SYKE — Your Codebase Has a Pulse

AI code impact analysis MCP server. SYKE monitors every file your AI touches, maps dependency graphs, detects cascading breakage, and gates builds before damage spreads.

Works with Claude Code, Cursor, Windsurf, and any MCP-compatible AI coding agent.

How It Works

1. On startup, SYKE scans your source directory and builds a complete dependency graph using static import analysis.
2. Your AI agent modifies files freely — no interruptions during normal work.
3. Before build/deploy, the AI calls gate_build to check if all changes are safe.
4. If dependencies break, SYKE detects cascading failures and blocks the build with a FAIL verdict.
5. The dashboard shows a real-time visualization of your dependency graph with risk indicators.

SYKE is a safety net, not a gatekeeper. It doesn't block your AI while working — it catches what your AI missed before you ship.

Quick Start

1. Create config file

Create ~/.syke/config.json:

{
  "licenseKey": "SYKE-XXXX-XXXX-XXXX-XXXX",
  "geminiKey": "your-gemini-api-key"
}

Get your license key at syke.cloud/dashboard. You only need ONE AI key. Supported: geminiKey, openaiKey, anthropicKey.

2. Register MCP server

Claude Code:

claude mcp add syke -- npx @syke1/mcp-server@latest

Cursor (.cursor/mcp.json):

{
  "mcpServers": {
    "syke": {
      "command": "npx",
      "args": ["@syke1/mcp-server@latest"]
    }
  }
}

Windsurf (~/.codeium/windsurf/mcp_config.json):

{
  "mcpServers": {
    "syke": {
      "command": "npx",
      "args": ["@syke1/mcp-server@latest"]
    }
  }
}

Windows note: If npx is not found, use the full path: "command": "C:\\Program Files\\nodejs\\npx.cmd"

3. Add build gate to your project

Add this line to your project's CLAUDE.md (or equivalent AI instruction file):

After completing code changes, always run the gate_build MCP tool before committing or deploying.

This ensures your AI agent automatically runs SYKE's safety check after every task — no manual prompting needed.

4. Restart your AI agent

SYKE auto-detects your project language and builds the dependency graph on startup. Open http://localhost:3333 to see your live dashboard.

Features

8 MCP Tools

Multi-AI Provider Support

SYKE supports three AI providers for semantic analysis. Bring your own key:

Auto-selection: SYKE uses the first available key (Gemini > OpenAI > Anthropic). Force provider: Set aiProvider in config (or SYKE_AI_PROVIDER env var) to override.

Advanced Graph Algorithms

SYKE goes beyond simple dependency counting. Five production-grade algorithms work together to deliver precise, fast, and context-rich impact analysis — all running locally with zero AI token cost.

1. SCC Condensation + Topological Sort

Circular dependencies are the #1 source of misleading impact analysis. SYKE uses Tarjan's algorithm to detect all Strongly Connected Components, condenses them into a clean DAG, then runs topological sort to compute correct cascade levels.

Before: "47 files affected" (inflated by cycles)
After:  "3 files in circular cluster (Level 0) → 5 files (Level 1) → 4 files (Level 2)"

• O(V+E) computation — runs in single-digit milliseconds
• Every SCC with size > 1 is flagged as a circular dependency cluster
• Cascade levels are accurate even in heavily cyclic codebases

2. Composite Risk Scoring

Five signals combined into a single 0–1 risk score:

auth_service.ts → Risk: 0.82 (CRITICAL)
  Fan-in: 24, Stability: 0.12, Complexity: 47, Cascade: 4 levels, PageRank: 99th

string_utils.ts → Risk: 0.31 (LOW)
  Fan-in: 18, Stability: 0.85, Complexity: 3, Cascade: 1 level, PageRank: 42nd

AI agents can now make threshold decisions: proceed if < 0.3, warn if 0.3–0.7, block if > 0.7.

3. Historical Change Coupling

Static imports miss hidden dependencies — files that always change together but have no import relationship. SYKE mines your git history (last 500 commits) to find these logical couplings.

auth_service.ts changed →
  [Dependency Graph] auth_provider.ts, login_screen.ts
  [Git Coupling — Hidden Dependencies]
    config/auth_config.json (85% confidence, 12 co-changes)
    styles/auth.css (72% confidence, 8 co-changes)

• Catches 15–30% of impacted files that static analysis misses entirely
• Filters mega-commits (>20 files) to avoid noise
• 5-minute cache with auto-refresh

4. PageRank for File Importance

Simple fan-in counts treat all dependents equally. PageRank computes recursive importance — a file imported by many important files ranks higher than one imported by many leaf files.

Before: utils.ts ranked #1 (25 dependents — but all are leaf components)
After:  auth.ts ranked #1 (20 dependents — 15 of which are core modules)

• Standard Power Iteration with damping factor 0.85
• Precomputed at startup, incrementally updated on file changes
• Every file gets a rank position and percentile (e.g., "rank #3 of 245, 99th percentile")

5. Incremental Graph Updates + Memoized Queries

For large codebases (10K+ files), full graph rebuilds are too slow. SYKE now updates only the changed file's edges and invalidates only the affected cache entries.

Before: 1 file changed → re-parse all 500 files → 2+ seconds
After:  1 file changed → re-parse 1 file → edge diff → 50ms
        Same file queried again → cache hit → O(1) instant

• Reverse index enables O(affected) cache invalidation instead of O(cache_size)
• SCC and PageRank recompute after edge changes (still < 100ms for 10K files)
• 500-entry LRU cache with hit/miss diagnostics

Language Support

Auto-detected, zero-config: Dart/Flutter, TypeScript/JavaScript, Python, Go, Rust, Java, C++, Ruby.

Web Dashboard

Live dependency graph visualization at localhost:3333 with:

• Interactive 3D node graph (click any file to see its connections)
• Real-time cascade monitoring
• Risk level indicators
• Server offline detection with auto-reconnect

Configuration

SYKE reads from ~/.syke/config.json (primary) with environment variable overrides:

Full config example (~/.syke/config.json):

{
  "licenseKey": "SYKE-XXXX-XXXX-XXXX-XXXX",
  "geminiKey": "AIza...",
  "openaiKey": "",
  "anthropicKey": "",
  "port": 3333
}

Recommended Workflow

You (developer)          AI Agent            SYKE
     |                      |                  |
     |-- "Add feature X" -->|                  |
     |                      |-- modifies files |
     |                      |-- modifies files |
     |                      |-- modifies files |
     |                      |                  |
     |                      |-- gate_build --->|
     |                      |                  |-- scans graph
     |                      |                  |-- checks impact
     |                      |<-- PASS/FAIL ----|
     |                      |                  |
     |<-- "Done. Safe to    |                  |
     |    build." ----------|                  |

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