mcp-brasil
★ 1.6k
vs
semble
★ 4.5k
mcp-brasil vs semble
mcp-brasil: mcp-brasil is an MCP Server designed to connect AI agents like Claude, GPT, and Copilot to 50 public Brazilian data sources. It offers 435 tools across 11 thematic areas, including economics, legislation, transparency, and judiciary, with most APIs requiring no keys and others using free, quickly obtainable keys.; 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 mcp-brasil if…Legislative: Query AI bills processed in the Chamber, including authors.
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
mcp-brasil01435 tools across 50 features covering 11 thematic areas (e.g., economics, legislation, transparency)
02Large datasets with local caching capabilities (e.g., SIAPA, TSE electoral data) via embedded DuckDB
03Cross-referencing for complex queries using `planejar_consulta` (query planning)
04Batch execution of queries in parallel with `executar_lote`
05Smart discovery of relevant tools using BM25 search transform
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
mcp-brasil↳Legislative: Query AI bills processed in the Chamber, including authors.
↳Economic: Analyze Selic rate trends compared to inflation (IPCA) over 12 months.
↳Transparency: Identify the largest federal government contracts and their suppliers in a given year.
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
mcp-brasilHidden GemAPI Integration
sembleCode AssistantRAG / Knowledge Base
FAQ
FAQ
What is the difference between mcp-brasil and semble?
Both mcp-brasil and semble are in the Dev Tooling category. mcp-brasil has 1.6k stars, while semble has 4.5k stars.
Which is better, mcp-brasil or semble?
The best choice depends on your use case. Choose mcp-brasil if Legislative: Query AI bills processed in the Chamber, including authors., and semble if Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities.
Is mcp-brasil free or open source?
Yes, mcp-brasil is open source on GitHub (MIT).
Is semble free or open source?
Yes, semble is open source on GitHub (MIT).
→