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Brave Search MCP vs ops-codegraph-tool
Brave Search MCP logo
Brave Search MCP
★ 86.5k
vs
ops-codegraph-tool logo
ops-codegraph-tool
★ 61

Brave Search MCP vs ops-codegraph-tool

Brave Search MCP: The Brave Search MCP server is part of the official Model Context Protocol reference implementations. It gives AI agents real-time web search via the Brave Search API, enabling access to current news, facts, and web content that the model's training data doesn't cover. A foundational MCP integration for any agent requiring up-to-date information retrieval.; ops-codegraph-tool: Codegraph builds a function-level dependency graph of your entire codebase, kept current with sub-second incremental rebuilds. It exposes this graph via MCP server, CLI, CI gates, and programmatic API to give AI agents and developers structural awareness. It is free, open source, and fully local.

01

TL;DR

Brave Search MCP logoChoose Brave Search MCP if…

Giving AI agents access to current events, news, and web data beyond training cutoff

ops-codegraph-tool logoChoose ops-codegraph-tool if…

AI agents modify code with full structural awareness

02

Side-by-Side Comparison

Field
Brave Search MCP logoBrave Search MCP
ops-codegraph-tool logoops-codegraph-tool
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 86.5k
★ 61
License
MIT
Apache-2.0
Updated
2d ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
Model Context Protocol, LLM, AI Agents
ai-agents, architecture, ci-cd
03

Features

Brave Search MCP logoBrave Search MCP
01Real-time web search via Brave Search API with configurable result count and freshness
02Part of the official MCP reference server collection maintained by the MCP steering group
03Supports web search, news search, and local POI search
04Configurable filtering by country, language, and time range
05Free tier available; paid tier for higher rate limits
ops-codegraph-tool logoops-codegraph-tool
01MCP server with 30 tools for AI agents
02Deep context analysis including source, deps, callers, and tests
03Impact analysis tracing transitive callers and blast radius
04Function-level tracing with call chains and caller trees
05Hybrid BM25 and semantic search with RRF fusion
04

Use Cases

Brave Search MCP logoBrave Search MCP
↳Giving AI agents access to current events, news, and web data beyond training cutoff
↳Building research agents that verify facts with live search results
↳Augmenting any MCP-compatible AI assistant with real-time web search
ops-codegraph-tool logoops-codegraph-tool
↳AI agents modify code with full structural awareness
↳Code review to catch structural issues before PR
↳CI pipeline to enforce architectural rules and prevent degradation
05

Best For

Brave Search MCP logoBrave Search MCP
Most PopularTrendingEssential
ops-codegraph-tool logoops-codegraph-tool
TrendingCode AssistantRAG / Knowledge Base
FAQ

FAQ

What is the difference between Brave Search MCP and ops-codegraph-tool?
Both Brave Search MCP and ops-codegraph-tool are in the RAG / Knowledge Base category. Brave Search MCP has 86.5k stars, while ops-codegraph-tool has 61 stars.
Which is better, Brave Search MCP or ops-codegraph-tool?
The best choice depends on your use case. Choose Brave Search MCP if Giving AI agents access to current events, news, and web data beyond training cutoff, and ops-codegraph-tool if AI agents modify code with full structural awareness.
Is Brave Search MCP free or open source?
Yes, Brave Search MCP is open source on GitHub (MIT).
Is ops-codegraph-tool free or open source?
Yes, ops-codegraph-tool is open source on GitHub (Apache-2.0).
→

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