Skip to main content

Industrial grade semantic compiler and architectural explorer.

Project description

CCAP-Kernel: The AI-Native Semantic Compiler (v0.1.5)

License: MIT Build: Rust Standards: IEEE/ISO Version: 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 verify command 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

  1. Initialize: ccap init <project_path> - Builds the initial topological map.
  2. Verify: ccap verify <project_path> [--scip index.scip] - Checks for symbol ambiguities and confidence.
  3. Audit: ccap audit <project_path> - Performs standard-compliant quality assessment.
  4. Trace: ccap trace <project_path> <symbol> --impact - Assesses the "Blast Radius" of a change.
  5. 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:

  1. SCIP (Symbolic Code Intelligence Protocol): Adopted from Sourcegraph for formal semantic truth.
  2. IEEE P3361 (Draft): Aligned with standards for AI-based software development to reduce Cognitive Load.
  3. 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.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

ccap_kernel-0.1.5.tar.gz (4.1 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

ccap_kernel-0.1.5-py3-none-any.whl (4.1 kB view details)

Uploaded Python 3

File details

Details for the file ccap_kernel-0.1.5.tar.gz.

File metadata

  • Download URL: ccap_kernel-0.1.5.tar.gz
  • Upload date:
  • Size: 4.1 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.12.11

File hashes

Hashes for ccap_kernel-0.1.5.tar.gz
Algorithm Hash digest
SHA256 6cf36c0ab7e0feef43037be5df2eb77b0448cd6a1063b6526288c41a6fda755f
MD5 bb05e1d1ed10bcdd9359219d5386eb76
BLAKE2b-256 e61a9d3a10b629dcee63f88a261309e075efe8f8bb1f38f8b3169666f6aaa692

See more details on using hashes here.

File details

Details for the file ccap_kernel-0.1.5-py3-none-any.whl.

File metadata

  • Download URL: ccap_kernel-0.1.5-py3-none-any.whl
  • Upload date:
  • Size: 4.1 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.12.11

File hashes

Hashes for ccap_kernel-0.1.5-py3-none-any.whl
Algorithm Hash digest
SHA256 778015cd4892134dc48df7575a403b6ee6c921e0b9a1be568ccb5d30348e0f60
MD5 16b5825531c0dea6221d2690fb8b8ca3
BLAKE2b-256 a653607042c4b780acd21c81cbc1fdf5dad33a6e3e44343316b4279bbbfefc09

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page