Short version: pick by job, not by stars. You need at most one tool each for skills, memory, code context and cost tracking, plus a curated index to browse. Star counts below are from the GitHub API on 18 September 2026. Popularity is not a security review, so read install scripts before running them.

Skills and behaviour
- **anthropics/skills** (about 177,000 stars): Anthropic's official Agent Skills repository. The reference for how skills are written.
- **multica-ai/andrej-karpathy-skills** (about 214,000): a single CLAUDE.md distilled from Andrej Karpathy's coding guidance.
- **affaan-m/ECC** (about 262,000): describes itself as an agent harness performance system of skills and instincts. Large; read what it installs before adopting it wholesale.
Memory across sessions
- **thedotmack/claude-mem** (about 94,000): captures what the agent learned so the next session does not start cold.
- **OthmanAdi/planning-with-files** (about 27,000): file-based plans that survive context resets on long tasks.
Code context
- **colbymchenry/codegraph** (about 71,000): a pre-indexed code graph served over MCP, so the agent queries structure instead of grepping.
- **Graphify-Labs/graphify** (about 119,000): turns a codebase with its docs, schemas and configs into a navigable knowledge graph.
- **yamadashy/repomix** (about 28,000): packs a repository into one file for pasting into a chat.
Cost and tokens
- **JuliusBrussee/caveman** (about 106,000): a skill and proxy built on saying less to spend fewer tokens.
- **getagentseal/codeburn** (about 11,000): a free local tracker of token usage and cost across coding tools.

Indexes to browse
- **hesreallyhim/awesome-claude-code** (about 54,000): commands, hooks, skills and workflows.
- **wshobson/agents** (about 40,000): a plugin marketplace of specialised agents for Claude Code and other harnesses.
How to add them without bloat
- Name the problem first.
- Lost context, large codebase, or cost: pick the matching section.
- Install one tool.
- Read its README and install script before running it.
- Measure.
- Compare /context before and after.
- Remove what does not earn its place.
- Fixed context you are not using is a cost on every request.
For the skills side specifically, see our list of the best Claude Code skills.