# CodeReclaimers LLC

> CodeReclaimers LLC is an independent software consulting firm offering research consulting, library development, and implementation engagements. Founded and operated by Alan McIntyre, specializing in scientific computing (C++, Python, Julia), computational geometry, and neuroevolution. Maintainer of neat-python, NeatEvolution.jl, and Arborist.jl; operator of the Caliper and Occam MCP services.

## About

CodeReclaimers LLC is an independent software consulting firm specializing in scientific computing in C++, Python and Julia, computational geometry, neuroevolution, and LLM-augmented research engineering (agentic-environment design, evaluation harness construction, multi-model orchestration). Founded and operated by Alan McIntyre, who brings 28+ years of software development experience, an MS in Applied Mathematics (University of Washington), and a background in naval nuclear service. CodeReclaimers maintains several open-source libraries with significant academic adoption — neat-python (100+ academic citations), NeatEvolution.jl, Arborist.jl, and benchstone — operates the Caliper and Occam Model Context Protocol services, and publishes the adversarial-loop Claude Code skill. Consulting engagements span research implementation, library development, applied algorithm design, and LLM evaluation infrastructure.

## Consulting

- Research consulting — Algorithm design, architecture review, and implementation guidance for academic and industry research projects.
- Library development — Feature development, performance optimization, and API design for scientific C++, Python, and Julia libraries.
- Implementation engagements — End-to-end implementation of algorithms from papers or specifications.
- Code review and audit — Structured review of technical/scientific computing codebases with written findings.

Domains: computational geometry, CAD reverse engineering, C++ scientific computing, Python scientific computing, Julia scientific computing, differential equations, numerical methods, linear algebra, optimization, applied mathematics, neuroevolution, NEAT (NeuroEvolution of Augmenting Topologies), continuous-time recurrent neural networks (CTRNNs), CUDA / GPU computing, computer vision, large language models, LLM evaluation, LLM orchestration, agentic environments, Model Context Protocol (MCP), reinforcement learning, quality-diversity search, multi-objective optimization (NSGA-II), genetic programming, evaluation infrastructure

Contact: consulting@codereclaimers.com
Full consulting profile: https://codereclaimers.com/consulting

## Projects

- [neat-python](https://github.com/CodeReclaimers/neat-python) — Python NEAT implementation with CTRNN support. 100+ academic citations.
- [NeatEvolution.jl](https://github.com/CodeReclaimers/NeatEvolution.jl) — Julia NEAT implementation. Registered in Julia general package registry.
- [Arborist.jl](https://github.com/CodeReclaimers/Arborist.jl) — Generic genetic programming framework for Julia. NEAT, LLM-as-operator, NSGA-II, quality-diversity search, SciML-style API.
- [benchstone](https://github.com/CodeReclaimers/benchstone) — Trustworthy benchmark gating for AI-agent code-optimization loops. Append-only results, harness-owned reference artifacts, statistical PROMOTE / REJECT / NEEDS_MORE_DATA verdicts.
- [adversarial-loop](https://github.com/CodeReclaimers/adversarial-loop) — Claude Code skill that runs an adversarial review loop over research projects. Claude Code orchestrates; an external critic (Codex CLI and/or Gemini CLI, with Opus 4.7 as a fallback) generates testable hypotheses; Claude Code investigates the substantive ones.
- [Caliper](https://caliper.fit) — Geometry and CAD metadata MCP server (STL, OBJ, PLY, PCD, LAS/LAZ, glTF/GLB). Per-call payment via x402.
- [Occam](https://occam.fit) — Symbolic regression MCP service (SINDy + PySR). Free tier and paid tier billed via x402 or Stripe.

## Machine-Readable Endpoints

- Capability manifest: https://codereclaimers.com/capabilities (coming soon)
- Agent query: https://alan.recursive.support/query (live)
- MCP server: https://alan.recursive.support/mcp (live)

## Identity

- ORCID: 0000-0002-8071-4219
- GitHub: https://github.com/CodeReclaimers
- Primary domain: https://codereclaimers.com