Developer Tools — MCP

21st-dev/Magic-MCP
Create UI components inspired by 21st.dev design engineers.
Developer Tools
2ools/mcp-server
Versioned projects from assistant-built work: shareable HTML previews, version comparison, delegated approvals, artifacts, work assignments and source export.
Developer Tools
3KniGHtcZ/codebeamer-mcp
Codebeamer ALM: read and write work items, trackers, projects, associations, references, comments and risk management data via the REST API.
Developer Tools
a-25/ios-mcp-code-quality-server
iOS code quality and test automation: Xcode test execution, SwiftLint integration and failure analysis.
Developer Tools
aashari/mcp-server-atlassian-bitbucket
Atlassian Bitbucket Cloud: work with repositories, pull requests, workspaces and code.
Developer Tools
aashari/mcp-server-atlassian-confluence
Atlassian Confluence Cloud: work with spaces, pages and content, with automatic ADF-to-Markdown conversion.
Developer Tools
aashari/mcp-server-atlassian-jira
Atlassian Jira Cloud: work with projects, issues, comments and related development information.
Developer Tools
abrinsmead/mindpilot-mcp
Visualize code, architecture and other concepts as Mermaid diagrams in a locally hosted web app.
Developer Tools
Adityaaery20/media-mcp
Local image and video processing: resize, convert, compress, crop, thumbnails, metadata extraction, rotate, flip, filters and ffmpeg-based video operations.
Developer Tools
admica/FileScopeMCP
Identifies important files in a codebase from dependency relationships, with diagrams and importance scores.
Developer Tools
adrianczuczka/mason
Generates CLAUDE.md from git history and file sampling, and keeps a concept map linking features and flows to files so agents skip repeated searches.
Developer Tools
agent-easy-use/mobile-easy-use
Android and iOS runtime inspection and control via Frida: method hooks, state inspection, temporary overrides, UI actions and screenshots.
Developer Tools
agenticempire/axint
Compiles TypeScript to validated Swift for Apple platforms: App Intents, SwiftUI views, WidgetKit widgets and full apps.
Developer Tools
AgiMaulana/HuaweiAppGalleryMcp
Huawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts.
Developer Tools
ahmedak/defluff
Deterministic, offline detector for filler phrases and clichés in AI-generated prose, using a curated phrase list and returning exact spans and a 0-1 score.
Developer Tools
ahmedxuhri/bigindexer
Hierarchical code intelligence: scans local source, clusters files by behavioral role, maps coupling seams and finds similar in-repo code for complex tasks.
Developer Tools
AI-by-design/primitiv
Local-first design contract layer: scans Figma, code, Storybook and token files, reconciles conflicts and serves a single source of truth for design rules.
Developer Tools
aicanvas-me/aicanvas
Search and fetch animated, shadcn-compatible React components, design systems and templates, with install commands, from the aicanvas registry.
Developer Tools
aidemd-mcp/server
Structured .aide spec files that give agents progressive disclosure of codebase architecture.
Developer Tools
AIStoryHub/etincel
Deterministic local audit for AI writing tells (uniform paragraphs, stock transitions) plus a trainable voice layer so drafts sound closer to a real voice.
Developer Tools
aiulms/codelattice
Read-only local code graph for Rust, Cangjie, ArkTS, TS/JS, C/C++, Python and Shell: call graphs, quality gates, change review and impact analysis.
Developer Tools
ajitpratap0/GoSQLX
SQL validation, formatting, parsing, linting, security scanning and metadata extraction across multiple SQL dialects.
Developer Tools
akramIOT/MCP_AI_SOC_Sher
Dynamic SOC security threat analysis for a Text2SQL AI agent.
Developer Tools
aktsmm/skill-ninja-mcp-server
Search, install and manage agent skills (SKILL.md files) from GitHub repositories, with workspace analysis for personalized recommendations.
Developer Tools
AKzar1el/mcp-web-validator
Validate HTML and CSS, audit technical SEO and accessibility, check JSON-LD and public links, and capture responsive screenshots.
Developer Tools
alexbypa/github-projectpulse-mcp
GitHub repository health monitoring: A-F health grades, OpenSSF security checks, DORA metrics, code scanning alerts and CI/CD status.
Developer Tools
alimo7amed93/webhook-tester-mcp
Create, retrieve and delete webhooks on webhook-test.com.
Developer Tools
ambar/simctl-mcp
Control the iOS Simulator.
Developer Tools
andrewschreiber/desktopinsights-mcp
Look up SDKs, frameworks and dependencies used by macOS and Windows desktop apps, search by technology adoption and compare stacks via Desktop Insights.
Developer Tools
andypgray/resharper-cli-mcp
ReSharper solution-wide inspections and code cleanup for C# solutions via JetBrains' command-line tools, without an IDE.
Developer Tools
aos-standard/mcp-agent-health
Agent health reporter: advisory health scans under AOS discipline covering manifest, services, immune loop and evidence.
Developer Tools
aos-standard/mcp-blast-radius
Static blast-radius extraction and an AOS manifest.json divergence check (Oracle, Permitted, Prohibited), also usable as a blocking CI gate.
Developer Tools
aparajithn/agent-utils-mcp
Utility tools with x402 micropayments: JSON validation, base64, hashing, UUIDs, regex testing, Markdown and datetime conversion, cron parsing and JWT decoding.
Developer Tools
apatureai/bastion
Design review of rendered UI for coding agents: submit a preview URL, get findings with element references and recheck after fixing.
Developer Tools
api7/apisix-mcp
Query and manage all resources in Apache APISIX.
Developer Tools
appcreationsca/bumpguard-mcp
Dependency-upgrade impact analysis for Python and .NET: which API usages break, with line numbers and fix hints, plus detection of hallucinated API calls.
Developer Tools
aradar46/reuse-before-generate
Checks if a project idea already exists on GitHub, npm or Python repositories and suggests maintained alternatives to extend instead of scaffolding anew.
Developer Tools
ARADIA-systems/aradia-mcp-server
On-premise private AI systems from ARADIA on NVIDIA DGX hardware: hardware sizing, ROI modeling, partner onboarding, procurement and order tracking.
Developer Tools
ArchAI-Labs/fastmcp-sonarqube-metrics
Retrieve SonarQube project information: current and historical metrics, issues and health status.
Developer Tools
artmann/package-registry-mcp
Search and get up-to-date information about npm, Cargo, PyPI and NuGet packages.
Developer Tools
arvindand/maven-tools-mcp
Maven Central dependency intelligence: bulk version comparison, stability filtering, dependency age analysis, release patterns and Context7 upgrade guidance.
Developer Tools
astandrik/codex-pets
Read-only registry of animated companion packs (pets) for Codex: search, preview and install community pets and generate badges and embed cards.
Developer Tools
augmnt/augments-mcp-server
Up-to-date framework documentation for React, Next.js, Laravel, FastAPI, Tailwind CSS and more.
Developer Tools
aurumflux20/effectfence
Prevents double charges and duplicate side effects from agent tool calls: concurrent races elect one winner, late duplicates replay a sealed receipt.
Developer Tools
AutomateLab-tech/n8n-mcp
Generate n8n workflow JSON from natural language, lint for deprecated nodes, missing typeVersion and broken connections, and debug per-node execution failures.
Developer Tools
automation-ai-labs/mcp-link
Integrate any API with AI agents using its OpenAPI schema.
Developer Tools
Avazbek22/DevProjex
Build token-efficient codebase context locally, with live preview, Git scopes, secret redaction and syntax-aware compression.
Developer Tools
avisangle/jenkins-mcp-server
Jenkins CI/CD: job management, build status tracking, pipeline monitoring, artifact and queue management, and batch operations.
Developer Tools
axliupore/mcp-code-runner
Run code in multiple programming languages locally via Docker.
Developer Tools
ayhammouda/python-docs-mcp-server
Local, read-only search of the Python standard library docs with exact symbol lookup, section-level results and version-aware context.
Developer Tools
azer/react-analyzer-mcp
Analyze React code locally and generate docs or llm.txt for a whole project at once.
Developer Tools
back1ply/agent-skill-loader
Load Claude Code skills into agents without copying files: discover, read and install skills on demand.
Developer Tools
baobabcat/demandscope
Demand-signal scanner for validating product and dev-tool ideas using GitHub repo signals, Hacker News attention and npm/PyPI download counts.
Developer Tools
bbonnin/openapi-to-mcp
Converts any OpenAPI/Swagger specification into MCP tools automatically.
Developer Tools
beardfaceguy/daimonos
Compact structured-JSON replacements for built-in file, search, exec and git tools, with git, cargo, gh and docker plugins, output filtering and batching.
Developer Tools
benswel/qr-agent-core
Dynamic QR codes: create, update, track and retarget QR codes of various types without regenerating images.
Developer Tools
BetterDB-inc/monitor
Valkey and Redis observability: query real-time metrics, analyze slow commands, detect hot keys and investigate performance issues.
Developer Tools
bgauryy/octocode-mcp
Research, analysis and discovery across GitHub and npm in real time.
Developer Tools
Bishop81/imagedimensions-mcp
Audit images on a web page via the imagedimensions.com API: natural vs rendered dimensions, oversized-image detection and format breakdown.
Developer Tools
bitrise-io/bitrise-mcp
Bitrise API: app management, build operations, artifact management and more.
Developer Tools
blackwell-systems/agent-lsp
Stateful layer over real language servers: persistent sessions keep indexes warm, and speculative execution simulates edits in memory before writing to disk.
Developer Tools
BoxBoxmari/my-pi
Local-first runtime for coding agents: bounded workspace access, guarded writes, AST search, LSP navigation and diagnostics, and Git tooling.
Developer Tools
bricelancasterwcp-sudo/sensorium
Records Python, Rust and TypeScript program runs to local SQLite so coding agents can query call trees, exceptions and value flow.
Developer Tools
Bristlecone-Logic/bristlecone-logic
Deterministic execution guardrails, isolated AST-based math evaluation, SSRF-safe DNS routing and malformed JSON repair.
Developer Tools
BrunoKrugel/echo-mcp
Zero-configuration Go library that exposes existing Echo web framework APIs as MCP tools.
Developer Tools
buildkite/buildkite-mcp-server
Buildkite: create pipelines, diagnose and fix failures, trigger builds, monitor job queues and more.
Developer Tools
callstackincubator/agent-device
Discovery router for the agent-device CLI: status, install guidance, version-matched help and prompts for iOS, Android, tvOS, macOS and Linux automation.
Developer Tools
canopy-labs/featureflip-mcp
Manage Featureflip feature flags: create and toggle flags, edit targeting rules and find stale flags.
Developer Tools
carldaws/squiggles
Run any number of LSP servers from one YAML config for diagnostics, go-to-definition and rename, plus server-specific features like Rust macro expansion.
Developer Tools
carloshpdoc/memorydetective
iOS memory leak and performance investigation: reads .memgraph and .trace files, classifies retain cycles against known patterns and suggests Swift fixes.
Developer Tools
cerebrixos-org/tuning-engines-cli
Fine-tune open-source LLMs (Qwen, Llama, DeepSeek, Mistral, Gemma) on your data with LoRA, QLoRA or full fine-tuning, plus cost estimation and S3 export.
Developer Tools
chaoz23/inkcheck
CI for ink interactive-fiction stories: compiles, playtests every branch and finds runtime errors, unreachable knots and every distinct ending.
Developer Tools
chrassy/klanex-mcp
Async execution for agent tool calls: payload schema checks, retries and circuit breakers, idempotency keys, approval gates, replay and signed-webhook results.
Developer Tools
Chunkydotdev/bldbl-mcp
Buildable development platform: manage tasks, track progress, get project context and collaborate with humans on software projects.
Developer Tools
CircleCI/mcp-server-circleci
Fix CircleCI build failures.
Developer Tools
cjo4m06/mcp-shrimp-task-manager
Task management for coding agents with task memory, self-reflection and dependency management.
Developer Tools
ckanthony/gin-mcp
Zero-configuration Go library that exposes existing Gin web framework APIs as MCP tools.
Developer Tools
ckreiling/mcp-server-docker
Manage Docker containers, images, volumes and networks.
Developer Tools
ClaudeCodeNavi/claudecodenavi-mcp
Search and share Claude Code snippets, prompts, Q&A solutions, error fixes and MCP server configurations from the ClaudeCodeNavi community.
Developer Tools
cocaxcode/api-testing-mcp
API testing: per-project environments with variable interpolation, saved collections, multi-step flows, assertions, load testing and OpenAPI mock generation.
Developer Tools
CodeLogicIncEngineering/codelogic-mcp-server
CodeLogic code dependency analytics, architectural risk analysis and impact assessment.
Developer Tools
Comet-ML/Opik-MCP
Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
Developer Tools
conan-io/conan-mcp
Conan C/C++ package manager: create projects, manage dependencies, check licenses and scan for security vulnerabilities.
Developer Tools
ConfigCat/mcp-server
ConfigCat feature flag platform: manage feature flags, configs, environments, products and organizations.
Developer Tools
Contentrain/ai
Local-first content governance: model and content CRUD, validation, normalization and i18n across any framework.
Developer Tools
context-rot-detection
Monitors agent context health: token utilization, context quality degradation and session fatigue, with 0-100 health scores and recovery recommendations.
Developer Tools
cq27-dev/rag-rat
Local repo intelligence: hybrid BM25/vector search, a tree-sitter code graph, queryable git and GitHub history, and persistent source-anchored memories.
Developer Tools
cqfn/aibolit-mcp-server
Identifies refactoring hotspots to help agents improve code.
Developer Tools
CSCSoftware/AiDex
Persistent Tree-sitter code index for precise, compact code search in languages including C#, TypeScript, Python, Rust and Go.
Developer Tools
currents-dev/currents-mcp
Fix Playwright test failures reported to Currents.
Developer Tools
Daghis/teamcity-mcp
JetBrains TeamCity: builds, tests, build agents and CI/CD pipeline management, with dev and full modes switchable at runtime.
Developer Tools
dannote/figma-use
Figma control: create shapes, text and components, and set styles, auto-layout, variables and exports.
Developer Tools
darktw/chatpipe-mcp
Publish HTML as live, shareable web pages with public, password-protected or email-restricted access.
Developer Tools
davidan90/time-node-mcp
Timezone-aware date and time operations: IANA timezones, timezone conversion and daylight saving time handling.
Developer Tools
davidlin2k/pox-mcp-server
Network control and management via the POX SDN controller.
Developer Tools
davidmosiah/delx-mcp-server
Local stdio bridge to the hosted Delx Protocol MCP endpoint, with client install, doctor checks and live tool discovery.
Developer Tools
deed-lang/deed
Contract-first programming language: check types, effects, capabilities and contracts in agent-written modules and review changes for new authority.
Developer Tools
delano/postman-mcp-server
Interact with the Postman API.
Developer Tools
delimit-ai/delimit
API governance: detects breaking changes between OpenAPI/Swagger spec versions using configurable policy rules, with structured pass/fail verdicts.
Developer Tools
deploy-mcp/deploy-mcp
Deployment tracking and monitoring with live status badges.
Developer Tools
DeusData/codebase-memory-mcp
Indexes a repo into a persistent local knowledge graph of functions, classes, call chains, HTTP routes and cross-service links, using tree-sitter and LSP.
Developer Tools
DigiCatalyst-Systems/dep-diff-mcp
Turns npm or PyPI lockfile diffs into upgrade plans with semver classification, breaking changes, fixed CVEs, migration links and risk-ranked recommendations.
Developer Tools
Disentinel/grafema
Semantic code graph: indexes a codebase into a typed graph for call-chain tracing, data-flow analysis, semantic search and invariant checking.
Developer Tools
docker/hub-mcp
Interact with Docker Hub: repositories, search and Docker Hardened Images.
Developer Tools
docweave/mcp
Generate PDFs from HTML, a URL or a template with JSON data, and extract text or Markdown from PDFs.
Developer Tools
dorukardahan/twitterapi-docs-mcp
Offline access to TwitterAPI.io documentation: endpoint references, guides and authentication docs.
Developer Tools
drhalto/agentmako
Local codebase intelligence backed by SQLite: context packets, indexed code and schema facts, diagnostics and optional Postgres/Supabase awareness.
Developer Tools
drumst0ck/uploadkit
UploadKit's React upload components, Next.js route handler scaffolds, bring-your-own-storage setup (S3, R2, GCS, B2) and full-text docs search.
Developer Tools
Dusheh/myclaw-toolkit
Developer utilities: web search, exchange rates, crypto prices, QR codes, JSON formatting, UUIDs, URL tools, domain checks and RSS feeds, some paid via x402.
Developer Tools
dynatrace-oss/dynatrace-managed-mcp
Query problems, logs, events, SLOs, security insights and performance metrics from self-hosted Dynatrace Managed environments.
Developer Tools
efremidze/swift-patterns-mcp
Curated Swift and SwiftUI patterns and real-world code examples from sources like Swift by Sundell and SwiftLee.
Developer Tools
ellmos-ai/ellmos-codecommander-mcp
Code analysis, JSON repair, encoding fixes and import organization for local projects.
Developer Tools
Eltortilla1/synapse-code-mcp
Structural code context via TypeScript AST analysis: compressed symbol indexes, dependency graphs and git diffs, without a vector database or embeddings.
Developer Tools
emailens/mcp
Lint HTML email with Emailens: rendering issues in Gmail, Outlook, Apple Mail and more, per-client CSS compatibility scores, dark mode simulation and fixes.
Developer Tools
embedded-society/altium-designer-mcp
Build and maintain Altium Designer component libraries: read and write .PcbLib footprints and .SchLib symbols, with IPC-7351B footprints and STEP models.
Developer Tools
endiagram/mcp
Deterministic structural analysis of systems described in EN syntax: topology, bottlenecks, blast radius, tracing, diffs and centrality.
Developer Tools
endorhq/cli
Endor: run services like MariaDB, Postgres, Redis, Memcached, Alpine or Valkey as pre-configured apps in isolated sandboxes.
Developer Tools
ericbrown/project-context-mcp
Exposes .context/ folder files as MCP resources so Claude Code can reference project documentation via @ mentions.
Developer Tools
ethbak/icon-composer-mcp
Apple Icon Composer: create .icon bundles with Liquid Glass effects (iOS 26+), tune glass effects, set dark mode appearances and export for the App Store.
Developer Tools
EtienneChollet/ontomics
Semantic code index that extracts domain concepts, naming conventions and behavioral similarity from codebases.
Developer Tools
etsd-tech/mcp-pointer
Visual DOM element selector for coding agents: a Chrome extension and server bridge to capture page elements with Option+Click.
Developer Tools
Explorer-64/imagcon-mcp
Generate PWA, iOS and Android app icon sets from a text description with Google Imagen 4: all required sizes, maskable icons, splash screens and manifest.json.
Developer Tools
extentos/mcp-server
Build smart-glasses apps: scaffold, validate and simulate Meta smart glasses integrations (camera capture, voice, audio) in Android and iOS apps.
Developer Tools
eyaltoledano/claude-task-master
Task management for AI-driven development: PRD parsing, task expansion, multi-provider support and selective tool loading to save context.
Developer Tools
eyaushev/swagger-testcase-mcp
Generate API test cases from Swagger/OpenAPI specs (auth, validation, boundary, security and more) and export them to Gherkin, Postman, k6, pytest or TestRail.
Developer Tools
fantasieleven-code/callout
Multi-perspective architecture review from viewpoints like CTO, security, product and DevOps, plus AI collaboration coaching and idea scoring.
Developer Tools
FI-Mihej/codebase-agent-mcp
Delegates documentation and code analysis, including calls to other MCP servers, to a local or low-cost OpenAI-compatible LLM to save top-tier model tokens.
Developer Tools
flipt-io/mcp-server-flipt
Interact with feature flags in Flipt.
Developer Tools
flytohub/flyto-core
Deterministic agent execution engine (browser, file, Docker, data, crypto, scheduling modules) with execution traces, evidence snapshots and step replay.
Developer Tools
ForeverTools/kiprio-mcp
Utility APIs: email validation, DNS lookup, WHOIS, SSL certificate inspection, IBAN validation, business day calculation, hashing and GPU prices.
Developer Tools
forgemeshlabs/aso-audit-mcp
Audits website and API agent readiness: robots.txt AI rules, llms.txt, agent cards, MCP server cards and OAuth metadata, with maturity scores and fix plans.
Developer Tools
freema/mcp-design-system-extractor
Extract component information from Storybook design systems: HTML, styles, props, dependencies, theme tokens and metadata.
Developer Tools
gavelcode/gavel
Code-quality gate for Bazel monorepos: runs lint, coverage and architecture checks from the build graph and returns a pass/fail verdict.
Developer Tools
gba3124/anyhook-mcp
Create live webhook endpoints and read back the deliveries they receive; endpoints keep working after the session ends.
Developer Tools
GeiserX/atlassian-browser-mcp
Wraps mcp-atlassian with Playwright SSO login to reach Atlassian Server/Data Center behind corporate SSO (Okta, SAML, ADFS) where API tokens are unavailable.
Developer Tools
GeiserX/lynxprompt-mcp
LynxPrompt prompt management: create, search and organize AI prompts and AGENTS.md/CLAUDE.md configuration files.
Developer Tools
get-tmonier/argot
Checks agent-written code against the repo's git-history patterns, flagging foreign dependencies, reinvented functions, misplaced code and gamed tests.
Developer Tools
getmockd/mockd
Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE and SOAP APIs with chaos engineering, stateful CRUD, spec imports and deterministic seeded responses.
Developer Tools
getnahook/nahook-mcp
Nahook webhook platform: trigger webhooks, inspect deliveries, retry failures and manage endpoints.
Developer Tools
gitkraken/gk-cli
GitKraken CLI with an MCP server wrapping GitKraken APIs as well as Jira, GitHub, GitLab and more.
Developer Tools
GLips/Figma-Context-MCP
Gives coding agents direct access to Figma data to implement designs in one shot.
Developer Tools
gofireflyio/firefly-mcp
Discover, manage and codify cloud resources with Firefly.
Developer Tools
gorosun/unified-diff-mcp
Generate and visualize unified diffs as HTML or PNG, with side-by-side and line-by-line views for filesystem dry runs.
Developer Tools
Govcraft/rust-docs-mcp-server
Up-to-date documentation for a specific Rust crate via semantic search and LLM summarization.
Developer Tools
grahamrowe82/pt-edge
Tracks open-source AI projects across GitHub, PyPI, npm, Hugging Face, Docker Hub and Hacker News for discovery, comparison and trend analysis.
Developer Tools
graphpilot-oss/graphpilot
Structural memory for coding agents: indexes TypeScript/JavaScript repos for callers, callees, symbol locations and branch-aware blast-radius impact.
Developer Tools
gridhra/port-keeper-mcp
Leases development port blocks to each clone or git worktree, writes .env files and resolves service names to URLs so parallel agents get their own ports.
Developer Tools
gridproof/gridproof
Renders a frontend with Playwright and audits spacing, gaps and element sizes against a design scale, returning fix hints.
Developer Tools
gvasile29/qai-consultant
Local retrieval over ISTQB, OWASP, IEEE, ISO and EU AI Act QA standards, plus QA effort estimation, QA document review and JUnit/CSV flakiness analysis.
Developer Tools
h-kazuki-pixel/layout-doctor-mcp
Renders HTML in a headless browser and detects layout defects (text overlap, element overflow, leftover placeholders) without baseline images.
Developer Tools
HainanZhao/mcp-gitlab-jira
GitLab and Jira: manage projects, merge requests, files, releases and tickets.
Developer Tools
HakashiKatake/docorbit
Version-aware docs for coding agents: finds llms.txt, OpenAPI and skill specs, resolves dependency versions, detects pitfalls and verifies code.
Developer Tools
halloffame12/CTX
Indexes a repo into a local, deterministic code graph (symbols, references, dependencies) with semantic diffs and impact analysis.
Developer Tools
haris-musa/excel-mcp-server
Excel workbook creation, data operations, formatting, charts, pivot tables and formulas.
Developer Tools
HarperZ9/telos
Project Telos local tools for inspectable AI work: source intake, workspace context, routing ledgers, action receipts and verification packets.
Developer Tools
hechtcarmel/jetbrains-debugger-mcp-plugin
JetBrains IDE plugin giving coding agents programmatic control of the debugger.
Developer Tools
hechtcarmel/jetbrains-index-mcp-plugin
JetBrains IDE plugin exposing indexing and refactoring features: rename, safe delete, find references, call and type hierarchy, diagnostics and more.
Developer Tools
hernaninverso/eleata-verify-mcp
Hallucination guard: verify a claim against evidence (supported, refuted or not enough evidence) with a confidence score and abstain flag.
Developer Tools
hidai25/eval-view
Regression testing for AI agents: save golden baselines, detect behavioral drift and block regressions in CI.
Developer Tools
higress-group/higress-ops-mcp-server
Manage Higress gateway configuration and operations.
Developer Tools
hijaz/postmancer
Maintain and use API collections, replacing REST clients like Postman or Insomnia.
Developer Tools
hikmahtech/drwhome
Developer utilities: Base64 and URL encoding, JWT decoding, DNS lookup, UUID generation, JSON formatting, User-Agent parsing and IP lookup.
Developer Tools
hivemindunit/llmintel-mcp
Check whether an LLM model ID is deprecated, retiring or retired, and what to migrate to, across OpenAI, Anthropic, Azure, Bedrock, Google and Cohere.
Developer Tools
hloiseaufcms/mcp-gopls
Go code analysis via gopls, the Go language server.
Developer Tools
hoklims/stacksfinder-mcp
Deterministic tech stack recommendations scored on six dimensions: analyze and compare technologies and get stack suggestions for any project type.
Developer Tools
homespunapps/homespun
Deploy and operate multi-user web apps: magic-link sign-in, a shared realtime database, per-role permissions, email notifications and file uploads.
Developer Tools
hungthai1401/bruno-mcp
Interact with the Bruno API client.
Developer Tools
hyperb1iss/droidmind
Android device control, debugging, system analysis and UI automation, with a security framework.
Developer Tools
Hyperiux-Immersion-Labs/hyperiux-components
Browse and search Hyperiux Vault React/Next.js animation and interaction effects, with dependencies, changelogs, install commands and source code.
Developer Tools
icohangar-ops/codesentinel
Detect dead code, circular dependencies, coupling and architectural drift.
Developer Tools
idosal/git-mcp
Generic remote server that provides documentation for any GitHub repository or project.
Developer Tools
ieranama/discomcp
Profiles how you use any MCP server into a reusable, read-only skill: workflows, call chains and each tool's safety class.
Developer Tools
IgorGanapolsky/ThumbGate
Turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks, stopping coding agents from repeating mistakes.
Developer Tools
igorolv/sonar-mcp-server
quality and maintenance score on Glama](https://glama.ai/mcp/servers/igorolv/sonar-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/igorolv/sonar-mcp-server) ☕ 🏠 🍎 🪟 🐧 - Read-only access to self-hosted SonarQube Community Build: issues, security hotspots, rules and code snippets so an agent can fix findings locally.
Developer Tools
iksnerd/adb-mcp
Drive Android emulators and devices over adb: screenshots, UI inspection, tap/swipe/type, app lifecycle, logcat, screen recording and Gradle builds and tests.
Developer Tools
ILoveMyJay/repocontext
AST-based codebase map, token compression and context packaging for AI coding agents and IDEs.
Developer Tools
imatza-rh/mcp-zuul
Zuul CI: build failure analysis, log search, pipeline status and job configuration.
Developer Tools
impossiblecode/overseer-nvim-mcp
Runs long-running commands a coding agent starts in Neovim (dev servers, watchers) as overseer.nvim tasks you can watch and stop from your task list.
Developer Tools
imqueue/mcp
Search @imqueue docs, scaffold typed services and clients, access the CLI and manage your service fleet.
Developer Tools
InditexTech/mcp-server-simulator-ios-idb
Interact with iOS simulators (iPhone, iPad and more) through natural language commands.
Developer Tools
infino-ai/code-context
Local code search for coding agents: hybrid keyword and semantic search with SQL relevance ranking over a plain-file index.
Developer Tools
InhiblabCore/mcp-image-compression
Local compression of various image formats.
Developer Tools
InsForge/insforge-mcp
Backend-as-a-service for agents building full-stack apps: auth, PostgreSQL database, storage and functions.
Developer Tools
io.github.hoainho/podium-mcp
Mobile E2E testing on macOS: iOS Simulator control, native UI automation, Maestro flows, React Native debugging and WebView DOM inspection.
Developer Tools
ios-simulator-mcp
Interact with iOS simulators: get simulator information, control UI interactions and inspect UI elements.
Developer Tools
isaacphi/mcp-language-server
Navigate codebases with language server tools: go to definition, find references, rename and diagnostics.
Developer Tools
IvanAmador/vercel-ai-docs-mcp
AI-powered search and querying of the Vercel AI SDK documentation.
Developer Tools
Ivy-Innovation/cubelife
Persistent pixel-art characters that reflect an agent's state in real time: report work state, mark tasks complete, signal errors and check status.
Developer Tools
iyashjayesh/tokenchit
Reads local Claude Code, Codex and OpenCode usage logs: token totals, daily and hourly activity, per-agent and per-model breakdowns and a year-in-review recap.
Developer Tools
izzzzzi/codewiki-mcp
Search repos, fetch AI-generated wiki docs and ask questions about any open-source repository via codewiki.google.
Developer Tools
j4c0bs/mcp-server-sql-analyzer
SQL analysis, linting and dialect conversion using SQLGlot.
Developer Tools
jaggernaut007/Nexus-MCP
Local hybrid code search (vector, BM25 and code graph) with structural code graph analysis and persistent semantic memory.
Developer Tools
jaimenbell/mcp-factory
Manifest-driven MCP server scaffolder: generate MCP servers from YAML manifests, with batch registration and a live routing hub.
Developer Tools
Jambozx/onlinecybertools-mcp-server
Developer and security utilities via the onlinecybertools.com API: encoding, hashing, JWT decoding, regex testing, formatters, network diagnostics and OSINT.
Developer Tools
James-Chahwan/repo-graph
Structural codebase graph: scans entities, relationships and feature flows across languages so LLMs navigate by structure instead of grepping.
Developer Tools
JamesANZ/system-prompts-mcp-server
Exposes a catalog of coding assistant system prompts as tools, with model-aware suggestions and persona activation to emulate agents like Cursor or Devin.
Developer Tools
janaraj/tnl
TNL (Typed Natural Language): per-feature English contracts that coding agents can look up, propose edits to and verify implementations against.
Developer Tools
janreges/ai-distiller-mcp
Extracts essential code structure from large codebases into an AI-digestible format so agents write code that correctly uses existing APIs.
Developer Tools
Jarroslav/agentic-os
Read-only access to the agentic-os governance, SDLC and QE methodology, with install planning and verification.
Developer Tools
jarvisassistantux/loopsense
Feedback loop for coding agents: CI monitoring, process watching, file change detection and HTTP polling.
Developer Tools
jasonjmcghee/claude-debugs-for-you
VS Code extension and MCP server for language-agnostic automatic debugging via breakpoints and expression evaluation.
Developer Tools
jawdat6/fixgraph-mcp
Search and contribute to a community-verified knowledge base of engineering issues and fixes, with trust scores and fix verification.
Developer Tools
jcooley8/pincushion-plugin
Visual feedback for coding agents: stakeholders drop pins on a live app, and the agent reads each pin's selector, screenshot, DOM snippet and thread to fix it.
Developer Tools
JeanFrancoisGagne/crapkit
Read-only per-function CRAP scores (complexity and coverage) that point to the worst function to fix next, with uncovered lines and near-duplicates.
Developer Tools
jetbrains/mcpProxy
Work with JetBrains IDEs such as IntelliJ, PyCharm, WebStorm and Android Studio.
Developer Tools
jiezeng2004-design/PatchWarden
Local-first safety and verification layer for coding agents: workspace confinement, command allowlists, scope-violation detection and auditable task evidence.
Developer Tools
Jktfe/serveMyAPI
Securely store and access API keys across projects using the macOS Keychain.
Developer Tools
jmshinhwa/readystack-mcp
Regulation and deadline linters for EU CRA, DORA, NIS2, the EU AI Act, PCI DSS, WCAG, e-invoicing and more, reporting file, line and fix for each finding.
Developer Tools
joaoh82/rustunnel
Create and manage public HTTP, TCP and UDP tunnels to local services with custom subdomains, regions and load-balanced pools, managed cloud or self-hosted.
Developer Tools
JoeGlenn1213/ActionD
Local CI/CD for agents: runs jobs on LGH git events in isolated checkouts, with failure diagnosis, approval gates, auto-rollback and a web console.
Developer Tools
jonradoff/lightcms
CMS managed via natural language: publish content and manage templates, assets, themes, redirects and multi-site forks, with versioning and semantic search.
Developer Tools
jordandalton/restcsv-mcp-server
Access CSV files via RestCSV.
Developer Tools
joshuarileydev/simulator-mcp-server
Control iOS Simulators.
Developer Tools
Jott2121/agent-gate
Lets agents gate their own work: a fail-closed ship checklist, independent refute-first review and a tamper-evident, hash-chained receipts ledger.
Developer Tools
Jpisnice/shadcn-ui-mcp-server
Access shadcn/ui v4 components, blocks, demos and metadata.
Developer Tools
jsdelivr/globalping-mcp-server
Run ping, traceroute, mtr, HTTP and DNS measurements from locations around the world via Globalping.
Developer Tools
JSungMin/vs-token-safer
Routes code search through language-server indexes (clangd, Roslyn, tsserver, pyright) instead of grep, plus symbol-level edits and git/p4 output compaction.
Developer Tools
jubstaaa/hono-telescope
Read-only debugging for Hono apps: recent exceptions with their requests, logs and queries, requests filtered by status or duration, and the slowest queries.
Developer Tools
julianbei/arno
IDE for agents: read code by symbol, edit with compiler diagnostics, validate with the project's own build and tests, and revert to checkpoints.
Developer Tools
Jungle-Grid/mcp-server
Estimate, submit, monitor and fetch logs for GPU inference, training, fine-tuning and batch workloads on Jungle Grid.
Developer Tools
kadykov/mcp-openapi-schema-explorer
Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
Developer Tools
KallistoX/mcp-unifi-applications
Query UniFi API docs (Network, Protect, Site Manager and more): endpoint search, field-level schemas and code examples.
Developer Tools
kao273183/mk-qa-master
End-to-end QA loop: analyzes web pages or mobile screens, generates and runs pytest or Maestro tests with auto-retry, and writes an optimization plan.
Developer Tools
Kapeli/dash-mcp-server
Search documentation sets in Dash, the macOS API documentation browser.
Developer Tools
Karzone/TestAtlas
Maps a .NET Reqnroll/SpecFlow test-automation solution into a queryable SQLite file to search step definitions, check change impact and avoid duplicate code.
Developer Tools
kenneives/design-token-bridge-mcp
Translates design tokens from Tailwind, CSS, Figma or W3C DTCG into Material 3, SwiftUI, Tailwind config and CSS variables, with WCAG contrast validation.
Developer Tools
kensaurus/mushi-mushi
Bug-report triage and fix dispatch: plain-English diagnoses of user-reported bugs with evidence, blast radius and a fix prompt, then automated GitHub fix PRs.
Developer Tools
kerbelp/metatron
Self-hosted server that captures design patterns, conventions and decisions from git history and developer feedback and serves them to coding agents.
Developer Tools
kestiny18/spring-nacos-mcp
Read-only Nacos config and service discovery for Spring Cloud repos: finds environments from application/bootstrap files and diffs config keys across them.
Developer Tools
kevinswint/xcode-studio-mcp
iOS development tools: build, run, screenshot and interact with the iOS Simulator.
Developer Tools
kimwwk/repocrunch
Analyze GitHub repositories' tech stack, dependencies, architecture, health metrics and security indicators with deterministic JSON output.
Developer Tools
kindly-software/kdb
Time-travel debugger with bidirectional execution replay, hash-chain audit logging and SIMD-accelerated stack unwinding.
Developer Tools
knewstimek/agent-tool
Encoding-aware file read/edit for coding agents with indentation conversion and .editorconfig support, plus SSH, SFTP, process management and system utilities.
Developer Tools
KryptosAI/mcp-observatory
Regression testing for MCP servers: discovers configured servers, checks capabilities, invokes tools, detects schema drift and recommends new servers.
Developer Tools
kucherenko/jscpd
Duplicate code detection with jscpd: check snippets and files for copy/paste duplication against a scanned project before committing.
Developer Tools
KyaniteLabs/checkyourself
Local launch-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score and guided fixes.
Developer Tools
kyisaiah47/compound-mcp
Read-only lookups for facts newer than a model's training cutoff: AI model costs, dependency maintenance, SaaS stack costs, shadcn registry items and more.
Developer Tools
kyle641320/true-memory-fragments
Checks source-context freshness against a Git working tree and retrieves source-linked code relationships to surface stale knowledge and cross-file impact.
Developer Tools
LadislavSopko/mcp-ai-server-visual-studio
Roslyn-based Visual Studio integration: semantic code navigation, symbol search, inheritance trees, call graphs, safe rename and build/test execution.
Developer Tools
lamemind/mcp-server-multiverse
Middleware that runs multiple isolated instances of the same MCP servers side by side with unique namespaces and configurations.
Developer Tools
langfuse/mcp-server-langfuse
Access and manage LLM application prompts created with Langfuse Prompt Management.
Developer Tools
laszlopere/mcp-abacus
Offline calculator that evaluates expressions in fixed-point, IEEE-754 double or exact rational arithmetic, labelling each answer exact or inexact.
Developer Tools
linuxsuren/atest-mcp-server
Manage API test suites and test cases with atest.
Developer Tools
linw1995/nvim-mcp
Interact with Neovim.
Developer Tools
lisamaraventano-spine/mcp-server
Underground Cultural District: developer utilities (UUID, JSON, Base64, hashing, JWT, regex, cron), creative tools and a marketplace of digital goods.
Developer Tools
logisky/logisheets-mcp
Local Excel-compatible spreadsheet engine based on LogiSheets: deterministic formulas, named blocks, column rules, scenario scans, goal-seek and .xlsx export.
Developer Tools
lorenzo-cambiaghi/LynxMCP
Local semantic code search with AST-aware chunking, hybrid BM25 and dense retrieval, and a code knowledge graph over codebases, docs sites and PDFs.
Developer Tools
louis030195/gptzero-mcp
Detect AI-generated text via the GPTZero API, with confidence scores, probability breakdowns and French and Spanish support.
Developer Tools
lpigeon/ros-mcp-server
Control robots by converting natural language commands into ROS or ROS2 control commands.
Developer Tools
lpigeon/unitree-go2-mcp-server
Control the Unitree Go2 robot with natural language commands interpreted by an LLM.
Developer Tools
LucasGorgal/localfig
Exposes the Figma desktop app's Plugin API on the open file: inline renders, design token reading and one undo step per call, without the cloud API.
Developer Tools
LumabyteCo/clarifyprompt-mcp
Turns vague prompts into platform-optimized prompts for AI tools across image, video, voice, music, code, chat and document categories.
Developer Tools
Luqueee/kivgraph
Local code graph for coding agents: find code by intent, follow callers and references, inspect blast radius and trace dependencies across repositories.
Developer Tools
LWTlong/ai-dev-analytics
Observability for AI coding: tracks token usage and time, and turns AI deviations into persistent project rules.
Developer Tools
m00nreport/mcp-server
Test management: author manual test cases, run executions, cut releases and link automated tests, with prompts for flaky-test triage and release readiness.
Developer Tools
machinegrade/validate
Deterministic validation of AI-generated artifacts: JSON Schema and OpenAPI response conformance and per-dialect SQL syntax, with typed verdicts and fix hints.
Developer Tools
madhan-g-p/DevDocs-MCP
Version-pinned, offline documentation sourced from DevDocs.io.
Developer Tools
magna-nz/aspnetcore-debugger-mcp
Interactive .NET/ASP.NET Core debugging via netcoredbg: breakpoints, stepping, thread inspection, exception and deadlock analysis, and request tracing.
Developer Tools
mambalabsdev/mcp-domain-deliverability-checker
Audit a domain's email deliverability (SPF, DKIM, DMARC, MX, blacklists, catch-all, domain age) and get a health score via an Apify actor.
Developer Tools
MarcelRoozekrans/memorylens-mcp
On-demand .NET memory profiling with JetBrains dotMemory: detects memory leaks, LOH fragmentation and anti-patterns, and suggests code fixes.
Developer Tools
MarcelRoozekrans/roslyn-codelens-mcp
Roslyn-based .NET code intelligence: type hierarchies, call graphs, DI registrations, diagnostics, code fixes and complexity metrics from pre-built indexes.
Developer Tools
marin1321/mcp-devtools
Scoped access to local dev environments (filesystem, databases, processes, OpenAPI) with a command allowlist and read-only database mode.
Developer Tools
martingeidobler/android-mcp-server
Android device control via ADB: screenshots, UI tree inspection, touch automation, logcat and compound actions like tap-and-wait.
Developer Tools
masondelan/selvedge
Change tracking for codebases: agents log structured change events with diff and reasoning, then query them via diff, blame, history and search.
Developer Tools
MasterPlayspots/motionspec
Reduced-motion and WCAG 2.2.2/2.3.3 verification for web animation: validate animation specs and compile them into reduced-motion-safe CSS.
Developer Tools
mattjegan/swarmia-mcp
Read-only access to Swarmia metrics for quick reporting.
Developer Tools
mcpware/pagecast
Record browser pages as GIF or video: AI-driven demo recordings with scroll, click and hover interactions via Playwright and ffmpeg.
Developer Tools
mcpware/ui-annotator-mcp
Annotates any web page with hover labels for AI assistants via reverse proxy injection, without browser extensions.
Developer Tools
mcurmi05/vdiff
Breaking-change diffs for npm packages, so coding agents avoid writing code against outdated APIs.
Developer Tools
meanands/npm-package-docs-mcp
Up-to-date documentation for npm packages, fetched from the latest README in the package's GitHub repository.
Developer Tools
metabolism-tools/workspace-metabolism
Policy layer for multi-agent workspaces: a JSON file sets what each path is worth, agents dry-run cleanup plans, and actions land in a hash-chained journal.
Developer Tools
MGM-FALCON/quelllm-mcp
Search the quelllm.fr open-weights LLM catalog: compare models by parameters, VRAM per quantization, speed and license, and estimate VRAM and costs.
Developer Tools
mhmzdev/Figma-Flutter-MCP
Gives coding agents Figma data to write Flutter code, including asset exports, widgets and full-screen implementations.
Developer Tools
Mibayy/token-savior
Structural code intelligence: navigate and edit code by symbol, with dependency graphs, call chains, dead code detection and structural diffs.
Developer Tools
Michael-WhiteCapData/ollama-handoff
Offload summaries, drafts, extractions and first-pass code reviews from a cloud LLM agent to a local Ollama model via handoff tools with built-in prompts.
Developer Tools
microservices-sh/mcp
Inspect microservices.sh Cloudflare-native modules and templates, generate app plans and projects, run checks and trigger confirmation-gated preview deploys.
Developer Tools
MikeRecognex/mcp-codebase-index
Structural codebase indexer for querying functions, classes, imports, dependency graphs and change impact.
Developer Tools
MikhailHal/ariadne
Affected-test selection for Kotlin/Android projects: finds the unit tests impacted by working-tree changes via function-level static analysis.
Developer Tools
mikusnuz/app-publish-mcp
App Store Connect and Google Play Console: iOS and Android app management, TestFlight, builds, submissions, prices and sales reports.
Developer Tools
mikusnuz/cws-mcp
Chrome Web Store extension management: upload, publish, check status, staged rollouts and metadata updates.
Developer Tools
mikusnuz/npm-mcp
npm package management: publish, version, search, audit, install and more.
Developer Tools
minipuft/claude-prompts-mcp
Reusable prompt templates with multi-step chains, quality gates and reasoning frameworks, exportable as native skills for coding agents.
Developer Tools
mithun4elp/briefkit-mcp-server
Generate SaaS specifications for AI build tools: design systems, database schemas and RLS policies.
Developer Tools
mmorris35/devplan-mcp-server
Generate step-by-step development plans (PROJECT_BRIEF.md, DEVELOPMENT_PLAN.md, CLAUDE.md) using the ClaudeCode-DevPlanBuilder methodology.
Developer Tools
MnemeHQ/mneme
Architectural decision governance for coding agents: submit proposals and query canonical decisions and their lineage, while humans keep final authority.
Developer Tools
mobile-next/mobile-mcp
Android and iOS app and device automation, development and app scraping on simulators, emulators and physical devices.
Developer Tools
MobileReality/mdma
Exposes the MDMA spec (interactive Markdown applications with mounted components), authoring prompts, package metadata and live docs.
Developer Tools
mockherodev/mcp-server
Synthetic test data generation: detect schemas from SQL or JSON and generate JSON, CSV or SQL data.
Developer Tools
modus-agendi/managed-agent-control-mcp
Control Claude Managed Agents: launch agents, watch their events, reply, approve tool calls and stop them.
Developer Tools
Mogacode-ma/elementor-mcp-agent
Multi-site WordPress Elementor management: safe edits with backup and auto-rollback, template export/import, bulk find/replace, CSS flush and screenshots.
Developer Tools
motock/fagan
Autonomous coding pipeline: a frontier model plans and reviews, a local model implements under TDD, and a merge gate re-runs the suite on the rebased branch.
Developer Tools
mrexodia/user-feedback-mcp
Enable a human-in-the-loop feedback workflow in AI coding tools.
Developer Tools
ms-methos/jsonfabrica-mcp-server
Generate realistic, schema-conformant JSON test data (single documents or relational batches) from reusable templates via the JsonFabrica API.
Developer Tools
mshegolev/jaeger-mcp
Query Jaeger distributed tracing: list services and operations, search and fetch traces, and view service dependencies.
Developer Tools
Muhammed-AbdelGhany/rest_api_mcp
Authenticated calls to any REST API: auto-login, token caching, 2FA/OTP support, Swagger spec fetching and fuzzy endpoint search.
Developer Tools
muhannad-hash/git-context-mcp
Explains why code exists by tracing lines back to commits, GitHub PR descriptions and linked issues, plus file history, commit search and contributors.
Developer Tools
mumez/pharo-smalltalk-interop-mcp-server
Pharo Smalltalk integration: code evaluation, class and method introspection, package management, test execution and project installation in Pharo images.
Developer Tools
musepy/genable
Build and edit Figma designs: JSX-like tree creation, variables and tokens, components, cross-page navigation and screenshot-based visual verification.
Developer Tools
muvon/octocode
Semantic code indexer with a GraphRAG knowledge graph: index a codebase and search it in natural language to understand its architecture.
Developer Tools
mvtandas/wp-cli-mcp
WordPress management via WP-CLI, locally or over SSH: themes, plugins, posts, menus, users, database, scaffolding and cache.
Developer Tools
n8daniels/RulesetMCP
Keeps agents grounded in project rules: query coding standards, validate snippets and get task-specific guidance from version-controlled rule files.
Developer Tools
Nagarjuna2997/ios-agent-skill
Swift code reviews, local Apple references and app scaffolding, plus simulator tools on macOS with Xcode.
Developer Tools
najaeda/naja-scope
Explore elaborated SystemVerilog/Verilog designs (RTL or gate-level netlists) with najaeda: trace fan-in/fan-out, walk module hierarchy and jump to source.
Developer Tools
narumiruna/gitingest-mcp
Convert any Git repository into a text digest of its codebase using gitingest.
Developer Tools
naveenayalla1-CS50/mcp-server-toolkit
Developer toolkit: semantic code search, natural-language database queries, docs indexing and OpenAPI introspection.
Developer Tools
NavinAgrawal/mcp-broker
Local MCP broker exposing one client entry that routes to many upstream MCP servers, with profile gates, lifecycle management and mutating-tool allowlists.
Developer Tools
NazarKalytiuk/tarn
API testing tool with YAML tests and structured JSON failures agents can act on: run, validate, inspect, rerun failed tests and get fix plans.
Developer Tools
Neem2004/android-mcp-server
ADB-based Android access: read-only logcat, UI hierarchy, package listing and allowlisted shell commands.
Developer Tools
neilberkman/editorconfig_mcp
Formats files using .editorconfig rules so AI-generated code follows project formatting standards.
Developer Tools
Neo1228/spring-boot-starter-swagger-mcp
Turn a Spring Boot application into an MCP server by reusing its existing Swagger/OpenAPI documentation.
Developer Tools
Neverlow512/agent-droid-bridge
Control Android devices and emulators via ADB: UI inspection, screen interaction, ADB commands and change detection.
Developer Tools
ni-c/woodpecker-ci-mcp
Drive a self-hosted Woodpecker CI: read failing step logs, restart, cancel or approve pipelines, and manage secrets, registries, crons, agents and the queue.
Developer Tools
nikolai-vysotskyi/trace-mcp
Framework-aware code intelligence via a cross-language dependency graph: routes, ORM relations, DI trees, impact analysis, call graphs and refactoring.
Developer Tools
nipun-arora/wordpress-mcp-agent-bridge
WordPress plugin exposing Rank Math SEO fields, JSON-LD schema and restorable content snapshots as MCP tools, plus an additive-only write gate and audit log.
Developer Tools
Nishant-Chaudhary5338/mcp-code-indexer
Index TypeScript/React repos into a code graph: who-renders and who-calls queries, blast radius, dependency cycles, dead code and symbol signatures.
Developer Tools
Nishant-Chaudhary5338/mcp-toolkit
React/TypeScript development toolkit: component scaffolding, dependency audits, WCAG checks, test generation, type enforcement and monorepo management.
Developer Tools
nk3750/jitapi
Discover and call API endpoints from OpenAPI specs using semantic search and dependency graphs, planning multi-step workflows without loading entire specs.
Developer Tools
no-materials/hird
Query the Hirð compiler (typed actors on the BEAM): type inference, definition lookup, effect rows, IR fragments, actor protocols and supervision graphs.
Developer Tools
noisy/noisy-coding
Voice interface for Claude Code: live speech-to-text with turn-taking, spoken replies with xAI Grok voices, per-subagent voice personas and a real-time HUD.
Developer Tools
nomadop/session-watcher
Monitors coding-agent token cache using inventory theory (EOQ) and signals optimal session restart timing via a live dashboard and terminal status line.
Developer Tools
notasandy/mcp-code-sanitizer
Code review via Groq: finds bugs, vulnerabilities and SQL injections, compares and explains code, generates tests and HTML reports.
Developer Tools
oddunits/pntr-cli
Register PNTR dev subdomains, manage DNS records, receive email in a disposable inbox and capture inbound HTTP requests for webhook debugging.
Developer Tools
Odrin/rhizome-mcp
Local-first task tracking and coordination for coding agents: durable issues, leases, checkpoints, decisions, dependency graphs and review workflows.
Developer Tools
ofershap/cursor-usage
AI coding usage analytics: track spend, model usage and costs across Cursor and Claude Code sessions.
Developer Tools
ofershap/mcp-server-devutils
Developer utilities: Base64, UUID, hashing, JWT decoding, cron parsing, timestamps, JSON and regex.
Developer Tools
ofershap/mcp-server-dns
DNS lookups, reverse DNS, WHOIS and domain availability checks.
Developer Tools
ofershap/mcp-server-docker
Manage Docker containers, images, volumes, networks and Compose services.
Developer Tools
ofershap/mcp-server-github-actions
GitHub Actions: view workflow runs, read logs, re-run failed jobs and manage CI/CD.
Developer Tools
ofershap/mcp-server-github-gist
Create, read, update, list and search GitHub Gists.
Developer Tools
ofershap/mcp-server-markdown
Search, extract sections, list headings and find code blocks across Markdown files.
Developer Tools
ofershap/mcp-server-npm-plus
npm package search, bundle size checks, vulnerability scans and download comparisons.
Developer Tools
ofershap/mcp-server-scraper
Web scraping: extract clean Markdown, links and metadata from any URL.
Developer Tools
om-tajne/pkgdiet
AST-based dependency analyzer: flags unused packages, calculates actual install sizes and detects unmaintained dependencies.
Developer Tools
ooples/token-optimizer-mcp
Token optimization through caching and compression, with tools for API optimization, code analysis and real-time monitoring.
Developer Tools
OpenZeppelin/contracts-wizard
Generate secure smart contracts in multiple languages from OpenZeppelin Wizard templates.
Developer Tools
optimaquantum/claude-critical-rules-mcp
Enforces critical rules for Claude to prevent documented failure patterns, with a compliance verification checklist and rules summary.
Developer Tools
OverlayQA/mcp
WCAG accessibility and color-contrast audits plus QA issue tracking from your coding agent.
Developer Tools
ozers/hooksense-mcp
Webhook callbacks for AI agents: create callback URLs, wait for signature-verified webhooks instead of polling, verify HMAC and list or replay callbacks.
Developer Tools
ozgurcd/gograph
AST-aware repository graph for Go codebases: struct embeds, public API surfaces, SQL queries and error mapping, giving agents context without grepping.
Developer Tools
PackkitLabs/packkit-mcp
Scaffold and upgrade multi-language projects with the create-packkit generators, and compose a frontend and backend into one fullstack repo.
Developer Tools
paladini/devutils-mcp-server
Developer utilities: hashing, Base64/hex/URL encoding, UUID and password generation, JWT decoding, JSON/YAML/XML formatting, timestamps, CIDR and text tools.
Developer Tools
paracetamol951/P-Link-MCP
HTTP 402 (Payment Required) implementation using Solana.
Developer Tools
paramount-engineering/roku-dev-studio
Roku development: ECP device control, automated channel sideloading, BrightScript debugging and real-time log monitoring.
Developer Tools
parasxos/cpp26-adapter
C++26 paper reference backing a Claude Code plugin: paper lookup, fuzzy search and compiler support status over the ISO/IEC 14882:2026 corpus.
Developer Tools
pasichDev/docket
Shared todo list and backlog for coding agents, filed per project by git remote, with claims to avoid duplicate work and a local web dashboard.
Developer Tools
patchloom/patchloom
Structured file edits for agents: JSON, YAML and TOML by selector, Markdown and AST edits, dry runs and multi-file transactional batches.
Developer Tools
PatrickSys/codebase-context
Shows agents which patterns a codebase actually uses, which files a change will affect and when there is too little context to trust an edit.
Developer Tools
paulburgess1357/nvim-mcp
Control Neovim instances via msgpack-RPC: read and edit buffers, run commands, send keys, query LSP diagnostics and annotate code with highlights.
Developer Tools
paulhkang94/markview
Open and render Markdown files in MarkView, a native macOS Markdown preview app.
Developer Tools
PhpCodeArcheology/PhpCodeArcheology
PHP static analysis: code quality metrics, problem detection, refactoring priorities, dependency graphs, git hotspots, test coverage and impact analysis.
Developer Tools
pipepie/pipepie
Self-hosted webhook relay and tunnel with Noise NK encryption: inspect requests, replay webhooks, trace AI pipelines, manage tunnels and subdomains.
Developer Tools
pmptwiki/pmpt-cli
Record and share AI-driven development history: saves project milestones with summaries, generates planning prompts and publishes to pmptwiki.
Developer Tools
pofky/asc-mcp
App Store Connect control: metadata edits, screenshot and binary uploads, TestFlight, IAPs, subscriptions, release preflight audits, submission and release.
Developer Tools
PostHog/posthog
Interact with PostHog analytics, feature flags, error tracking and more.
Developer Tools
Pratyay/mac-monitor-mcp
Identifies resource-intensive processes on macOS and suggests performance improvements.
Developer Tools
promptexecution/just-mcp
Justfile integration: run CLI or script commands with parameters and environment variable support.
Developer Tools
pskill9/website-downloader
Download entire websites using wget, preserving their structure and converting links to work locally.
Developer Tools
PSU3D0/spreadsheet-mcp
Token-efficient spreadsheet analysis and editing (xlsx/xlsm) with region detection, structured reads, formula and style inspection, forking and recalculation.
Developer Tools
public-ui/kolibri
Accessible KoliBri web component samples, specs, docs and scenarios.
Developer Tools
pylonapi/pylon-mcp
x402 API gateway for web extraction, search, translation, image generation, screenshots, PDF and OCR, paid per call in USDC on Base.
Developer Tools
pzalutski-pixel/godotlens-mcp
Semantic GDScript analysis via Godot's built-in LSP: navigation, references, diagnostics, rename and file sync.
Developer Tools
pzalutski-pixel/javalens-mcp
Semantic Java analysis via Eclipse JDT: compiler-accurate navigation, refactoring, find references, call hierarchy and code metrics.
Developer Tools
pzalutski-pixel/sharplens-mcp
Semantic C#/.NET analysis via Roslyn: navigation, refactoring, find usages and code intelligence.
Developer Tools
qainsights/jmeter-mcp-server
Performance testing with JMeter.
Developer Tools
qainsights/k6-mcp-server
Performance testing with Grafana k6.
Developer Tools
qainsights/locust-mcp-server
Performance testing with Locust.
Developer Tools
QuantGeekDev/docker-mcp
Docker container management and operations.
Developer Tools
Quantum3-Labs/ARBuilder
Code generator for Arbitrum: Stylus smart contracts, SDK bridging, full-stack dApps and Orbit chain deployment, backed by RAG over Arbitrum documentation.
Developer Tools
r-huijts/xcode-mcp-server
Xcode integration for project management, file operations and build automation.
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rabdulsal/appstore-release-mcp
Runs the App Store release cycle for iOS/macOS apps: version bump, archive, signing and TestFlight upload via fastlane, metadata updates and review submission.
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raccioly/docguard
Deterministic documentation-drift detection: validates a project's docs against its code, with stable finding codes and suggested fixes.
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rafim-dev/mcp-context-condenser
AST-based code outliner, log compressor and context budget analyzer to reduce LLM token usage.
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rafim-dev/mcp-doctor
Health checks, binary validation and JSON auto-repair for MCP client configuration files.
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rafsilva85/credit-optimizer-v5
Lowers Manus AI usage costs through model routing, smart testing and context hygiene.
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raye-deng/open-code-review
Code quality gate for AI-generated code, detecting hallucinated packages, phantom dependencies, stale APIs and AI-specific defects.
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ReAPI-com/mcp-openapi
Discover and explain OpenAPI specifications and generate code or mock data from them.
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reflagcom/mcp
Manage Reflag feature flags from chat in your IDE.
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RepoAssay/repo-test-architect
Local, read-only test architecture audits for JS/TS, C#, Elixir, Go, Kotlin, PHP, Python, Ruby, Rust and Swift, with evidence-backed findings and test plans.
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repowise-dev/repowise
Codebase intelligence: indexes a repo into a dependency graph, git history, defect-risk code health, generated docs and architectural decisions.
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richer-richard/fenestra
Headless rendering and verification of native Rust GUIs: accessibility tree, semantic selectors, contrast and focus-order checks, and screenshot diffs.
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rm-rf-prod/GroundTruth-MCP
Self-hosted live library docs, code audits with file:line findings, BM25-ranked snippets and lockfile-aware version pinning.
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ronantakizawa/a11ymcp
Test URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core, including color contrast, ARIA validation and orientation lock detection.
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Rootly-AI-Labs/Rootly-MCP-server
Access Rootly, the incident management platform.
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rsdouglas/janee
Self-evolving server that uses an LLM to create, test and refine its own tools at runtime from natural language descriptions.
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runyourempire/4DA
Dependency intelligence for coding agents: live CVE scanning, dependency health, upgrade planning, ecosystem news and decision memory.
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rust-works/omni-dev
Atlassian Jira and Confluence with schema-validated Markdown/ADF conversion that flags content-model violations instead of silently dropping nodes.
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ryan0204/github-repo-mcp
Browse GitHub repositories, explore directories and view file contents.
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saiffmirza/kiyas
Design-fidelity checks: compare a Figma frame or design screenshot with the rendered UI and get structured discrepancies with CSS properties and severity.
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sapph1re/mcp-billing-gateway-sdk
Billing for MCP server operators: Stripe subscriptions, per-call credits, tiered pricing and x402 micropayments without writing billing code.
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saranshbamania/mobile-device-mcp
Control Android devices and iOS simulators: AI visual analysis, Flutter widget tree inspection, element finding, video recording and test script generation.
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sarveshsea/memi
Design-system memory for coding agents: UI audits, Tailwind token extraction, shadcn registry workflows, Figma context, design docs and quality diagnostics.
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saurav61091/mcp-openapi
Turn any OpenAPI 3.x spec into callable MCP tools, with Bearer, API key and Basic auth support.
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sbroenne/mcp-server-excel
Automate the Excel app on Windows: Power Query, DAX, VBA, PivotTables, tables, charts, ranges and formatting.
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scarletkc/vexor
Semantic file and code search by description, with local indexes, AST-aware chunking, optional reranking and API-based or fully offline embedding models.
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SDGLBL/mcp-claude-code
Implements Claude Code-like capabilities for code understanding, modification and project analysis.
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sebastienrousseau/rlg
Log tools for on-call and SRE workflows over rlg (RustLogs) files: tail events by level or target, filter with JSON-path predicates and summarize errors.
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SegfaultSorcerer/heap-seance
Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT and async-profiler, with conservative scans, deep forensics and confidence-based verdicts.
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seldonframe/reelier
Record an agent's MCP tool-call workflow, replay it deterministically without tokens and diff runs to catch drift, for CI and snapshot tests.
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selvage-lab/selvage
LLM-based code review with AST-based context extraction, supporting Claude, GPT, Gemini and other models via OpenRouter.
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sequa-ai/sequa-mcp
Gives AI coding tools context from your entire codebase and docs via Sequa.
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servelink-swyftlabs/serve-mcp
Public HTTPS links for local files, directories or dev servers, via a live tunnel or published copy, with password protection, TTLs and named subdomains.
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shakaran/symfony-agent-mcp
Read-only introspection of Symfony codebases: routes, controllers, services, entities, schema, migrations, Doctrine, Messenger, Twig and API Platform.
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shellsage-ai/mcp-server-boilerplate
Starter templates for MCP servers in TypeScript and Python, with tool, resource and prompt patterns.
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SimplyLiz/CodeMCP
Code intelligence via SCIP indexing for Go, TypeScript, Python, Rust and Java: semantic search, impact analysis, call graphs and ownership detection.
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skullzarmy/vibealive
Find unused files and APIs in Next.js projects, with project analysis tools exposed over MCP.
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skyhook-io/radar
Query Kubernetes cluster topology, resources, events, logs and Helm/GitOps state across clusters via Radar, a Kubernetes visibility tool.
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SLP-DEV1/qwen-dap-mcp
DAP-to-MCP bridge for native debugging via CodeLLDB: stack frames, registers, locals, disassembly, memory, crash dumps and crash fix/verify workflows.
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smplkit/mcp
Schedule HTTP jobs (cron, one-off or on-demand) with retries and run history.
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snaggle-ai/openapi-mcp-server
Connect to any HTTP/REST API server using an OpenAPI v3 spec.
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soulware-studio/promethic-mcp
Prompt library with versioned prompts and per-version model settings for text, image and JSON; tracks edits and proposes refined versions.
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Souzix76/n8n-workflow-tester-safe
Test, score and inspect n8n workflows with config-driven test suites, two-tier scoring, execution traces and a built-in node catalog.
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specshield26/specshield-mcp-server
OpenAPI breaking-change detection and migration guides to check whether an API change is safe to ship.
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srbsa/diffgate
Deterministic guardrail for AI-written diffs: AST-based checks for SQLi, SSRF, XXE, hardcoded secrets and over-abstraction, scoped to the changed lines.
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srclight/srclight
Code indexing with SQLite FTS5, tree-sitter and embeddings for symbol search, call graphs, git intelligence and hybrid semantic search.
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srijanshukla18/xray
Code intelligence via ast-grep: map project structure, fuzzy-find symbols and assess change impact in Python, JS/TS and Go.
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st3v3nmw/sourcerer-mcp
Semantic code search and navigation that reduces token waste.
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stass/lldb-mcp
LLDB integration for binary and core file analysis, debugging and disassembly.
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stfade/moth
Structured bug-fix analysis and project-local memory of verified fixes for coding agents.
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storybookjs/storybook
Helps agents write and test Storybook stories for UI components.
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SunrisesIllNeverSee/sigrank-mcp
Leaderboard ranking AI coding operators by token efficiency, with signed submissions, diagnostics and simulations; only token counts leave the machine.
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SuresoftTechnologies/dvera-plugin
Drives Controller Tester (CT) C/C++ verification: project setup, analysis, test generation and execution, statement/branch/MC-DC coverage and report export.
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swapnanil/vectr
Semantic codebase search and persistent working memory: hybrid dense and BM25 search over AST-aware chunks, a symbol graph and notes that survive restarts.
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tactual-dev/tactual
Screen-reader navigation cost analyzer that models assistive technology user effort with per-profile scoring, graph-based pathfinding and navigation traces.
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TamarEngel/jira-github-mcp
Integrates Jira and GitHub to automate developer workflows from issue tracking to branches, commits, pull requests and merges.
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tao-izm/devpulse-mcp
Real-time diagnostic snapshot of the local dev environment: framework, running services, recent errors and git state.
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tatavarthitarun/nowsecure-mcp-server
NowSecure Platform mobile security testing: list applications, pull remediation findings and generate PDF reports locally.
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tcgunel/mobius-mcp
Build WordPress sites on the Sweipe or FlatMobile themes: import demos, build a site from a brief, review it, rewrite page copy and change settings.
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TCSoftInc/testcollab-mcp-server
List, create and update test cases in TestCollab with filtering, sorting and pagination.
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TencentEdgeOne/edgeone-pages-mcp
Deploy HTML content to EdgeOne Pages and get a public URL.
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testdino-hq/testdino-mcp
Review TestDino test runs, debug failures and manage manual test cases using natural language.
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tgeselle/bugsnag-mcp
Interact with Bugsnag.
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thecombatwombat/replicant-mcp
Android development: build APKs, launch emulators, manage devices, automate UI and analyze logs.
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themesberg/flowbite-mcp
AI assistance for Flowbite, the open-source UI framework based on Tailwind CSS.
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theserverlessdev/wsc
Prose linter and AI-slop detector: weasel words, passive voice, hedging and research-cited AI writing tells.
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TimurRakhmatullin86/mcp-drill
Fault injection for MCP servers (timeouts, malformed JSON-RPC, corrupted outputs) with a reliability scorecard for output schemas and error conformance.
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tipdotmd/tip-md-x402-mcp-server
Cryptocurrency tipping using the x402 payment protocol and CDP Wallet.
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TKMD/ReftrixMCP
Web design analysis: layout extraction, motion detection, quality scoring and semantic search, turning web pages into structured design knowledge.
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Tokenectomy-Labs/Tokenectomy
Log noise removal, secret redaction and atomic compiler patch verification with instant rollback for AI debugging sessions.
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TomD4vs/prumo
Checks coding-agent context files (CLAUDE.md, AGENTS.md, SKILL.md) against the git index: broken links, missing paths, undefined commands and drift.
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Tommertom/awesome-ionic-mcp
Ionic coding assistant for building mobile apps with React, Angular, Vue or vanilla JS.
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tooluse-labs/perfetto-mcp-rs
Perfetto trace analysis: run PerfettoSQL queries on trace files, with Chrome tools for page loads, scroll jank, main-thread hotspots and stdlib discovery.
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tosin2013/mcp-adr-analysis-server
Architectural analysis for software projects: technology stack detection, ADR management, security checks, TDD workflow and deployment readiness validation.
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trakshan-mishra/Diffcontext
Static-analysis context compiler for Python repos: selects callers, callees and related functions for a change and packs them into a token budget.
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TranQui004/signalint
Compact JavaScript/TypeScript diagnostics: clusters and prioritizes Oxlint, tsc and Biome issues, caches results and detects recurring diagnostic loops.
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tumf/mcp-text-editor
Line-oriented text file editor with partial file access to minimize token usage.
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ukkit/memcord
Organize and search chat history with AI-generated summaries and secure memory.
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utensils/mcp-nixos
Information on NixOS packages, system options, Home Manager configurations and nix-darwin macOS settings.
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V0v1kkk/DotNetMetadataMcpServer
Type information from .NET projects: assembly exploration, namespace discovery, type reflection and NuGet integration.
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valado/pantheon-mcp
Serves task-specific instructions to agents instead of static Markdown files.
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var-gg/mcp
Enforces team naming conventions in AI-generated code.
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vasayxtx/mcp-prompt-engine
Manage and serve dynamic prompt templates using a text template engine.
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Vbj1808/retrieval-lens
Flight recorder for RAG retrieval: logs chunks, scores, sources and rankings to audit, replay and diff retrieval runs.
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veelenga/claude-mermaid
Render Mermaid diagrams with live reload, themes and SVG, PNG or PDF export.
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vercel/next-devtools-mcp
Next.js runtime diagnostics, route inspection, dev server logs, docs search and upgrade guides for coding agents.
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VerificateAI/verificate-mcp-quickstart
Merge gate for AI-written code: catches placeholder code, unfailable tests, unsupported completion claims and nonexistent API calls, then returns a fix plan.
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verifyax/verifyax-mcp
Agent evaluation, simulation testing and functional/non-functional verification workflows on the VerifyAX platform.
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vezlo/src-to-kb
Convert source code repositories into searchable knowledge bases using chunking, OpenAI embeddings and GPT-5 search.
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vighriday/Veris
Behavioral verification for TS/JS repos: builds a behavioral graph, clusters workflows, detects drift and generates adversarial probes with risk scores.
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VikrantSingh01/adaptive-cards-mcp
Generate, validate, optimize and transform Adaptive Cards for Teams, Outlook, Copilot and ChatGPT, with accessibility scoring and host compatibility checks.
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Vivekpatil200320/CyberRescue
Host-level telemetry gateway letting sandboxed agents fetch container logs and track kernel resource metrics.
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vivekvells/mcp-pandoc
Document format conversion using Pandoc: Markdown, HTML, PDF, DOCX, CSV and more.
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VOYAGER-Inc/excel-vision-mcp
Reads Excel files with embedded images mapped to their cells and meaningful formatting such as colors and strikethrough; supports writes with atomic saves.
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VrtxOmega/Ollama-Omega
Chat, generate, pull, list and inspect models with Ollama.
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VrtxOmega/omega-brain-mcp
AI execution pipeline with NAEF logic constraints, VERITAS build gates, semantic vault integration and Tri-Node Cortex validations to curb hallucination.
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VSCode Devtools
Connect to the VS Code IDE and use semantic tools like find usages.
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WCAG-Compliance/wcagc-mcp
Accessibility scanning with axe-core (WCAG 2.1 AA, EN 301 549, PDF/UA) via wcagc: scan URLs and PDFs, crawl sites, replay journeys and read violation trends.
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Webvizio/mcp
Converts website and web app feedback and bug reports into context-enriched developer tasks for coding agents via Webvizio.
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whyy9527/ariadne
Offline cross-service API dependency graph: find GraphQL operations, REST endpoints, Kafka topics and frontend queries related to a business term or endpoint.
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WilliamSmithEdward/xlide_mcp
Read, write, analyze and test VBA in Excel, Word, PowerPoint and Access files, with static analysis; the file layer works without Office installed.
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willianpinho/mcp-gateway-scan
Read-only static scanner that scores MCP and agent-gateway repos on RBAC, fail-closed behavior, supply chain, observability, cost and secrets handling.
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WiseVision/mcp_server_ros_2
ROS 2 integration for AI-driven robotics applications and services.
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wn01011/llm-token-tracker
Token usage and cost tracking for OpenAI and Claude APIs with real-time session tracking.
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Wolfe-Jam/claude-faf-mcp
Persistent project context in the .faf (Foundational AI-context Format), with project DNA and Podium scoring.
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Wolfe-Jam/faf-mcp
Persistent project context in the IANA-registered .faf format, with AI-readiness scoring.
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Wooonster/hocr_mcp_server
Extract handwritten math formulas from uploaded images as LaTeX using a vision-language model, with a Vue frontend.
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wooxogh/adr-mcp-setup
Generates Architecture Decision Records from Claude Code conversations, with quality review, duplicate detection, a dependency graph and stale ADR alerts.
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Wopee-io/wopee-mcp
Autonomous web app testing: run test cases in real browsers with pass/fail results and screenshots, and generate user stories, test cases and Playwright code.
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wyattjoh/jsr-mcp
Access JSR, the JavaScript Registry.
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x402node/x402-mcp
Exposes x402-paid APIs discovered from Coinbase Bazaar, handling USDC micropayments on Base.
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xarl3z/magzdown-agent-tools
Turn Markdown into a shareable link rendered as a typeset document (tables, Mermaid, math, pagination); content is stored in the URL, not uploaded.
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xcodebuild
Build iOS Xcode workspaces or projects and feed errors back to the LLM.
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XixianLiang/HarmonyOS-mcp-server
Device control and UI automation for HarmonyOS Next devices.
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xzq.xu/jvm-mcp-server
JVM-based MCP server implementation.
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yangkyeongmo@/mcp-server-apache-airflow
Connect to Apache Airflow.
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yanmxa/scriptflow-mcp
Turns repetitive AI interactions into persistent, executable Bash, Python, Node.js or TypeScript scripts.
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ycs77/apifable
Explore OpenAPI specs, search endpoints and generate TypeScript types.
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yikakia/godoc-mcp-server
Query Go package information on pkg.go.dev.
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yiwenlu66/PiloTY
Control interactive terminals (PTY) with stateful sessions, SSH connections and background process management.
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Yocoolab/mcp-server
Pin visual feedback on live web pages with the Yocoolab extension and hand it to coding agents with the element, selector and screenshot attached.
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ypollak2/llm-router
Subscription-aware LLM router for Claude Code: routes tasks to providers like OpenAI, Gemini, Groq and Ollama by complexity, subscription usage and cost.
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ysalitrynskyi/opn-mcp
Shorten links, read click analytics, generate branded QR codes and manage links on opn.onl, the open-source, self-hostable URL shortener.
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YuChenSSR/mindmap-mcp-server
Generate interactive mind maps.
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YuChenSSR/multi-ai-advisor
Query multiple Ollama models and combine their responses for diverse perspectives on a single question.
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YuliiaKovalova/dotnet-template-mcp
Search, inspect, preview and create dotnet new projects via the .NET Template Engine, with parameter validation, defaults and NuGet resolution.
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Yutarop/ros-mcp
Control robots with natural language via ROS 2 topics, services and actions.
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yWorks/mcp-typescribe
Provides TypeScript API information so agents can work with APIs not in their training data.
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zaebee/codegraph-brain
Local Python/TypeScript code graph: call tracing, multi-hop impact analysis, authz reachability audits, coupling metrics and architectural drift detection.
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zaizaizhao/mcp-swagger-server
Converts OpenAPI/Swagger specifications to MCP format so AI assistants can call REST APIs.
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zcaceres/fetch-mcp
Fetch JSON, text and HTML data.
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zelentsov-dev/asc-mcp
Manage App Store Connect apps, builds, TestFlight, subscriptions, reviews and more via its API.
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zenml-io/mcp-zenml
Connect to ZenML MLOps and LLMOps pipelines.
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zillow/auto-mobile
Android automation tool suite for developer workflows and testing.
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ztuskes/garmin-documentation-mcp-server
Offline Garmin Connect IQ SDK documentation with search and API examples.
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