Vision: Build the algorithm-driven operating system for AI-assisted development. 20 plugins connected through an MCP client, each backed by a named formal algorithm.
Phase 1 (NOW) Phase 2 Phase 3 Phase 4
5 plugins MCP Client POC 10 plugins Production MCP
Individual installs Unified interface Full coverage Real-time dashboard
Developer adoption
Before the first plugin ships, the ecosystem needs one shared piece: the repo template every sibling is cloned from.
| Repo | Role | Status |
|---|---|---|
enchanter-ai/schematic |
Canonical repo template. Ships the 8-section CLAUDE.md, 10 shared/vis/conduct/*.md modules, docs/architecture/ auto-generation pipeline, plugins/example-subplugin/ skeleton, renderer toolchain. Never installed — cloned. |
Shipped |
The template is the contract. When it drifts, all downstream siblings drift — so changes to schematic are treated as brand-standard changes, not per-plugin improvements.
The first 5 plugins answer the 5 fundamental questions of AI-assisted development.
| # | Plugin | Question | Algorithms | Version | Status |
|---|---|---|---|---|---|
| 1 | Wixie | What did I say? (prompt quality) | Gauss Convergence, Boolean SAT, Game Theory, Cross-Domain Adaptation | v3.0.0 | Shipped — 7 plugins |
| 2 | Emu | What did I spend? (token health) | Markov Drift, Shannon Compression, Linear Runway, Atomic Serialization | v2.0.0 | Shipped — 4 plugins |
| 3 | Crow | What just happened? (change comprehension) | Bayesian Trust, Semantic Diff, Information-Gain, Session Continuity | v1.0.0 | Shipped — 5 plugins |
| 4 | Hydra | Is it safe? (security) | Aho-Corasick, Shannon Entropy, Config Poisoning, Phantom Dependency, EMA Posture Decay | v1.0.0 | Shipped — 6 plugins |
| 5 | Pech | What did it cost? (spend tracking) | Exponential Smoothing, Budget Forecasting | — | Not started |
- Each plugin is a standalone Claude Code marketplace
- Each follows @enchanter-ai brand standard
- Each has named algorithms, managed agents, self-learning
- Users install individually:
/plugin marketplace add enchanter-ai/<name>
Build enchanted-mcp — a Model Context Protocol client that connects all 5 plugins into a single orchestration layer.
enchanted-mcp
├── Connects to all installed enchanter-ai via MCP
├── Unified dashboard: prompts + tokens + changes + security + costs
├── Cross-plugin intelligence:
│ ├── Wixie detects bad prompt → Emu shows token waste from it
│ ├── Crow flags risky change → Hydra scans it for vulnerabilities
│ ├── Pech shows cost spike → traces to which plugin/session caused it
│ └── All learnings shared across plugins (Gauss Accumulation network)
└── Single install: `npx enchanted-mcp` or Docker container
┌──────────────────────────────────────────────┐
│ enchanted-mcp (client) │
│ │
│ ┌─────────┐ ┌─────────┐ ┌─────────┐ │
│ │ Wixie │ │ Emu │ │ Crow │ ... │
│ │ (MCP) │ │ (MCP) │ │ (MCP) │ │
│ └────┬────┘ └────┬────┘ └────┬────┘ │
│ │ │ │ │
│ ┌────▼───────────▼───────────▼────┐ │
│ │ Cross-Plugin Intelligence │ │
│ │ Shared learnings.json │ │
│ │ Unified event bus │ │
│ └──────────────────────────────────┘ │
│ │
│ ┌──────────────────────────────────┐ │
│ │ Dashboard (localhost:3000) │ │
│ │ Real-time session overview │ │
│ └──────────────────────────────────┘ │
└──────────────────────────────────────────────┘
- Connects to Wixie + Emu + Crow + Hydra + Pech
- Shared event bus for cross-plugin signals
- Basic web dashboard showing unified session view
- Cross-plugin learnings (Gauss Accumulation network)
Add 5 more plugins covering code quality, testing, DevOps, documentation, and API design.
| # | Plugin | Question | Algorithm | Category |
|---|---|---|---|---|
| 6 | Lich | Is this code good? | Cousot Interval + Falleri Structural Diff + Zheng Pairwise | Code review |
| 7 | Crucible | Do the tests catch bugs? | Genetic Mutation Testing | Testing/QA |
| 8 | Assembler | Can this deploy? | Critical Path DAG Optimization | DevOps/CI |
| 9 | Scribe | Is the docs up to date? | TF-IDF Extractive Summarization | Documentation |
| 10 | Schema | Is the API contract valid? | Semantic Version Diffing | API design |
Retired: Athena (originally planned for slot #6) was retired before implementation. Lich replaces it with a more rigorous algorithm stack (Cousot Interval Analysis + Falleri Structural Diff + Zheng Pairwise Comparison) that provides static-analysis-grade code review rather than heuristic AST diff alone.
- All 10 plugins connected to enchanted-mcp
- Dashboard shows full development lifecycle
- Cross-plugin intelligence covers: prompt → code → test → security → deploy → docs
- Plugin-to-plugin event triggers (Crow flags change → Lich auto-reviews → Crucible tests)
| # | Plugin | Algorithm | Category |
|---|---|---|---|
| 11 | Beacon | Isolation Forest Anomaly Detection | Observability |
| 12 | Nexus | Topological Sort + Dependency DAG | Multi-repo |
| 13 | Comply | SPDX License Graph Resolver | Compliance |
| 14 | Prism | WCAG Rule Engine + axe-core | Accessibility |
| 15 | Tempo | Statistical Flame Graph Sampling | Performance |
| 16 | Rosetta | Levenshtein Fuzzy Deduplication | i18n |
| 17 | Onboard | Spaced Repetition (SM-2) | Learning |
| 18 | Synapse | CRDT Knowledge Merging | Collaboration |
| 19 | Vault | Three-Way Merge Diffing | Database |
| 20 | Relay | Event Sourcing + Saga Pattern | Webhooks |
| 21 | Sylph ✓ | Jaccard-Cosine Boundary Segmentation + Myers-Diff Conventional Classifier | Git workflow (shipped early — v0.0.1, 9 plugins) |
- Real-time web dashboard with WebSocket updates
- Team mode: shared learnings across developers
- Cost alerts and budget enforcement
- Plugin marketplace within the MCP (install/remove from dashboard)
- API for external integrations (Slack, Linear, Jira)
- Telemetry and analytics (opt-in)
- Plugin SDK for third-party developers
- Full developer operating system
- Every stage of AI-assisted development covered
- Algorithm-driven, agent-managed, self-learning at every layer
- Active developer community
- Third-party plugin ecosystem
| Phase | Milestone | Plugins | Target |
|---|---|---|---|
| 1 | Foundation | 5 (Wixie, Emu, Crow, Hydra, Pech) — 4/5 shipped (Pech not started) | Q2 2026 |
| 2 | MCP POC | 5 + MCP client | Q3 2026 |
| 3 | Full Coverage | 10 + enhanced MCP | Q4 2026 |
| 4 | Production | 21 + production MCP — Sylph (#21) shipped early | Q1 2027 |
Every plugin is named after a game entity that metaphorically describes its function.
| Plugin | Entity | Game | Why |
|---|---|---|---|
| Wixie | Enchantment Orbs | Minecraft | XP orbs that power the enchantment table — enchanting prompts |
| Emu | Emu Mob | Minecraft | Flying creature that collects items and brings them to you — collecting tokens |
| Crow | Crow | Hollow Knight | Ravenant protector who watches, tests, and judges from the shadows — watching changes |
| Hydra | Hydra Leviathan | Subnautica | You hear it before you see it. Hunts in the dark. Relentless. Nothing gets past it — security scanning |
| Pech | Tom Pech | Animal Crossing | Merchant-banker who tracks every bell you owe — cost accounting |
| Athena | Athena | Hades | Goddess of wisdom who judges your combat quality and grants boons for excellence — code review |
| Crucible | Crucible | Terraria | Endgame crafting station forged in hellfire — tests things to destruction — mutation testing |
| Assembler | Assembling Machine | Factorio | Takes parts in, produces artifacts out, chains into automated pipelines — CI/CD building |
| Sylph | Sylphs | Hollow Knight | Silk-spinners and Crow's ancestral kin who weave threads into coherent patterns — weaving branches, commits, and PRs into one history |
Every @enchanter-ai product must:
- Name every engine after a formal algorithm
- Delegate background work to managed agents (Opus/Sonnet/Haiku)
- Persist learning across sessions (Gauss Accumulation)
- Report honest numbers — never inflate claims
- Use atomic operations and handle race conditions
- Maintain zero external dependencies (bash + jq for hooks, Python stdlib for scripts)
- Include tests, dark-themed PDF reports, and comprehensive documentation
- Follow the Emu-style plugin marketplace structure
Every named algorithm across the ecosystem:
| ID | Name | Product | Engine |
|---|---|---|---|
| F1 | Gauss Convergence | Wixie | Standard deviation minimization |
| F2 | Boolean SAT Overlay | Wixie | Hybrid SAT + continuous optimization |
| F3 | Cross-Domain Adaptation | Wixie | Constraint-preserving model translation |
| F4 | Game-Theoretic Security | Wixie | Zero-sum adversarial robustness |
| F5 | Static-Dynamic Verification | Wixie | Structure + behavior dual testing |
| F6 | Gauss Accumulation | Wixie | Cross-session knowledge persistence |
| A1 | Markov Drift Detection | Emu | Hidden state transition recognition |
| A2 | Linear Runway Forecasting | Emu | Token consumption prediction |
| A3 | Shannon Compression | Emu | Information-theoretic output reduction |
| A4 | Atomic State Serialization | Emu | Bounded checkpoint persistence |
| A5 | Content-Addressable Dedup | Emu | Hash-based read deduplication |
| H1 | Semantic Diff Compression | Crow | Multi-file change clustering |
| H2 | Bayesian Trust Scoring | Crow | Prior-posterior change risk assessment |
| H3 | Information-Gain Decision | Crow | Review prioritization by uncertainty reduction |
| H4 | Session Continuity Graph | Crow | Decision-causal relationship persistence |
| H5 | Adversarial Self-Review | Crow | Specific concern generation for risky changes |
| H6 | Gauss Learning (Crow) | Crow | Developer preference accumulation |
| R1 | Aho-Corasick Pattern | Hydra | Multi-pattern secret scanning |
| R2 | Shannon Entropy Analysis | Hydra | High-entropy string detection |
| R3 | OWASP Vulnerability Graph | Hydra | Vulnerability pattern detection |
| R4 | Markov Action Classification | Hydra | Dangerous command classification |
| R5 | Config Poisoning Detection | Hydra | Malicious config interception at SessionStart |
| R6 | Phantom Dependency Detection | Hydra | Slopsquatting / dependency confusion detection |
| R7 | Subcommand Overflow | Hydra | Subcommand injection and overflow detection |
| R8 | EMA Posture Decay | Hydra | Cross-hook EMA threat-rate decay (α=0.3; Roberts 1959) |
| L1 | Exponential Smoothing | Pech | Cost forecasting |
| L2 | Budget Boundary Detection | Pech | Spend threshold alerting |
| W1 | Myers-Diff Conventional Classifier | Sylph | Diff-to-Conventional-Commits classification |
| W2 | Jaccard-Cosine Boundary Segmentation | Sylph | Task-boundary clustering from edit-event stream (defining engine) |
| W3 | Workflow-Pattern Classifier | Sylph | Repo-signal → branching-model inference |
| W4 | Path-History Reviewer Routing | Sylph | Blame-graph reviewer suggestion |
| W5 | Gauss Learning (Sylph) | Sylph | Developer workflow-preference accumulation |
This is a living document. Update as plugins ship and algorithms evolve. Sylph W1–W5 are seed names from prompts/sylph-architecture/ — final names emerge from the architecture prompt's output.