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Developer Tools MCP Servers
MCP servers that plug AI agents straight into the developer workflow — running code, managing repositories, querying build systems, and automating the everyday tasks engineers repeat all day.
Moxie Docs MCP
MCP & Agent Skills for Automated Documentation, and codebase conventions + context
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Codebeamer Mcp
3KniGHtcZ
Codebeamer ALM integration for managing work items, trackers, and projects. Provides 17 tools for reading and writing items, associations, references, comments, and risk management data via Codebeamer REST API v3.
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ECHO RIFT MCP
AaronVick
MCP server for EchoRift infrastructure primitives (BlockWire, CronSynth, Switchboard, Arbiter). Makes EchoRift's agent infrastructure callable as MCP tools so any MCP client can treat EchoRift like a native capability layer.
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Magic MCP
21st-dev
Create crafted UI components inspired by the best 21st.dev design engineers.
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Ios Mcp Code Quality Server
a-25
iOS code quality analysis and test automation server. Provides comprehensive Xcode test execution, SwiftLint integration, and detailed failure analysis. Operates in both CLI and MCP server modes for direct developer usage and AI assistant integration.
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Mcp Server Atlassian Bitbucket
aashari
Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.
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Mcp Server Atlassian Confluence
aashari
Atlassian Confluence Cloud integration. Enables AI systems to interact with Confluence spaces, pages, and content with automatic ADF to Markdown conversion.
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Mcp Server Atlassian Jira
aashari
Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real time.
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Mindpilot Mcp
abrinsmead
Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to "show me this in a diagram".
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Media Mcp
Adityaaery20
Local image and video processing MCP server with 13 tools for resize, convert, compress, crop, thumbnail, metadata extraction, rotate, flip, filters, and ffmpeg-based video operations. No API keys required.
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FileScopeMCP
admica
Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.
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Mason
adrianczuczka
Context engineering MCP server. Generates CLAUDE.md from git history and architectural file sampling, and maintains a concept-map snapshot of features/flows → files so agents can skip grep/glob on repeat queries.
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Char Index Mcp
agent-hanju
Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations.
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Axint
agenticempire
Apple-native execution layer for AI agents. Compiles TypeScript to validated Swift — App Intents, SwiftUI views, WidgetKit widgets, and full apps. 13 MCP tools, 150 diagnostics, 500 tests.
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HuaweiAppGalleryMcp
AgiMaulana
Huawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts.
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Defluff
ahmedak
Deterministic slop detector for AI-generated prose. Flags filler phrases and clichés with zero false positives by design (curated phrase list, not a model), returns exact spans plus a pinnable 0-1 score, and runs offline with no API key. CLI + CI exit code + MCP server for agents to self-check their own output before it lands in a PR or doc. pip install defluff
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Bigindexer
ahmedxuhri
Hierarchical code intelligence for AI coding agents. Scans local source code, clusters files by behavioral roles, maps coupling seams, and provides in-repo twins/context for complex implementation tasks.
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Primitiv
AI-by-design
Design contract layer for your codebase. Scans Figma, code, Storybook, and token files, reconciles conflicts, and serves a single machine-readable source of truth over MCP so every agent gets the same authoritative design rules before it builds. Local-first — your code never leaves your machine.
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Server
aidemd-mcp
Structured .aide spec files that give AI agents progressive disclosure into your codebase architecture via MCP.
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GoSQLX
ajitpratap0
7 SQL tools (validate, format, parse, lint, security scan, metadata extraction, full analysis) over Streamable HTTP. Public remote server at mcp.gosqlx.dev - no install needed. 1.25M+ ops/sec, 6 SQL dialects.
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MCP AI SOC Sher
akramIOT
MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent.
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Skill Ninja Mcp Server
aktsmm
Agent Skill Ninja for MCP: Search, install, and manage AI agent skills (SKILL.md files) from GitHub repositories. Features workspace analysis for personalized recommendations and supports 140+ pre-indexed skills.
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Webhook Tester Mcp
alimo7amed93
A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude.
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Simctl Mcp
ambar
A MCP server implementation for iOS Simulator control.
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Desktopinsights Mcp
andrewschreiber
Look up SDKs, frameworks, and dependencies used by 12,000+ macOS and Windows desktop apps. Search by technology adoption, compare stacks, and discover SDK usage patterns via the Desktop Insights API.
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Mcp Agent Health
aos-standard
MCP Agent Health Reporter — advisory agent health scan under AOS discipline (manifest, services, immune loop, evidence). Stdio MCP: mcp-agent-health. Install: pip install mcp-agent-health==0.3.1 · PyPI
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Mcp Blast Radius
aos-standard
MCP Blast-Radius Auditor — static blast radius extraction and AOS manifest.json divergence gate (Oracle / Permitted / Prohibited). Stdio MCP (mcp-blast-radius) plus CI blocking gate (mcp-blast-radius-gate). Install: pip install mcp-blast-radius==0.2.0 · PyPI
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Agent Utils Mcp
aparajithn
Swiss-army-knife utility server for AI agents. 18 tools including JSON validation, base64, hashing, UUID generation, regex testing, markdown conversion, datetime conversion, cron parsing, CSV/JSON conversion, JWT decoding, and more. Streamable HTTP MCP + REST API with x402 micropayments.
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Apisix Mcp
api7
MCP Server that support for querying and managing all resource in Apache APISIX.
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Bumpguard Mcp
appcreationsca
Pre-flight dependency-upgrade impact analysis: reports exactly which of your code's API usages break before you bump a dependency, with line numbers, severity, and fix hints. Also verifies AI-written code against the actually-installed API to catch hallucinated calls. Static analysis only — never runs third-party code. Python + .NET. pip install bumpguard-mcp
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Reuse Before Generate
aradar46
Checks whether a project idea already exists before your agent scaffolds it. Searches GitHub, npm and Python repos, drops archived/inactive results, and returns at most 3 maintained alternatives with a concrete "extend this instead" suggestion for each. The calling agent does the relevance judgement itself, so no extra API key is needed. npx -y reuse-before-generate
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Fastmcp Sonarqube Metrics
ArchAI-Labs
A Model Context Protocol (MCP) server that provides a set of tools for retrieving information about SonarQube projects like metrics (actual and historical), issues, health status.
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Package Registry Mcp
artmann
MCP server for searching and getting up-to-date information about NPM, Cargo, PyPi, and NuGet packages.
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Maven Tools Mcp
arvindand
Universal Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill). Features bulk operations, version comparison, stability filtering, dependency age analysis, release patterns, and Context7 integration for upgrade guidance.
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Codex Pets
astandrik
Companion Gallery for Codex: public read-only registry for Codex-compatible animated companion packs. Search, preview, install community pets, generate badges/embed cards, and discover the request flow via Streamable HTTP MCP.
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Augments Mcp Server
augmnt
Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-date code generation that follows current best practices for React, Next.js, Laravel, FastAPI, Tailwind CSS, and more.
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N8n Mcp
AutomateLab-tech
Nine-tool MCP server for n8n: generate workflow JSON from natural language, lint for deprecated node types, missing typeVersion, and broken connections, and debug per-node execution failures. Ships with a Claude Code skill. Install: npx @automatelab/n8n-mcp.
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Mcp Link
automation-ai-labs
Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
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Jenkins Mcp Server
avisangle
Enterprise-grade Jenkins CI/CD integration with multi-tier caching, pipeline monitoring, artifact management, and batch operations. Features 21 MCP tools for job management, build status tracking, and queue management with CSRF protection and 2FA support.
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Mcp Code Runner
axliupore
An MCP server for running code locally via Docker and supporting multiple programming languages.
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Python Docs Mcp Server
ayhammouda
Local, read-only retrieval over official Python standard library docs with exact symbol lookup, section-level results, and version-aware context.
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React Analyzer Mcp
azer
Analyze React code locally, generate docs / llm.txt for whole project at once
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Agent Skill Loader
back1ply
Dynamically load Claude Code skills into AI agents without copying files. Discover, read, and install skills on demand.
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Openapi To Mcp
bbonnin
MCP server that automatically converts any OpenAPI/Swagger specification into a set of usable MCP tools. Unlike manual tool definition, this approach auto-generates tools directly from the Swagger spec, ensuring consistency, reducing maintenance effort, and preventing mismatches between the tools and the actual API.
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Daimonos
beardfaceguy
Agent-optimized MCP server replacing built-in file, search, exec, and git tools with compact structured JSON. Native plugins for git, cargo, gh, and docker. Semantic output filtering, read deduplication, batch operations, and token analytics. Benchmarked 20-45% token savings.
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Qr Agent Core
benswel
Dynamic QR code service for AI agents. Create, update, track, and retarget QR codes without regenerating images. 37 tools covering 11 QR types, one-command install via npx qr-for-agent.
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Monitor
BetterDB-inc
Valkey-first observability with Redis compatibility. Query real-time metrics, analyze slow commands, detect hot keys, and investigate performance issues directly from AI coding assistants.
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Octocode Mcp
bgauryy
AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime.
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Imagedimensions Mcp
Bishop81
Audit the images on any web page: natural vs rendered dimensions, oversized-image detection, and format breakdown, so agents can check web-image performance. Calls the hosted imagedimensions.com API, so no local browser is required. npx -y imagedimensions-mcp
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Bitrise Mcp
bitrise-io
MCP Server for the Bitrise API, enabling app management, build operations, artifact management and more.
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Agent Lsp
blackwell-systems
Stateful MCP server over real language servers. 50 tools, 30 CI-verified languages, 20 agent workflows. Persistent sessions keep the index warm across files and projects. Speculative execution simulates edits in memory before writing to disk.
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BrainGrid MCP
BrainGrid MCP is the Product Management Agent that writes your specs, plans your features, and creates engineering-grade tasks your coding tools can build reliably.
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Echo Mcp
BrunoKrugel
A zero-configuration Go library to automatically expose any existing Echo web framework APIs as MCP tools.
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Buildkite Mcp Server
buildkite
Official MCP server for Buildkite. Create new pipelines, diagnose and fix failures, trigger builds, monitor job queues, and more.
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Agent Device
callstackincubator
Discovery router for the agent-device CLI. Exposes status, install guidance, version-matched help, prompts, and resources for iOS, Android, tvOS, macOS, and Linux automation workflows.
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Memorydetective
carloshpdoc
iOS leak hunting and performance investigation. Reads .memgraph (leaks(1)) and .trace (xctrace) files, classifies retain cycles against a 34-pattern catalog (SwiftUI, Combine, Swift Concurrency, UIKit, Core Animation, Core Data, SwiftData, RxSwift, Realm), surfaces a Swift fixTemplate snippet for each match, and bridges to source via SourceKit-LSP. Single-call build+boot+launch fixes the macOS 26.x leaks --outputGraph regression; replayScenario + captureScenarioState close the verify-fix loop. 31 MCP tools, 34 catalog resources, 5 investigation prompts. CI-gateable via verifyFix and compareTracesByPattern. Apache 2.0.
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Tuning Engines Cli
cerebrixos-org
Domain-specific fine-tuning of open-source LLMs and SLMs with zero infrastructure. Specialized tuning agents deliver sovereign models trained on your data. Supports Qwen, Llama, DeepSeek, Mistral, Gemma 1B-72B. LoRA, QLoRA, full fine-tuning. Cost estimation, model management, S3 export.
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Inkcheck
chaoz23
CI for ink interactive-fiction stories. Compiles, exhaustively playtests every branch, and finds runtime errors (with a repro path), unreachable knots, and every distinct ending — so an agent can verify the story it wrote. Writes no prose. claude mcp add inkcheck -- npx -y inkcheck mcp
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Klanex Mcp
chrassy
Reliable async execution for agent tool calls: schema-gate hallucinated payloads before they run, absorb rate limits and outages with retries/backoff/circuit breakers, idempotency keys, human approval gates, encrypted credentials, replay, and signed-webhook results. Errors come back with an llmhint the agent can self-correct from. Hosted remote (api.klanexai.com/mcp, free sandbox) or npx -y klanex-mcp.
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Bldbl Mcp
Chunkydotdev
Official MCP server for Buildable AI-powered development platform bldbl.dev. Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.
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