Code Summarizer (Gemini Flash) MCP Server by Nico Bailon

MCP Servers Chevron right icon

Code Summarizer (Gemini Flash)

Provider

Nico Bailon

Classification

community

Est. Downloads

This is our estimate of how many downloads occurred of this server across the MCP ecosystem (not specific to any single platform). We use a mix of publicly available data, social signals, and more to feed an algorithm that drives this estimation.

730

Released On

Mar 24, 2025

Popularity Ranking

Our estimate as to where this MCP server implementation ranks on the global leaderboard of usage.

#4,072 (#4,795 this week)

Enables code repository analysis with Gemini Flash 2.0, providing customizable file and directory summarization that respects .gitignore rules for quickly understanding unfamiliar codebases.

GitHub Repo (5 stars)

Related Servers

Git & Code Analysis

Sunwood AI Labs

Integrates with Git to provide version control, project management, and code analysis capabilities for TypeScript...

Classification

community

Est Downloads (All Time)

—

Release Date

Dec 16, 2024

CodeSavant Coding Assistant

Todd Wolven

Provides a robust code management and execution interface for reading, writing, versioning, and running code across...

Classification

community

Est Downloads (All Time)

1.5k

Release Date

Dec 20, 2024

Coding File Management

aindreyway

Extract and document code from your local filesystem, enabling automated documentation and codebase analysis.

Classification

community

Est Downloads (All Time)

Release Date

Dec 20, 2024

Code Analysis

David VC

Integrates code analysis using a Neo4j graph database to enable structural insights, quality metrics, and natural...

Classification

community

Est Downloads (All Time)

1.9k

Release Date

Dec 22, 2024

Coding File Context

Brian W. Smith

Provides advanced file system access and code analysis capabilities, enabling efficient reading, searching, and...

Classification

community

Est Downloads (All Time)

Release Date

Jan 4, 2025

Second Opinion (Code Assistant)

Joe Wilson

Synthesizes insights from multiple AI sources to provide enhanced coding assistance with automatic language detection...

Classification

community

Est Downloads (All Time)

2.2k

Release Date

Jan 10, 2025

Coding Project Structure

Mahesh Doiphode

Provides a single interface for retrieving entire project structures, enabling efficient code analysis and...

Classification

community

Est Downloads (All Time)

876

Release Date

Jan 11, 2025

Semgrep

Asan Stefanski

Integrates Semgrep static analysis capabilities for automated code scanning, vulnerability detection, and security...

Classification

community

Est Downloads (All Time)

146

Release Date

Feb 2, 2025

Git File Forensics

David Orex

Provides deep git file-level forensics capabilities for tracking versions, analyzing diffs, examining commit...

Classification

community

Est Downloads (All Time)

—

Release Date

Feb 5, 2025

Git Forensics

David Orex

Provides deep git repository analysis tools for branch overview, time period examination, and merge recommendations...

Classification

community

Est Downloads (All Time)

292

Release Date

Feb 5, 2025

Code Analyzer

kivo360

Integrates with open source projects to analyze codebases, detect patterns, and generate intelligent merge strategies...

Classification

community

Est Downloads (All Time)

1.5k

Release Date

Feb 5, 2025

Code Analysis

Sai Prashanth Soundararaj

Integrates code analysis with scraping capabilities to enable code review, static analysis, and automated refactoring...

Classification

community

Est Downloads (All Time)

3.1k

Release Date

Feb 8, 2025

Summarizer

0xshellming

Provides intelligent summarization capabilities for various types of content.

Classification

community

Est Downloads (All Time)

21.6k

Release Date

Feb 28, 2025

Codebase Retrieval (RepoMix)

DeDeveloper23

Integrates with RepoMix to enable codebase retrieval and analysis for tasks like code review, dependency tracking,...

Classification

community

Est Downloads (All Time)

10.2k

Release Date

Mar 1, 2025

Gemini Thinking

bartekke8it56w2

Integrates with Google's Gemini API to provide analytical thinking capabilities for complex problem-solving, codebase...

Classification

community

Est Downloads (All Time)

3.1k

Release Date

Mar 2, 2025

Semgrep

Asan Stefanski

Integrates Semgrep for static code analysis, enabling AI-driven security scanning, vulnerability detection, and code...

Classification

community

Est Downloads (All Time)

3.7k

Release Date

Mar 4, 2025

RepoMix

Sho Yamada

Package codebases into AI-friendly single files with intelligent code structure preservation and token optimization.

Classification

community

Est Downloads (All Time)

—

Release Date

Mar 13, 2025

Tree-sitter

Joshua M. Dotson

Provides code analysis capabilities through tree-sitter parsing, enabling structured understanding and manipulation...

Classification

community

Est Downloads (All Time)

18.5k

Release Date

Mar 17, 2025

GitHub Repository Explorer

Purav Parab

Extracts and provides GitHub repository information including summaries, directory structures, and file contents for...

Classification

community

Est Downloads (All Time)

20.1k

Release Date

Mar 12, 2025

Semgrep

Integrates with Semgrep's static analysis engine to scan code for security vulnerabilities and coding issues,...

Classification

official

Est Downloads (All Time)

92.6k

Release Date

Feb 2, 2025

Code Indexer

John Huang

Indexes and analyzes code repositories to enable file navigation, pattern searching, and complexity assessment across...

Classification

community

Est Downloads (All Time)

88.6k

Release Date

Mar 18, 2025

Code Backup

Rob McGlade

Provides specialized backup and restoration for code editing tools, creating timestamped snapshots with contextual...

Classification

community

Est Downloads (All Time)

1.8k

Release Date

Mar 10, 2025

Local Code Search

Luoto Company

Locally indexes codebases using ChromaDB to enable semantic code search without sending code to external services,...

Classification

community

Est Downloads (All Time)

4.8k

Release Date

Mar 20, 2025

Code Assistant

stippi

Rust-based code exploration server that enables reading, writing, and understanding codebases through autonomous...

Classification

community

Est Downloads (All Time)

17.1k

Release Date

Mar 20, 2025

GemSuite (Google Gemini)

PV Bhat

Integrates with Google's Gemini API through specialized tools for search, reasoning, processing, and file analysis,...

Classification

community

Est Downloads (All Time)

3.4k

Release Date

Mar 15, 2025

Code2Prompt

Olivier D'Ancona

Transforms complex codebases into structured summaries optimized for language models, enabling better code...

Classification

community

Est Downloads (All Time)

2.2k

Release Date

Mar 15, 2025

Code Review

Dennison Bertram

Enables automated code reviews through multiple LLM providers by analyzing repository structures and evaluating code...

Classification

community

Est Downloads (All Time)

4.4k

Release Date

Mar 24, 2025

Code Context (Semantic Code Search)

Foad K

Enables semantic code search and understanding by cloning git repositories, splitting code into semantic chunks, and...

Classification

community

Est Downloads (All Time)

2.6k

Release Date

Mar 25, 2025

SecretAgent

Tyler Kendrick

Parses local git repositories to generate tool descriptions, create Docker containers, and integrate CodeQL for...

Classification

community

Est Downloads (All Time)

—

Release Date

Jan 15, 2025

Git Summary

Cybersiddhu

Lightweight git commit message summary generator that analyzes repository histories by filtering commits and...

Classification

community

Est Downloads (All Time)

—

Release Date

Mar 26, 2025

DeepView

Dmitry Degtyarev

Enables AI-powered code analysis by loading entire codebases into Gemini's large context window, allowing developers...

Classification

community

Est Downloads (All Time)

6.5k

Release Date

Mar 26, 2025

FileScope

admica

Analyzes codebases to identify important files based on dependency relationships, providing structural understanding...

Classification

community

Est Downloads (All Time)

40.2k

Release Date

Mar 28, 2025

Code Scanner

Ixe1

Analyzes source code across multiple programming languages to extract structural information like classes, functions,...

Classification

community

Est Downloads (All Time)

438

Release Date

Apr 7, 2025

Code Merge

yy1588133

Enables code analysis and merging from multiple files in a project with efficient handling of file trees, content...

Classification

community

Est Downloads (All Time)

3.2k

Release Date

Apr 9, 2025

Kontxt

ReyNeill

Provides AI-driven codebase analysis by connecting to local repositories and using Gemini 2.0 Flash's 1M input window...

Classification

community

Est Downloads (All Time)

1.5k

Release Date

Apr 15, 2025

Code Context Provider

AB498

Analyzes project directories to extract code structure and symbols using Tree-sitter parsers, providing tools for...

Classification

community

Est Downloads (All Time)

5.2k

Release Date

Apr 15, 2025

Sage (Gemini 2.5 Pro)

Joshua Lehman

Provides tools for sending prompts to Gemini 2.5 Pro with full file context, enabling second opinions and expert code...

Classification

community

Est Downloads (All Time)

Release Date

Apr 19, 2025

TokenScope

Carlos Gaete

Scans codebases to intelligently extract and prioritize files for LLMs while respecting token limits and .gitignore...

Classification

community

Est Downloads (All Time)

1.9k

Release Date

Apr 22, 2025

Gerrit Code Review

Omer Cayirtepe

Integrates with Gerrit code review systems to enable detailed analysis of code changes, diffs, file modifications,...

Classification

community

Est Downloads (All Time)

4.4k

Release Date

May 2, 2025

Uniquity

Kunihiro Setogawa

Analyzes GitHub repositories for code similarities, returning detailed reports in Markdown format

Classification

community

Est Downloads (All Time)

3.5k

Release Date

May 21, 2025

Kodit

Helix.ML

Indexes local codebases and Git repositories using tree-sitter parsing and semantic embeddings to enable hybrid...

Classification

community

Est Downloads (All Time)

33.4k

Release Date

Jun 9, 2025

Deep Code Reasoning

Jonathan Haas

Enables intelligent routing between Claude and Google's Gemini AI for complementary code analysis, leveraging...

Classification

community

Est Downloads (All Time)

14.6k

Release Date

Jun 12, 2025

Gemini Code Analysis (OpenRouter)

emmron

Provides codebase analysis through OpenRouter's API integration, offering code quality assessment, security...

Classification

community

Est Downloads (All Time)

2.3k

Release Date

Jun 21, 2025

Gemini CLI

jamubc

Integrates with Google's Gemini CLI to leverage massive token windows for analyzing large files and codebases,...

Classification

community

Est Downloads (All Time)

271k

Release Date

Jun 30, 2025

Code Analysis

Johann-Peter Hartmann

Provides intelligent code analysis and semantic search for large codebases using TreeSitter parsing, PostgreSQL with...

Classification

community

Est Downloads (All Time)

730

Release Date

Jul 9, 2025

Octocode

Guy Bary

Integrates with GitHub CLI and npm to provide repository analysis, code discovery, file exploration, commit history...

Classification

community

Est Downloads (All Time)

35.6k

Release Date

Jun 6, 2025

Gemini CLI

Dr Muhammad Aizat Hawari

Integrates with Google's Gemini models through API and CLI to provide intelligent code analysis, security auditing,...

Classification

community

Est Downloads (All Time)

19.9k

Release Date

Jul 12, 2025

CodeCompass

Myron Labs Team

Integrates with GitHub repositories and OpenRouter to provide deep codebase analysis, dependency mapping, code...

Classification

community

Est Downloads (All Time)

292

Release Date

Jul 26, 2025

Smart Tree

8b.IS

Rust-based directory visualization and analysis tool that provides quantum compression, semantic analysis, and...

Classification

community

Est Downloads (All Time)

27.3k

Release Date

Aug 15, 2025

Sourcerer

Stephen Mwangi

Indexes codebases using Tree-sitter parsing and vector embeddings to enable semantic code search through natural...

Classification

community

Est Downloads (All Time)

14.5k

Release Date

Aug 8, 2025

Merge Request Summarizer

Joe Luo

Automates git merge request analysis by categorizing commits, estimating review time, and generating structured...

Classification

community

Est Downloads (All Time)

146

Release Date

Aug 22, 2025

Go Code Graph

brutski

Analyzes Go codebases using AST parsing and Neo4j graph storage to enable natural language queries about code...

Classification

community

Est Downloads (All Time)

1.2k

Release Date

Aug 22, 2025

Gemini CLI

Artegy

Bridges code2prompt with Google's Gemini models to analyze entire codebases or specific components, providing...

Classification

community

Est Downloads (All Time)

292

Release Date

Aug 27, 2025

CodeGraph

Jakedismo

Provides high-performance code intelligence and semantic search capabilities through RocksDB graph storage, FAISS...

Classification

community

Est Downloads (All Time)

5.5k

Release Date

Sep 12, 2025

Code Graph RAG

er77

Provides advanced code graph analysis through specialized agents for parsing, indexing, querying, and semantic search...

Classification

community

Est Downloads (All Time)

Release Date

Sep 15, 2025

Ndlovu Code Reviewer

shaunie2fly

Combines static analysis with Gemini CLI integration to automatically detect uncommitted JavaScript, TypeScript, and...

Classification

community

Est Downloads (All Time)

146

Release Date

Oct 4, 2025

CodeCortX

Kenneth J. Sanchez

Provides lightning-fast code analysis with real-time symbol extraction, semantic search, and code outline generation...

Classification

community

Est Downloads (All Time)

730

Release Date

Oct 4, 2025

Second Opinion (Gemini)

cooneycw

Provides code review and analysis using Google Gemini models with streaming responses, context caching, multi-turn...

Classification

community

Est Downloads (All Time)

876

Release Date

Nov 25, 2025

Ace Codebase Indexer

xiaoxu123195

High-performance codebase indexing server that automatically processes project files with concurrent chunking and...

Classification

community

Est Downloads (All Time)

146

Release Date

Nov 17, 2025

Code Sage

faxioman

Provides high-performance semantic code search combining BM25 keyword search with vector embeddings and RRF...

Classification

community

Est Downloads (All Time)

438

Release Date

Nov 17, 2025

Ace Codebase Indexer

yeuxuan

Codebase indexing and semantic search with file traversal, gitignore support, and real-time monitoring

Classification

community

Est Downloads (All Time)

41.5k

Release Date

Nov 10, 2025

Ace Codebase Indexer

Leon2012

Automatically indexes and searches codebases using natural language queries, splitting project files into chunks and...

Classification

community

Est Downloads (All Time)

730

Release Date

Nov 30, 2025

Codebase Index

ngotaico

Indexes codebases using Qdrant vector storage and Google Gemini embeddings to provide semantic search capabilities...

Classification

community

Est Downloads (All Time)

1.8k

Release Date

Nov 8, 2025

Acemcp

qy527145

Indexes codebases with automatic incremental updates and provides semantic search to find relevant code snippets with...

Classification

community

Est Downloads (All Time)

101k

Release Date

Nov 7, 2025

Gemini Thinking

Chong U

Integrates with Google's Gemini API to provide analytical thinking capabilities that break down complex problems into...

Classification

community

Est Downloads (All Time)

146

Release Date

Mar 28, 2025