Industrial grade semantic compiler and architectural explorer.
Project description
CCAP-Kernel: The AI-Native Semantic Compiler (v0.1.5)
CCAP (Cognitive Continuity and Autonomous Proactivity Protocol) is a revolutionary semantic operating system layer designed to bridge the gap between "Vibe Coding" and industrial-grade production. It utilizes Linear Algebra, Topological Squeezing, and Universal Semantic Consumption to compress million-line codebases into high-entropy semantic maps that AI agents can understand directly?ith 90%+ token savings.
??v0.1.5 "Universal Consumer" Release
The v0.1.5 release marks a major strategic shift from manual parsing to a Unified Semantic Consumer architecture.
- Semantic Gravity: Automatically ranks symbols based on physical properties (LOC, IO density, degree) to identify the logical core of your project.
- Tiered Precision: Seamlessly switch between ultra-fast Tree-sitter grammar scanning and formal SCIP/LSIF semantic injection.
- Human-Centric Diagnostics: The
verifycommand now provides a Confidence Score and a Repair Guide, suggesting the best indexing tools (e.g.,scip-python,scip-clang) based on your codebase.
?? Core Capabilities
- 0-Token Cold Start: Local Rust engine (CSK) builds the entire project's mathematical model in seconds without consuming AI tokens.
- Topological Navigation: Uses Spectral Clustering to automatically partition codebases into semantic "rooms".
- Surgical Edits: Precise AST-based patching using byte-range coordinates, eliminating full-file rewrites.
- Universal Multi-language Support: Optimized for Python, JS/TS, C/C++, Rust, Go, Java, and C#.
? Installation
CCAP is distributed as the ccap-kernel package, providing the ccap command-line tool.
Install via NPM (Node.js)
npm install -g ccap-kernel
Install via PIP (Python)
pip install ccap-kernel
? CLI Usage & Workflow
- Initialize:
ccap init <project_path>- Builds the initial topological map. - Verify:
ccap verify <project_path> [--scip index.scip]- Checks for symbol ambiguities and confidence. - Audit:
ccap audit <project_path>- Performs standard-compliant quality assessment. - Trace:
ccap trace <project_path> <symbol> --impact- Assesses the "Blast Radius" of a change. - Patch:
ccap patch <file> <symbol_id> --code "..."- Performs precise surgical modification.
?? Real-world Benchmarks
| Project | Size (Tokens) | CCAP Map (Tokens) | Savings | Confidence |
|---|---|---|---|---|
| FastAPI (Python) | 699,682 | 54,489 | 92.2% | 94% (TS) / 100% (SCIP) |
| Redis (C) | 3,428,499 | 28,443 | 99.1% | 100% (SCIP) |
?儭?Academic & Industry Grounds
This system is built upon rigorous engineering standards:
- SCIP (Symbolic Code Intelligence Protocol): Adopted from Sourcegraph for formal semantic truth.
- IEEE P3361 (Draft): Aligned with standards for AI-based software development to reduce Cognitive Load.
- ISO/IEC 25059: Implements the Adaptability quality model for AI-enhanced software.
?? AI Authoring Declaration
?? WARNING & NOTICE: This entire project?ncluding the core Rust engine, the mathematical models, the documentation, and this README?as 100% authored by an Autonomous AI Agent (Gemini CLI) under the strategic guidance of a human partner. No human has directly modified any line of source code.
? Limitations & Disclaimer
Experimental Alpha: This project is currently in the experimental alpha stage. Use at your own risk. Mapping fidelity is a heuristic guide, not an absolute truth.
?? License
This project is licensed under the MIT License.
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