Developer Tools MCP Servers

MCP servers for repositories, version control, CI, error tracking, sandboxes and code execution. Each entry is scanned with the deterministic Capability-Flow Trust Model — grades are computed, never self-reported.

Solograph PyPI
A
solograph

Code intelligence MCP server — multi-project code graph, semantic search, session history, knowledge base, web search

Developer Tools Score 93/100 4 findings Cap. High
Solver PyPI
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mcp-solver

MCP server for constraint solving

Developer Tools Score 93/100 2 findings Cap. Minimal
Sonic Pi PyPI
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sonic-pi-mcp

MCP server for controlling a local Sonic Pi runtime

Developer Tools Score 93/100 5 findings Cap. High
Souschef PyPI
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mcp-souschef

AI-powered MCP server for Chef, SaltStack, Puppet, PowerShell, and Bash to Ansible migration, plus Ansible upgrade planning

Developer Tools Score 93/100 27 findings Cap. High
Spindle PyPI
A
spindle-mcp

MCP server for multi-harness AI agent delegation

Developer Tools Score 93/100 2 findings Cap. High
Sqlnow PyPI
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sqlnow-mcp

MCP server for DuckDB with interactive table viewer

Developer Tools Score 93/100 2 findings Cap. High
Sqlprism PyPI
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sqlprism

SQL codebase indexer with column-level lineage, impact analysis, and MCP server support

Developer Tools Score 93/100 4 findings Cap. High
Srclight PyPI
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srclight

Deep code indexing for AI agents. SQLite FTS5 + tree-sitter + embeddings + MCP.

Developer Tools Score 93/100 2 findings Cap. High
Ssh Agent PyPI
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ssh-agent-mcp

SSH Agent MCP服务 - 支持SSH连接管理、命令执行和SFTP文件传输的完整MCP服务器

Developer Tools Score 93/100 17 findings Cap. High
Ssh Live PyPI
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mcp-ssh-live

Interactive, streaming SSH tool for LLM agents via MCP (Model Context Protocol)

Developer Tools Score 93/100 1 finding Cap. High
Ssh Reloaded PyPI
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mcp-ssh-reloaded

MCP server for SSH sessions management.

Developer Tools Score 93/100 9 findings Cap. High
Ssh Tmux PyPI
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mcp-ssh-tmux

MCP server for persistent SSH sessions via local tmux

Developer Tools Score 93/100 4 findings Cap. High
Ssh Vps 2 implementations
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best: ssh-vps-mcp

MCP server for remote VPS management via SSH key authentication — designed for Claude Code

Developer Tools Best score 93/100 7 findings Cap. High
Stealth Chrome Devtools PyPI
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stealth-chrome-devtools-mcp

Undetectable browser automation for AI agents via the Model Context Protocol.

Developer Tools Score 93/100 14 findings Cap. High
Substrate Kb PyPI
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substrate-kb

Lightweight, injectable knowledge bundles for AI agents. Git-versioned markdown, MCP-native, lives in your filesystem.

Developer Tools Score 93/100 2 findings Cap. High
Sugarai PyPI
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sugarai

Persistent memory for AI coding agents. Local-first, cross-session context, global knowledge, and optional autonomous task execution.

Developer Tools Score 93/100 7 findings Cap. High
Supervisord PyPI
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supervisord-mcp

Supervisord process management tool with MCP integration

Developer Tools Score 93/100 4 findings Cap. High
Svg PyPI
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svg-mcp

A FastMCP server exposing structured, hierarchical SVG authoring with a render-and-see feedback loop.

Developer Tools Score 93/100 7 findings Cap. High
Swarm Kb PyPI
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swarm-kb

Shared knowledge base for the Swarm suite (ReviewSwarm, FixSwarm, DocSwarm, ArchSwarm, SpecSwarm)

Developer Tools Score 93/100 2 findings Cap. High
Swiftlens PyPI
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swiftlens

SwiftLens is a Model Context Protocol (MCP) server that provides deep, semantic-level analysis of Swift codebases to any AI models. By integrating directly with Apple's SourceKit-LSP, SwiftLens enables AI models to understand Swift code with compiler-grade accuracy.

Developer Tools Score 93/100 6 findings Cap. High
Sym PyPI
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sym-mcp

SymPy sandbox MCP server based on FastMCP

Developer Tools Score 93/100 7 findings Cap. High
Symfony Php PyPI
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symfony-php-mcp

MCP server bridging Symfony/PHP projects with LLMs via Claude Desktop and other MCP clients

Developer Tools Score 93/100 1 finding Cap. High
Symtext PyPI
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symtext

Lightweight code graph indexer with incremental file watching and MCP server

Developer Tools Score 93/100 3 findings Cap. High
Synapps PyPI
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synapps-mcp

Code intelligence MCP server — indexes codebases into a queryable graph of symbols, call chains, and relationships

Developer Tools Score 93/100 10 findings Cap. High