediumdevelopment433453578.0
github/spec-kitCLIsoftware planning, spec-driven developmentestablishedmediumproduction435453584.0
gsd-build/get-shit-doneDocumentation repositorysoftware planningdeprecatedlowunknown350553571.0
bmad-code-org/BMAD-METHODFrameworksoftware engineering, agile AI, multi-agent planningestablishedmediumproduction435453584.0
mattpocock/skillsSkill collectionsoftware engineering, agent skillsestablishedlowproduction455453588.0
Agent-Field/SWE-AFFrameworkautonomous software engineering, multi-agent orchestrationemerginghighdevelopment413435574.0
krusemediallc/arcads-claude-codeSkill collectionadvertising, AI video, AI imagesestablishedmediumdevelopment433433574.0
thedotmack/claude-memPluginClaude Code, agent memory, context engineeringestablishedmediumproduction435455588.0
langgptai/awesome-claude-promptsPrompt collectionprompt engineering, Claudeestablishedlowprototype351453571.0
hesreallyhim/awesome-claude-codeDocumentation repositoryClaude Code, developer toolsestablishedlowproduction355553586.0
punkpeye/awesome-mcp-serversDocumentation repositoryMCP, agent toolsunknownlowunknown351453571.0
zilliztech/claude-contextMCP serversemantic code search, codebase contextestablishedmediumproduction335433575.0
lcoutodemos/clui-ccStandalone applicationClaude Code, desktop UIestablishedhighdevelopment413455578.0
multica-ai/andrej-karpathy-skillsSkill collectioncoding-agent behavior, software engineeringestablishedlowproduction355453583.0
shuairongzeng/claudiaStandalone applicationClaude Code, desktop UI, agent managementestablishedhighdevelopment413453574.0
openai/codex-plugin-ccPluginClaude Code, Codex, code reviewestablishedlowproduction455433584.0
ComposioHQ/awesome-claude-skillsSkill collectionagent skills, MCP, integrationsestablishedlowproduction355435583.0
EveryInc/compound-engineering-pluginSkill collectionsoftware engineering, knowledge compoundingestablishedmediumproduction435453584.0
DenchHQ/DenchClawStandalone applicationCRM, sales operationsestablishedmediumdevelopment333433569.0
black-forest-labs/flux2Libraryimage generation, image editing, generative AIestablishedhighproduction415435580.0
florykhan/FutureSpendStandalone applicationpersonal finance, calendar, AI coachingexperimentalmediumprototype431455576.0
darnoux/claude-code-level-upSkill collectionClaude Code, developer educationemerginglowdevelopment353453577.0
hyperlight-dev/hyperagentFrameworkAI agents, sandboxing, secure automationexperimentalhighprototype411455572.0
karpathy/autoresearchFrameworkLLM research, autonomous experimentationexperimentalmediumprototype331455571.0
karpathy/nanochatFrameworkLLM training, ML researchestablishedmediumdevelopment433453578.0
modelcontextprotocol/serversMCP serverMCP, agent tools, protocol developmentestablishedlowprototype451455580.0
multica-ai/multicaStandalone applicationcoding agents, team collaboration, orchestrationestablishedhighproduction415455584.0
VectifyAI/PageIndexLibraryRAG, document retrieval, long documentsestablishedmediumdevelopment433433574.0
yamadashy/repomixCLIcodebase context, LLM contextestablishedlowproduction455455592.0
rtk-ai/rtkCLItoken efficiency, developer tools, coding agentsestablishedlowproduction455455592.0
obra/superpowersSkill collectionsoftware engineering, AI coding agents, TDDestablishedlowproduction455453588.0
VoltAgent/awesome-claude-code-subagentsAgent collectionClaude Code, subagents, software engineeringestablishedlowproduction455453588.0
kepano/obsidian-skillsSkill collectionObsidian, knowledge management, agent skillsestablishedlowproduction555554594.0
JuliusBrussee/cavemanCLItoken efficiency, coding agents, context managementestablishedmediumdevelopment544454588.0
DeusData/codebase-memory-mcpMCP servercode intelligence, MCP, knowledge graphsestablishedlowproduction5555555100.0
blader/humanizerSkill collectionwriting, editing, agent skillsestablishedlowproduction5555555100.0
coreyhaines31/marketingskillsSkill collectionmarketing, growth, agent skillsestablishedlowproduction555554594.0
ComposioHQ/composioMonorepoagent integrations, authentication, tool executionestablishedmediumproduction545534586.0
calesthio/OpenMontageWorkflowAI video, video production, creative agentsemerginghighdevelopment523453576.0
Yeachan-Heo/oh-my-claudecodePluginClaude Code, multi-agent orchestration, software engineeringestablishedmediumdevelopment544343580.0

Criterion definitions

Routing specificity 25% weight

How clearly intents map to named components.

Setup simplicity 10% weight

Lower setup/operational burden scores higher.

Operational maturity 15% weight

Production-oriented evidence; experimental warnings reduce score.

Composability 15% weight

Ability to coexist without conflicting workflow ownership.

Local control 10% weight

Ability to run/self-host/control execution and data locally.

Security boundary clarity 10% weight

Explicitness of permissions, data boundaries, and limitations.

First-party routing documentation 15% weight

Explicit setup, component and limitation documentation.