MCP servers for
Developer Tools
483 servers in the catalog, aggregated from the official MCP registry, the reference server repo, and the community. Showing 120.
01The servers
21st-dev/Magic-MCP
21st-dev/magic-mcpCreate crafted UI components inspired by the best 21st.dev design engineers.
2ools
2ools/mcp-serverTurn what your assistant just built into a durable, versioned project. One free authless tool (`create_public_preview`) renders a standalone HTML document as a real shareable URL; 42 more cover projects, refinement, version comparison, separately-delegated approvals, artifacts, work assignments and source export. Build authority and review authority are deliberately separate scopes. Remote Streamable HTTP, OAuth 2.1 + PKCE. `https://2ools.app/mcp`
https://2ools.app/mcpHomepage ↗3KniGHtcZ/codebeamer-mcp
3knightcz/codebeamer-mcpCodebeamer 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.
a-25/ios-mcp-code-quality-server
a-25/ios-mcp-code-quality-serveriOS 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.
AaronVick/ECHO_RIFT_MCP
aaronvick/echo_rift_mcpMCP 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.
aashari/mcp-server-atlassian-bitbucket
aashari/mcp-server-atlassian-bitbucketAtlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.
aashari/mcp-server-atlassian-confluence
aashari/mcp-server-atlassian-confluenceAtlassian Confluence Cloud integration. Enables AI systems to interact with Confluence spaces, pages, and content with automatic ADF to Markdown conversion.
aashari/mcp-server-atlassian-jira
aashari/mcp-server-atlassian-jiraAtlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real time.
abrinsmead/mindpilot-mcp
abrinsmead/mindpilot-mcpVisualizes 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".
Adityaaery20/media-mcp
adityaaery20/media-mcpLocal 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.
admica/FileScopeMCP
admica/filescopemcpAnalyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.
agent-hanju/char-index-mcp
agent-hanju/char-index-mcpPrecise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations.
agenticempire/axint
agenticempire/axintApple-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.
AgiMaulana/HuaweiAppGalleryMcp
agimaulana/huaweiappgallerymcpHuawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts.
ahmedak/defluff
ahmedak/defluffDeterministic 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`
pip install defluffHomepage ↗ahmedxuhri/bigindexer
ahmedxuhri/bigindexerHierarchical 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.
AI-by-design/primitiv
ai-by-design/primitivDesign 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.
ai.etincel/etincel-nonfiction
aistoryhub/etincelDeterministic, local audit for AI writing tells (uniform paragraphs, hedged authority, stock transitions), paired with a trainable voice layer so Claude, Cursor, or any MCP client drafts closer to a real voice before you read it. No model call in the audit path. Also ships as a CLI and GitHub Action. `npx etincel serve`
npx -y etincelHomepage ↗ai.llmintel/llmintel
hivemindunit/llmintel-mcpCheck whether an LLM model id is deprecated, retiring, or retired, and what to migrate to. Covers OpenAI, Anthropic, Azure, Bedrock, Google, and Cohere. No API key. `npx -y @llmintel/mcp` or `https://llmintel.ai/v1/mcp`
npx -y @llmintel/mcpHomepage ↗aidemd-mcp/server
aidemd-mcp/serverStructured `.aide` spec files that give AI agents progressive disclosure into your codebase architecture via MCP.
ajitpratap0/GoSQLX
ajitpratap0/gosqlxno install needed. 1.25M+ ops/sec, 6 SQL dialects.
akramIOT/MCP_AI_SOC_Sher
akramiot/mcp_ai_soc_sherMCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent.
aktsmm/skill-ninja-mcp-server
aktsmm/skill-ninja-mcp-serverAgent 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.
AKzar1el/mcp-web-validator
akzar1el/mcp-web-validatorWeb Validator by DigestSEO validates HTML and CSS, audits technical SEO and accessibility signals, checks JSON-LD and bounded public links, and captures responsive screenshots. Install locally with `npx -y mcp-web-validator`; no API keys required.
npx -y mcp-web-validatorHomepage ↗alexbypa/github-projectpulse-mcp
alexbypa/github-projectpulse-mcpGitHub repository health monitoring for AI assistants. Analyze health scores (A-F grades), OpenSSF security checks, DORA metrics, code scanning alerts, and CI/CD status of any repo.
alimo7amed93/webhook-tester-mcp
alimo7amed93/webhook-tester-mcpambar/simctl-mcp
ambar/simctl-mcpandrewschreiber/desktopinsights-mcp
andrewschreiber/desktopinsights-mcpLook 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.
andypgray/resharper-cli-mcp
andypgray/resharper-cli-mcpReSharper's solution-wide inspections and code cleanup for C# solutions, via JetBrains' free command-line tools. No IDE required. Unofficial, not affiliated with JetBrains.
aos-standard/mcp-agent-health
aos-standard/mcp-agent-healthMCP 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](https://pypi.org/project/mcp-agent-health/0.3.1/)
pip install mcp-agent-healthHomepage ↗aos-standard/mcp-blast-radius
aos-standard/mcp-blast-radiusMCP 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](https://pypi.org/project/mcp-blast-radius/0.2.0/)
pip install mcp-blast-radiusHomepage ↗aparajithn/agent-utils-mcp
aparajithn/agent-utils-mcpSwiss-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.
api7/apisix-mcp
api7/apisix-mcpappcreationsca/bumpguard-mcp
appcreationsca/bumpguard-mcpPre-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`
pip install bumpguard-mcpHomepage ↗aradar46/reuse-before-generate
aradar46/reuse-before-generateChecks 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`
npx -y reuse-before-generateHomepage ↗ArchAI-Labs/fastmcp-sonarqube-metrics
archai-labs/fastmcp-sonarqube-metricsA 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.
artmann/package-registry-mcp
artmann/package-registry-mcpMCP server for searching and getting up-to-date information about NPM, Cargo, PyPi, and NuGet packages.
arvindand/maven-tools-mcp
arvindand/maven-tools-mcpUniversal 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.
astandrik/codex-pets
astandrik/codex-petsCompanion 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.
augmnt/augments-mcp-server
augmnt/augments-mcp-serverTransform 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.
aurumflux20/effectfence
aurumflux20/effectfenceCausal effect fence for agent tool calls: stops double-charges and duplicate side effects. Same-instant races elect exactly one winner; late duplicates replay a sealed, content-addressed receipt (fence_prepare / fence_commit / fence_abort). Ships a 1,000-attempt storm demo enforced in CI. `npx -y effectfence` (prebuilt binaries for macOS, Windows and Linux — no Rust toolchain) or `cargo install effectfence`.
npx -y effectfenceHomepage ↗AutomateLab-tech/n8n-mcp
automatelab-tech/n8n-mcpNine-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`.
automation-ai-labs/mcp-link
automation-ai-labs/mcp-linkSeamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
avisangle/jenkins-mcp-server
avisangle/jenkins-mcp-serverEnterprise-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.
axliupore/mcp-code-runner
axliupore/mcp-code-runnerAn MCP server for running code locally via Docker and supporting multiple programming languages.
ayhammouda/python-docs-mcp-server
ayhammouda/python-docs-mcp-serverLocal, read-only retrieval over official Python standard library docs with exact symbol lookup, section-level results, and version-aware context.
azer/react-analyzer-mcp
azer/react-analyzer-mcpAnalyze React code locally, generate docs / llm.txt for whole project at once
back1ply/agent-skill-loader
back1ply/agent-skill-loaderDynamically load Claude Code skills into AI agents without copying files. Discover, read, and install skills on demand.
baobabcat/demandscope
baobabcat/demandscopeDemand-signal scanner for validating digital-product and dev-tool ideas: query GitHub repo signals, Hacker News attention, and npm/PyPI download counts through six stdio tools with TTL caching and backoff. Dependency-free, no API keys. Listed on the official MCP Registry (`io.github.baobabcat/demandscope`).
bbonnin/openapi-to-mcp
bbonnin/openapi-to-mcpMCP 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.
beardfaceguy/daimonos
beardfaceguy/daimonosAgent-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.
benswel/qr-agent-core
benswel/qr-agent-coreDynamic 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`.
BetterDB-inc/monitor
betterdb-inc/monitorValkey-first observability with Redis compatibility. Query real-time metrics, analyze slow commands, detect hot keys, and investigate performance issues directly from AI coding assistants.
bgauryy/octocode-mcp
bgauryy/octocode-mcpAI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime.
Bishop81/imagedimensions-mcp
bishop81/imagedimensions-mcpAudit 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`
npx -y imagedimensions-mcpHomepage ↗bitrise-io/bitrise-mcp
bitrise-io/bitrise-mcpMCP Server for the [Bitrise](https://bitrise.io) API, enabling app management, build operations, artifact management and more.
blackwell-systems/agent-lsp
blackwell-systems/agent-lspStateful 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.
BrainGrid MCP
[BrainGrid](https://braingrid.ai) MCP is the Product Management Agent that writes your specs, plans your features, and creates engineering-grade tasks your coding tools can build reliably.
BrunoKrugel/echo-mcp
brunokrugel/echo-mcpA zero-configuration Go library to automatically expose any existing Echo web framework APIs as MCP tools.
buildkite/buildkite-mcp-server
buildkite/buildkite-mcp-serverOfficial MCP server for Buildkite. Create new pipelines, diagnose and fix failures, trigger builds, monitor job queues, and more.
callstackincubator/agent-device
callstackincubator/agent-deviceDiscovery 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.
carloshpdoc/memorydetective
carloshpdoc/memorydetectiveiOS 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.
cerebrixos-org/tuning-engines-cli
cerebrixos-org/tuning-engines-cliDomain-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.
chaoz23/inkcheck
chaoz23/inkcheckCI for [ink](https://github.com/inkle/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`
npx -y inkcheckHomepage ↗chrassy/klanex-mcp
chrassy/klanex-mcpReliable 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 `llm_hint` the agent can self-correct from. Hosted remote (`api.klanexai.com/mcp`, free sandbox) or `npx -y klanex-mcp`.
npx -y klanex-mcpHomepage ↗Chunkydotdev/bldbl-mcp
chunkydotdev/bldbl-mcpOfficial MCP server for Buildable AI-powered development platform [bldbl.dev](https://bldbl.dev). Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.
CircleCI/mcp-server-circleci
circleci-public/mcp-server-circlecicjo4m06/mcp-shrimp-task-manager
cjo4m06/mcp-shrimp-task-managerhttps://cjo4m06.github.io/mcp-shrimp-task-managerHomepage ↗ckanthony/gin-mcp
ckanthony/gin-mcpA zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools.
ckreiling/mcp-server-docker
ckreiling/mcp-server-dockerIntegrate with Docker to manage containers, images, volumes, and networks.
ClaudeCodeNavi/claudecodenavi-mcp
saikiyusuke/claudecodenavi-mcpClaude Code knowledge platform & marketplace MCP server. Search and share snippets, prompts, Q&A solutions, error fixes, and MCP server configurations from the ClaudeCodeNavi community.
cocaxcode/api-testing-mcp
cocaxcode/api-testing-mcpThe most complete API testing MCP — Postman inside your AI assistant. Per-project environment groups with {{variable}} interpolation, saved collections, multi-step flows with response extraction, assertions, load testing, and OpenAPI mock generation. 42 tools, zero cloud account needed.
CodeLogicIncEngineering/codelogic-mcp-server
codelogicincengineering/codelogic-mcp-serverOfficial MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools.
com.adrianczuczka/mason
adrianczuczka/masonContext 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.
npx -y mason-contextHomepage ↗Comet-ML/Opik-MCP
comet-ml/opik-mcpUse natural language to explore LLM observability, traces, and monitoring data captured by Opik.
conan-io/conan-mcp
conan-io/conan-mcpOfficial MCP server for Conan C/C++ package manager. Create projects, manage dependencies, check licenses, and scan for security vulnerabilities.
ConfigCat/mcp-server
configcat/mcp-serverMCP server for interacting with ConfigCat feature flag platform. Supports managing feature flags, configs, environments, products and organizations.
Contentrain/ai
contentrain/aiLocal-first MCP server for AI content governance — 13 tools for model/content CRUD, validation, normalization, and i18n across any framework.
context-rot-detection
milos-product-maker/context-rot-detectionGives AI agents self-awareness about their cognitive state. Monitors token utilization, context quality degradation, and session fatigue. Returns health scores (0-100) and recovery recommendations based on model-specific degradation curves.
cq27-dev/rag-rat
cq27-dev/rag-ratLocal repo-intelligence index and MCP server for coding agents — "what a repository knows about itself." Hybrid BM25 + vector semantic search, a tree-sitter code graph (callers/callees/imports across Rust, TS/TSX, Kotlin, C/C++, Python) with an optional compiler-grade SCIP oracle, queryable git/GitHub history, and typed, source-anchored repo memories (Invariant, Decision, Risk, …) that persist across sessions. Every result carries provenance — confidence labels and coverage warnings. Keeps source read-only; a background watcher keeps queries fresh. PreToolUse hooks augment `grep` and flag near-duplicate code as you write it. `cargo install rag-rat`
cqfn/aibolit-mcp-server
cqfn/aibolit-mcp-serverHelping Your AI Agent Identify Hotspots for Refactoring; Help AI Understand How to 'Make Code Better'
CSCSoftware/AiDex
cscsoftware/aidexPersistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11 languages including C#, TypeScript, Python, Rust, and Go.
currents-dev/currents-mcp
currents-dev/currents-mcpDaghis/teamcity-mcp
daghis/teamcity-mcpMCP server for JetBrains TeamCity with 87 tools for builds, tests, agents, and CI/CD pipeline management. Features dual-mode operation (dev/full) and runtime mode switching.
DanMat/create-packkit
danmat/create-packkitScaffold modern npm packages, CLIs, services, and full-stack monorepos from your agent. Three tools: inspect the option schema, preview the generated file tree, and write the project to disk — optionally creating the GitHub repo and pushing to it, or merging into an existing clone without overwriting anything. Also available as a CLI and a web configurator. `npx -y packkit-mcp`
npx -y packkit-mcpHomepage ↗dannote/figma-use
dannote/figma-useFull Figma control: create shapes, text, components, set styles, auto-layout, variables, export. 80+ tools.
darktw/chatpipe-mcp
darktw/chatpipe-mcpPublish HTML as live, shareable web pages from your AI coding agent. Instant URLs with access control (public, password-protected, email-restricted).
davidan90/time-node-mcp
davidan90/time-node-mcpTimezone-aware date and time operations with support for IANA timezones, timezone conversion, and Daylight Saving Time handling.
davidlin2k/pox-mcp-server
davidlin2k/pox-mcp-serverMCP server for the POX SDN controller to provides network control and management capabilities.
davidmosiah/delx-mcp-server
davidmosiah/delx-mcp-serverNative stdio bridge for the hosted Delx Protocol MCP endpoint, with one-command client install, doctor checks and live tool discovery.
deed-lang/deed
deed-lang/deedContract-first programming language and local MCP server for checking types, effects, capabilities, and contracts in agent-written modules. Its review tool compares before and after source sets and returns machine-readable receipts for new authority, weaker promise tiers, and new Guarded runtime obligations. Install: `cargo install deed-lang`; run `deed mcp`.
delano/postman-mcp-server
delano/postman-mcp-serverInteract with [Postman API](https://www.postman.com/postman/postman-public-workspace/)
delimit-ai/delimit
delimit-ai/delimitAPI governance server that detects breaking changes in OpenAPI specs. Diffs two spec versions, applies configurable policy rules (strict/default/relaxed), and returns structured pass/fail verdicts. 23 change types, 10 breaking. Supports OpenAPI 3.0, 3.1, and Swagger 2.0.
deploy-mcp/deploy-mcp
alexpota/deploy-mcpUniversal deployment tracker for AI assistants with live status badges and deployment monitoring
DeusData/codebase-memory-mcp
deusdata/codebase-memory-mcpCode-intelligence engine that indexes a repo into a persistent knowledge graph — functions, classes, call chains, HTTP routes, cross-service links. 159 languages via tree-sitter + Hybrid LSP, sub-ms structural queries, ~99% fewer tokens than grep. Single static binary, zero dependencies, 100% local. `npx codebase-memory-mcp`
DigiCatalyst-Systems/dep-diff-mcp
digicatalyst-systems/dep-diff-mcpTranslates a lockfile diff (npm, PyPI) into a human-readable upgrade plan. Point it at a Dependabot PR and get back semver classification, breaking changes from GitHub release notes, CVEs fixed in range, migration links, and a per-package recommendation. Bulk tool ranks up to 50 changes by risk (security > caution > review > likely-safe > safe). Install via `npx -y @digicatalyst/dep-diff-mcp`.
npx -y @digicatalyst/dep-diff-mcpHomepage ↗Disentinel/grafema
disentinel/grafemaSemantic code graph MCP server for AI coding agents. Indexes your codebase into a typed graph (functions/types/modules as nodes; CALLS/IMPORTS/DATAFLOW/EFFECTS as typed edges) and exposes 40+ tools for call-chain tracing, data-flow analysis, semantic search, and invariant checking — so agents navigate code structure instead of reading files line by line. `npm install -g grafema`
npx -y -gHomepage ↗docker/hub-mcp
docker/hub-mcpOfficial MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images
docweave/mcp
nicolasmartalog/docweave-mcpGenerate and read PDFs for AI agents: a `generate_pdf` tool (HTML, a URL, or a template + JSON → PDF) and a `read_pdf` tool (a PDF → text/markdown). Run locally with `npx @docweave/mcp` or use the hosted streamable-HTTP endpoint. Chromium-rendered, priced per document.
dorukardahan/twitterapi-docs-mcp
dorukardahan/twitterapi-docs-mcpOffline access to TwitterAPI.io documentation for AI assistants. 52 API endpoints, guides, pricing info, and authentication docs.
drhalto/agentmako
drhalto/agentmakoLocal-first codebase intelligence engine. Gives coding agents structured context packets, indexed code/schema facts, and diagnostics over MCP, backed by a local SQLite store — so agents stop rediscovering your repo with raw grep. Optional Postgres/Supabase awareness and a bundled Claude Code plugin.
drumst0ck/uploadkit
drumst0ck/uploadkitnpx -y @uploadkitdev/mcpHomepage ↗Dusheh/myclaw-toolkit
dusheh/myclaw-toolkit23-in-1 developer utility MCP server: web search, exchange rates, crypto prices, QR codes, JSON formatter, UUID, URL tools, domain check, RSS feeds, and more. 6 paid APIs via x402 micropayments ($0.003 USDC on Base). `npx myclaw-toolkit`
efremidze/swift-patterns-mcp
efremidze/swift-patterns-mcpAn MCP server providing curated Swift and SwiftUI best practices from leading iOS developers, including patterns and real-world code examples from Swift by Sundell, SwiftLee, and other trusted sources.
ellmos-ai/ellmos-codecommander-mcp
ellmos-ai/ellmos-codecommander-mcpDeveloper-focused MCP server for code analysis, JSON repair, encoding fixes, and import organization across local projects.
Elmoaid/TempoGraph
elmoaid/tempographCode graph context engine with 24 MCP tools for structural code intelligence. Tree-sitter parsing for 170+ languages, dependency graphs, blast radius, hotspots, dead code, and adaptive context injection. Benchmarked +27% F1 on change-localization.
Eltortilla1/synapse-code-mcp
eltortilla1/synapse-code-mcpStructural code context server for AI agents — compressed symbol indexes, dependency graphs, and git diffs via TypeScript AST analysis. Zero external dependencies, no vector database or embedding API required.
emailens/mcp
emailens/mcpOfficial MCP server for Emailens, the rendering linter for email. Lint HTML email for rendering issues across 15 clients (Gmail, Outlook, Apple Mail and more), score CSS compatibility 0-100 per client, simulate dark mode, and get framework-native fix snippets for React Email, MJML, and Maizzle. `npx -y @emailens/mcp`
npx -y @emailens/mcpHomepage ↗endiagram/mcp
dushyant30suthar/endiagram-mcpStructural analysis for any system — 12 deterministic graph tools (topology, bottlenecks, blast radius, trace, diff, centrality) from EN syntax descriptions. No AI inside the computation. Install: `npx @endiagram/mcp`
endorhq/cli
endorhq/cliEndor lets your AI agents run services like MariaDB, Postgres, Redis, Memcached, Alpine, or Valkey in isolated sandboxes. Get pre-configured applications that boot in less than 5 seconds.
ericbrown/project-context-mcp
ericbrown/project-context-mcpExposes `.context/` folder files as MCP resources, giving Claude Code instant access to project documentation via `@` mentions.
ethbak/icon-composer-mcp
ethbak/icon-composer-mcpMCP server for Apple's Icon Composer: programmatically create .icon bundles with Liquid Glass effects (iOS 26+). 12 tools for icon creation, glass effect tuning, dark mode appearances, and App Store export.
EtienneChollet/ontomics
etiennechollet/ontomicsSemantic code index that extracts domain concepts, naming conventions, and behavioral similarity from codebases. One tool call instead of 19, ~20x fewer tokens for codebase understanding queries.
etsd-tech/mcp-pointer
etsd-tech/mcp-pointerVisual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to capture elements.
Explorer-64/imagcon-mcp
explorer-64/imagcon-mcpGenerate deployment-ready PWA, iOS, and Android app icon sets from a text description. Produces all 27 required sizes, maskable icons, Xcode-ready iOS icons, Android mipmap folders, splash screens, and manifest.json — packaged as a ZIP. Powered by Google Imagen 4.
extentos/mcp-server
extentos/mcp-serverBuild smart-glasses apps with AI agents — scaffold, validate, and simulate Meta smart glasses integrations (camera capture, voice, audio) in Android and iOS apps. Runs locally via `npx -y @extentos/mcp-server`.
npx -y @extentos/mcp-serverHomepage ↗eyaltoledano/claude-task-master
eyaltoledano/claude-task-masterAI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity, xAI), and selective tool loading for optimized context usage.
eyaushev/swagger-testcase-mcp
eyaushev/swagger-testcase-mcpMCP server for API test case generation from Swagger/OpenAPI specs. Parses Swagger 2.0 and OpenAPI 3.x, generates test cases across 8 categories (happy path, validation, auth, error handling, boundary, security injection, idempotency, pagination/concurrency) with export to Markdown, Gherkin, Postman, k6, pytest, Allure, and TestRail.
fantasieleven-code/callout
fantasieleven-code/calloutMulti-perspective architecture review for AI-assisted development. Nine expert viewpoints (CTO, Security, Product, DevOps, Customer, Strategy, Investor, Unicorn Founder, Solo Entrepreneur) analyze your project and produce actionable findings. Includes AI collaboration coaching and quantitative idea scoring.
FI-Mihej/codebase-agent-mcp
fi-mihej/codebase-agent-mcpA sub-harness (both an MCP server and an MCP client). Delegates documentation and source code analysis, as well as interactions with related context-providing MCP servers, to a local or inexpensive OpenAI-compatible LLM. Drastically reduces token usage and context size for coding agents on the top-tier LLM. `uvx codebase-agent-mcp`
02Other categories
- Finance & Fintech431
- Knowledge & Memory316
- Search & Data Extraction229
- Security215
- Other Tools and Integrations183
- Communication149
- Databases132
- Aggregators127
- Cloud Platforms121
- Workplace & Productivity111
- Browser Automation96
- Marketing94
- Coding Agents84
- Art & Culture81
- Monitoring80
- Gaming63
- Multimedia Process61
- Social Media53
- Location Services53
- Travel & Transportation52
- Research48
- File Systems46
- Data Platforms45
- Biology Medicine and Bioinformatics44
- Data Science Tools41
- Sports39
- E-Commerce34
- Legal31
- Version Control30
6,000+ servers · one catalog · any agent