MCP server for depth-packed codebase context
A developer has created an MCP server that packs codebase context at 5 depth levels within a token budget. The tool addresses a specific problem: when Claude Code or other AI coding agents ask questions like "how does auth work?", they typically either load 3 files fully (missing the big picture) or get a flat repository map without actual content.
How it works
The server sits between these extremes, packing 40+ files at graded depth levels. The most relevant files are included at full content, while peripheral files are represented as just paths. This approach provides both breadth and depth within token constraints.
Three search modes
- Keyword mode: Free text search
- Semantic mode: Uses embeddings (~$0.0001 per query)
- Graph mode: Follows import relationships
These modes can be composed together for more sophisticated searches.
Technical implementation
The server uses AST parsing via tree-sitter and supports 14 programming languages. It provides several MCP tools:
packindex_workspaceindex_github_repobuild_embeddingsresolvestats
The tool is available on GitHub at https://github.com/victorgjn/agent-skills. The developer notes they haven't published the skill on skills.sh yet but plan to do so soon.
📖 Read the full source: r/ClaudeAI
👀 See Also
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UK Sovereign LLM Inference: Relax.ai Launches Public Docs
Relax.ai released docs for UK sovereign LLM inference, redirecting to /docs/getting-started/introduction. The service was shared on HN with 104 points.
Testing δ-Mem on Apple Silicon: MLX Implementation and Benchmarks
δ-mem paper implemented via mlx on a MacMini 64GB shows mixed but promising local benchmarks, with gains in realistic replay scenarios.
Claude Code Hook Monitors WIP Accumulation in AI Coding Workflows
A developer built a UserPromptSubmit hook for Claude Code that surfaces work-in-progress accumulation across four queues: uncommitted changes over 200 lines, three or more unpushed commits, pushed commits without changeset files, and release PRs open longer than 24 hours.