Powered by CloudAetheria · 37 Intelligence Cores
Algorithm Genie
Your personal algorithm library. Describe your problem in plain language and the AI matches it to the right algorithm — semantically, not just by keywords.
Algorithm Genie is a derivative product of CloudAetheria.com, enhanced with CloudAetheria's 37 intelligence cores via a secure internal API. Built by Christopher Paul Alexander Glover. © All rights reserved.
What is Algorithm Genie?
Algorithm Genie is a web application that helps developers build, organise, search, and improve their personal collection of algorithms. It ships with 1,700+ pre-loaded community algorithms across 58 domains, and you can add your own private algorithms. The platform uses AI to semantically match your problem description to the most relevant algorithms, generates automated test cases, and continuously improves its recommendations through a self-learning feedback engine.
Core Features
AI Perception Engine
Describe your problem in plain language and the engine understands its meaning — not just its words. An LLM extracts algorithmic patterns, categories, and enriched keywords, then scores every algorithm across 6 weighted dimensions to return ranked matches with confidence percentages. Powered by CloudAetheria's intelligence cores.
Self-Learning Feedback Engine
Learns from every interaction using keyword-algorithm confidence scoring and exponential moving averages. Feedback ratings and success signals continuously re-weight the scoring model — the more you use it, the more accurate it becomes.
Automated Test Case Generator
Auto-generates type-aware test cases for every algorithm — edge cases for sorting, boundary tests for searching, weighted graph inputs for Dijkstra, and regression tests for ML algorithms.
Analytics Dashboard
Track learning effectiveness, algorithm usage patterns, keyword confidence scores, tag distributions, and feedback trends with a live analytics dashboard.
Universal API Connection
Connect your own LLM — OpenAI, Anthropic (Claude), Google Gemini, Mistral, DeepSeek, a local Ollama instance, or any OpenAI-compatible endpoint. Set one as default and the Perception Engine uses your model and key automatically. Your API key, your model, your bill.
Cryptography & Security
A dedicated domain covering RSA, AES, SHA-256, and Diffie-Hellman — fully integrated into the matching engine so you can find security algorithms by describing your problem.
Numerical Methods
FFT, Newton-Raphson, Extended Euclidean, and more — covering signal processing, root-finding, and mathematical transforms as first-class algorithm citizens.
Algorithm Library — 1,700+ Algorithms Across 58 Domains
- Graph — Dijkstra, A*, Bellman-Ford, Floyd-Warshall, Kruskal, Prim, BFS, DFS
- Machine Learning — KNN, K-Means, PCA, Naive Bayes, Random Forest, and more
- Numerical & Mathematical — FFT, Newton-Raphson, Extended GCD, Fourier
- String Algorithms — KMP, Aho-Corasick, Manacher, Rabin-Karp, Z-Algorithm
- Cryptography & Security — RSA, AES, SHA-256, Diffie-Hellman, YARA
- Bioinformatics — Sequence alignment, phylogenetics, CRISPR, viral genomics, microbiology
- Computer Graphics — Ray tracing, path tracing, BRDF, shading, ambient occlusion
- Signal Processing — Kalman filter, phase estimation, Kuramoto, IIR/FIR filters
- Chemistry — Gas laws, pH/buffers, NMR prediction, retrosynthesis, equilibrium
- Forensic Science — PMI estimation, DNA mixture analysis, toxicology, bloodstain patterns
- 3D Printing — STL slicing, G-code, toolpath planning, overhang detection
- Dynamic Programming — Knapsack, LCS, LIS, Edit Distance, Coin Change
- Optimization — Particle Swarm, Genetic Algorithm, Simulated Annealing
- Quantum Computing — Grover, Shor, QFT, VQE, QAOA, BB84
- … and 44 more domains including Sorting, Searching, Backtracking, Greedy, Network Flow, Robotics, Game Algorithms, Geospatial, Finance, Blockchain, and more.
How It Works
- Add to Your Library — Start with 1,700+ pre-loaded community algorithms or add your own private ones.
- Describe Your Problem — Type your problem in plain language. Choose Perception Mode (AI semantic) or Classic Mode (instant keyword matching).
- Perceive & Rank — The AI extracts algorithmic intent, scores every algorithm across 6 dimensions, and returns confidence-weighted matches.
- Generate Tests — One click generates type-aware test cases with edge cases and boundary conditions.
- Give Feedback & Improve — Rate match quality and the feedback engine continuously improves future recommendations.
CloudAetheria Integration
Algorithm Genie is powered by CloudAetheria's 37 intelligence cores, accessed via a secure internal API. These cores enhance the AI Perception Engine's semantic matching, the self-learning confidence model, and the test case generation system. CloudAetheria is a proprietary intelligence platform developed by Christopher Paul Alexander Glover.
Supported LLM Providers
- OpenAI (GPT-4o, GPT-4, GPT-3.5)
- Anthropic (Claude 3.5 Sonnet, Claude 3 Haiku)
- Google Gemini (1.5 Pro, 1.5 Flash)
- Mistral AI (Mistral Large, Mistral Small)
- DeepSeek (DeepSeek Coder, DeepSeek Chat)
- Ollama (local — Llama 3, Mistral, Phi-3, and any locally hosted model)
- Any OpenAI-compatible API endpoint
Pricing
All prices in GBP. View full pricing page.
- Domestic Monthly — £9.99/month
- Domestic Yearly — £79.99/year (save 33%)
- Domestic Lifetime — £199.99 one-time
- Business Monthly — £24.99/month
- Business Yearly — £199.99/year
- Business Lifetime — £499.99 one-time
Authentication & Security
User authentication is handled by Clerk. Payments are processed securely by Stripe. API keys you add for LLM connections are stored securely and never shared. Each user's private algorithms are visible only to them.
Legal
Algorithm Genie is © Christopher Paul Alexander Glover. All rights reserved.
View legal information.
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