Best Alternatives to Bee Intelligence Engine

TokenSave

Runtime: npx

Code intelligence for 15+ languages: semantic graph queries instead of file reads. 37 MCP tools.

Coderegistry

Runtime: npx

Enterprise code intelligence for M&A, security audits, and tech debt. Hosted server with 200k free.

Sem

Runtime: npx

Entity-level code intelligence: semantic diff, impact analysis, blame, and context for AI agents

N3mo

Runtime: uvx

N3MO: Code intelligence engine mapping repositories into queryable symbol graphs.

PraisonAI

Runtime: npx

AI Agents Framework with Self Reflection and MCP support

Codealive MCP

Runtime: npx

Semantic code search and analysis from CodeAlive for AI assistants and agents.

Repository Intelligence

Runtime: npx

Analyze repos of any size - security scanning code analysis monorepo support

Microsoft Learn MCP

Runtime: npx

Official Microsoft Learn MCP Server – real-time, trusted docs & code samples for AI and LLMs.

Labelhead Artist Momentum

Runtime: npx

Trending hip-hop artist momentum scores across four cultural dimensions.

Projscan

Runtime: npx

Agent-first code intelligence over MCP. AST for 7 languages. 20 tools. Offline.

Codescene MCP Server

Runtime: npx

An MCP server that provides CodeScene Code Health analysis tools.

Context Engine

Runtime: Remote (SSE)

Compress logs, retrieval chunks, and code context into structured LLM-ready signal.