asap-protocol
★ 13
vs
semble
★ 4.5k
asap-protocol vs semble
asap-protocol: ASAP is a production-ready protocol for agent-to-agent communication and task coordination. It addresses challenges like connection complexity, state drift, and fragmentation in multi-agent systems. It provides stateful orchestration, MCP integration, and advanced security features.; semble: Semble is a high-performance code search library designed for AI agents, providing instant access to precise code snippets. It offers significantly faster indexing and querying compared to transformer models, achieving 99% of their retrieval quality while running entirely on CPU without external dependencies.
01
TL;DR
Choose asap-protocol if…Multi-agent orchestration with complex workflows
Choose semble if…Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities
02
Side-by-Side Comparison
03
Features
asap-protocol01Stateful orchestration with task state machine and snapshotting
02Schema-first design using Pydantic v2 and JSON Schema
03Async-native with asyncio and httpx support
04MCP integration for tool execution and coordination
05Security features including Bearer auth, OAuth2/JWT, Ed25519 signed manifests, and mTLS
semble01Fast performance on CPU (indexes in ~250ms, queries in ~1.5ms)
02High accuracy (NDCG@10 of 0.854), comparable to transformer models
03Supports indexing local paths and remote Git repositories
04Functions as an MCP server for various AI agents
05Zero setup, no API keys, GPU, or external services required
04
Use Cases
asap-protocol↳Multi-agent orchestration with complex workflows
↳Stateful workflows requiring persistence and resumability
↳Production systems needing high-performance, type-safe agent communication
semble↳Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities
↳Searching local or remote codebases for specific code snippets based on natural language or code queries
↳Finding semantically similar code sections related to a given file path and line number
05
Best For
asap-protocolTrendingWorkflow AutomationMulti-Agent
sembleCode AssistantRAG / Knowledge Base
FAQ
FAQ
What is the difference between asap-protocol and semble?
Both asap-protocol and semble are in the Multi-Agent category. asap-protocol has 13 stars, while semble has 4.5k stars.
Which is better, asap-protocol or semble?
The best choice depends on your use case. Choose asap-protocol if Multi-agent orchestration with complex workflows, and semble if Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities.
Is asap-protocol free or open source?
Yes, asap-protocol is open source on GitHub (Apache-2.0).
Is semble free or open source?
Yes, semble is open source on GitHub (MIT).
→