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20 analyzed repos ready for contributors.
mksglu/context-mode
Context Mode is an MCP server that acts as a sandboxed execution and indexing layer between AI coding assistants (Claude Code, Gemini CLI, VS Code Copilot, etc.) and their context windows. It inter...
people interested in building protocol-level infrastructure for AI coding assistants — specifically context management, sandboxed code execution, and session continuity across LLM conversation compaction
agulaya24/baselayer
Base Layer is a CLI tool and MCP server that processes personal text corpora (ChatGPT exports, journals, books) through a 4-step LLM pipeline (extract facts → author identity layers → compose brief...
people interested in personal AI memory systems, behavioral modeling from text corpora, or LLM-as-judge evaluation frameworks — specifically the problem of compressing identity signal from unstructured personal data into dense, injectable context
cocoindex-io/cocoindex-code
cocoindex-code is a CLI tool and MCP server that builds a local semantic search index over your codebase using AST-based chunking and local embeddings (sentence-transformers/all-MiniLM-L6-v2). It r...
building local-first semantic code search tooling for AI coding agents, specifically people interested in the intersection of AST parsing, vector embeddings, daemon architecture, and MCP protocol integration
Nubaeon/empirica
Empirica is a Python CLI tool and MCP server that wraps AI coding sessions (primarily Claude Code) with an 'epistemic measurement' layer — tracking confidence vectors, forcing investigation before ...
people interested in AI reliability tooling, specifically instrumenting LLM coding agents with structured confidence tracking, persistent cross-session memory, and gating mechanisms that prevent premature code edits
mediar-ai/mcp-server-macos-use
An MCP (Model Context Protocol) server written in Swift that lets AI assistants like Claude control macOS applications via Apple's Accessibility APIs. It exposes 5 tools (open app, click, type, key...
building AI-driven desktop automation on macOS — specifically integrating LLM agents with native app UIs through accessibility APIs rather than screen scraping or AppleScript
kunal12203/codex-cli-compact
Dual-Graph (codex-cli-compact) is a context pre-loading layer for Claude Code and Codex CLI that scans your codebase into a semantic graph, then automatically injects the most relevant files into e...
Great for people interested in building semantic context retrieval systems for AI coding assistants — specifically the problem of efficiently mapping codebases into graphs and deciding what to pre-load into LLM prompts to minimize token burn.
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