Provenance & uncertainty

Research notes

This page preserves the index-level assumptions and unresolved questions so downstream routing systems do not treat missing metadata as confirmed facts.

Assumptions

The original source set and this ten-item expansion are preserved in the human comparison; eight requested URLs created new canonical repository records, while Agent Reach and Superpowers refreshed existing records.
forrestchang/andrej-karpathy-skills redirects/canonicalizes to multica-ai/andrej-karpathy-skills.
GitHub organization/user profile URLs and GitHub Gist URLs are not counted as standard repositories.
Large repositories are represented by meaningful component families; named selectable agents/skills/commands are retained when verified.
Decision scores are general-purpose routing inferences, not quality/popularity rankings; stars/forks were not used as quality evidence.

Unresolved questions

No project-specific priorities, preferred agent, compliance regime, hosting/data-residency constraints, or budget were supplied.
punkpeye/awesome-mcp-servers had an empty root README through the GitHub connector snapshot; re-verify current catalog details before relying on it.
Unknown license/release fields were left unresolved rather than fabricated.

Input context

original urls

https://github.com/amaancoderx/npxskillui, https://github.com/anthropics/claude-code, https://github.com/anthropics/claude-code/blob/main/plugins/README.md, https://github.com/anthropics/skills, https://github.com/browserbase, https://github.com/coleam00/hyperframes-ai-video-generation, https://github.com/D4Vinci/Scrapling, https://github.com/diegosouzapw/OmniRoute, https://github.com/diegosouzapw/OmniRoute/wiki/Compression-Guide, https://github.com/firecrawl/firecrawl, https://github.com/leonxlnx/taste-skill, https://github.com/n8n-io/n8n, https://github.com/nextlevelbuilder/ui-ux-pro-max-skill, https://github.com/nexu-io/open-design, https://github.com/Panniantong/Agent-Reach, https://github.com/Panniantong/Agent-Reach/archive/main.zip, https://github.com/Panniantong/Agent-Reach/blob/main/docs/README_en.md, https://github.com/Panniantong/Agent-Reach/blob/main/pyproject.toml, https://github.com/pbakaus/impeccable, https://github.com/supabase/supabase, https://github.com/vercel/vercel, https://github.com/jarrodwatts/claude-hud, https://github.com/virgiliojr94/book-to-skill, https://github.com/github/spec-kit, https://github.com/gsd-build/get-shit-done, https://github.com/bmad-code-org/BMAD-METHOD, https://github.com/mattpocock/skills, https://github.com/Agent-Field/SWE-AF, https://github.com/krusemediallc/arcads-claude-code, https://github.com/thedotmack/claude-mem, https://github.com/langgptai/awesome-claude-prompts, https://github.com/hesreallyhim/awesome-claude-code, https://github.com/punkpeye/awesome-mcp-servers, https://github.com/zilliztech/claude-context, https://github.com/lcoutodemos/clui-cc, https://github.com/forrestchang/andrej-karpathy-skills, https://github.com/shuairongzeng/claudia, https://github.com/openai/codex-plugin-cc, https://github.com/ComposioHQ/awesome-claude-skills, https://github.com/everyinc/compound-engineering-plugin, https://github.com/DenchHQ/DenchClaw, https://github.com/black-forest-labs/flux2, https://github.com/florykhan/FutureSpend, https://github.com/darnoux/claude-code-level-up, https://github.com/hyperlight-dev/hyperagent, https://github.com/karpathy/autoresearch, https://github.com/hesreallyhim, https://github.com/pbakaus/impeccable/blob/main/.claude/skills/impeccable/SKILL.md, https://github.com/karpathy/nanochat, https://gist.github.com/karpathy, https://gist.github.com/karpathy/442a6bf555914893e9891c11519de94f, https://github.com/modelcontextprotocol/servers, https://github.com/multica-ai/multica, https://github.com/VectifyAI/PageIndex, https://github.com/yamadashy/repomix, https://github.com/rtk-ai/rtk, https://github.com/obra/superpowers, https://github.com/VoltAgent/awesome-claude-code-subagents, https://github.com/kepano/obsidian-skills, https://github.com/JuliusBrussee/caveman, https://github.com/DeusData/codebase-memory-mcp, https://github.com/blader/humanizer, https://github.com/coreyhaines31/marketingskills, https://github.com/ComposioHQ/composio, https://github.com/calesthio/OpenMontage, https://github.com/Yeachan-Heo/oh-my-claudecode

project context

General-purpose repository-routing index; no project-specific context was supplied.

Repository-level uncertainty

anthropics/claude-code high

License not conclusively verified in the inspected first-party material.