Now in Early Access

Your EnterpriseContext Engine

Synapse analyzes your codebases and APIs, automatically generates production-ready context that AI agents and LLMs can actually use.

MCP servers today. Every context surface your AI stack needs, tomorrow.

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Your context. Every agent.Any host.

Synapse generates MCP servers that plug directly into every major AI host, from coding assistants to autonomous agents, without changing a single line of your existing code.

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Dev/Deploy Hours Saved

Lines of Code Analyzed

MCP Endpoints Detected

MCP Servers Built

MCP Servers Deployed

How It Works

Synapse with Codebase

Analyze

Semantic code understanding, not surface scanning

Point Synapse at a codebase or an API URL. It parses every function with AST analysis and indexes your code in Qdrant for semantic retrieval — capturing signatures, types, and intent, not just file names. The result is a deep structural map of your enterprise code that downstream AI agents can actually reason over.

🔎 Analyzing Codebase
────────────────────────────
✓ Starting codebase analysis...
✓ Scanning directory structure...
✓ Parsing Python files...
✓ Extracting classes and functions...
✓ Generating project schema...
✓ Saving analysis results...
────────────────────────────
✅ Analysis Complete!🎉

Build

Agentic generation, production-ready on the first pass

Synapse ranks the strongest MCP tool candidates from your code, or takes a plain-English brief on what to expose. An agentic pipeline streams a typed, validated MCP server back over gRPC — with error handling, auth hooks, and auto-generated docs. What used to take multiple sprints of custom MCP development now takes minutes.

🔭 Synapse is discovering tool candidates...
Scavenging codebase ━━━━━━━━━━━━━━━━━ 100%
Picking prime MCP candidates ━━━━━━━━━━ 100%
✓ Synapse scanned 1391 functions → 200 candidates
✓ Synapse analyzed 100 file(s)
✓ Found 122 potential tool candidate(s)
💡 Use ↑/↓ to navigate, SPACE to select, ENTER to confirm
───────────────────────────────────────────────────────────────────
» ○ 🔸 Custom (describe your own requirements) 🔸
✅ READY TO CONVERT (Top 5)
○ set_prefetch_limit_iteratively() ○ upsert_points()
○ query_points()
○ query_points()
○ search_points()
🔧 REQUIRES CLIENT (Top 5)
○ upsert()
○ query_points()
○ get_collections()
○ get_collection()
○ retrieve()
💭 We'd appreciate your custom specifications here:
» Share your thoughts
✓ Initialization Completed
✓ Planning Completed
✓ Tasks List Compiled
Generating ...
✓ MCP Server Generated ✨

Ready to Transform Your Enterprise with AI?

Discover how Synapse can unlock your enterprise software assets in days and make them AI agent ready, promoting enterprise adoption of AI — securely and efficiently.