capacities-mcp
★ 40
vs
semble
★ 4.5k
capacities-mcp vs semble
capacities-mcp: An enhanced MCP server for Capacities knowledge management system, providing access to all Capacities API endpoints including listing spaces, searching, reading object content, saving weblinks, and adding to daily notes. It also adds a new tool 'capacities_read_object_content' to retrieve full note content by object ID, with improvements over the original like updated fastmcp version and Windows support.; 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 capacities-mcp if…Retrieve full content of any Capacities object by its ID
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
capacities-mcp01List Spaces
02Search Content
03Read Object Content
04Save Weblinks
05Daily Notes
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
capacities-mcp↳Retrieve full content of any Capacities object by its ID
↳Save web links to spaces with metadata
↳Add markdown content to daily notes
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
capacities-mcpTrendingAPI Integration
sembleCode AssistantRAG / Knowledge Base
FAQ
FAQ
What is the difference between capacities-mcp and semble?
Both capacities-mcp and semble are in the Dev Tooling category. capacities-mcp has 40 stars, while semble has 4.5k stars.
Which is better, capacities-mcp or semble?
The best choice depends on your use case. Choose capacities-mcp if Retrieve full content of any Capacities object by its ID, and semble if Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities.
Is capacities-mcp free or open source?
Yes, capacities-mcp is open source on GitHub (MIT).
Is semble free or open source?
Yes, semble is open source on GitHub (MIT).
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