semble
★ 4.5k
vs
gradle-mcp
★ 51
semble vs gradle-mcp
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.; gradle-mcp: Gradle MCP server is a Model Context Protocol server that enables AI agents to explore Gradle project structures, run tasks, audit dependencies, and interact with the JVM runtime. It includes features like agent skills, project mapping, smart task execution, testing, dependency search, Kotlin REPL, Compose UI previews, and Gradle documentation access. It uses JBang for easy setup and requires JDK 21+.
01
TL;DR
Choose semble if…Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities
Choose gradle-mcp if…Automating Gradle builds and tests with AI agents
02
Side-by-Side Comparison
03
Features
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
gradle-mcp01Agent Skills: Built-in workflows for complex Gradle tasks
02Project Mapping: Explore multi-project structures
03Smart Task Execution: Background builds with output capture
04Advanced Testing: Filtered test suites with logs and stack traces
05Dependency & Source Search: Search and browse dependency source code
04
Use Cases
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
gradle-mcp↳Automating Gradle builds and tests with AI agents
↳Auditing and exploring project dependencies and source code
↳Visual verification of Compose UI components
05
Best For
sembleCode AssistantRAG / Knowledge Base
gradle-mcpTrendingAPI Integration
FAQ
FAQ
What is the difference between semble and gradle-mcp?
Both semble and gradle-mcp are in the RAG / Knowledge Base category. semble has 4.5k stars, while gradle-mcp has 51 stars.
Which is better, semble or gradle-mcp?
The best choice depends on your use case. Choose semble if Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities, and gradle-mcp if Automating Gradle builds and tests with AI agents.
Is semble free or open source?
Yes, semble is open source on GitHub (MIT).
Is gradle-mcp free or open source?
Yes, gradle-mcp is open source on GitHub (Apache-2.0).
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