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5764 agents, ranked by overall quality.

#3001
public-ui/kolibri
Accessible KoliBri web component samples, specs, docs and scenarios.
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#3002
pubship/pubship
Inspect Google Play releases, reviews, Android vitals and reports, and prepare explicitly authorized release and store-listing changes. Runs locally with your own service account.
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#3003
pzalutski-pixel/javalens-mcp
Semantic Java analysis via Eclipse JDT: compiler-accurate navigation, refactoring, find references, call hierarchy and code metrics.
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#3004
pzalutski-pixel/godotlens-mcp
Semantic GDScript analysis via Godot's built-in LSP: navigation, references, diagnostics, rename and file sync.
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#3005
pzalutski-pixel/sharplens-mcp
Semantic C#/.NET analysis via Roslyn: navigation, refactoring, find usages and code intelligence.
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#3006
qainsights/jmeter-mcp-server
Performance testing with JMeter.
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#3007
qainsights/k6-mcp-server
Performance testing with Grafana k6.
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#3008
qainsights/locust-mcp-server
Performance testing with Locust.
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#3009
benswel/qr-agent-core
Dynamic QR codes: create, update, track and retarget QR codes of various types without regenerating images.
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#3010
QuantGeekDev/docker-mcp
Docker container management and operations.
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#3011
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.
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#3012
r-huijts/xcode-mcp-server
Xcode integration for project management, file operations and build automation.
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#3013
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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#3014
ReAPI-com/mcp-openapi
Discover and explain OpenAPI specifications and generate code or mock data from them.
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#3015
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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#3016
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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#3017
reflagcom/mcp
Manage Reflag feature flags from chat in your IDE.
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#3018
Rootly-AI-Labs/Rootly-MCP-server
Access Rootly, the incident management platform.
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#3019
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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#3020
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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#3021
ryan0204/github-repo-mcp
Browse GitHub repositories, explore directories and view file contents.
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#3022
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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#3023
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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#3024
SDGLBL/mcp-claude-code
Implements Claude Code-like capabilities for code understanding, modification and project analysis.
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#3025
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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#3026
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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#3027
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.
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#3028
notasandy/mcp-code-sanitizer
Code review via Groq: finds bugs, vulnerabilities and SQL injections, compares and explains code, generates tests and HTML reports.
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#3029
shellsage-ai/mcp-server-boilerplate
Starter templates for MCP servers in TypeScript and Python, with tool, resource and prompt patterns.
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#3030
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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#3031
sequa-ai/sequa-mcp
Gives AI coding tools context from your entire codebase and docs via Sequa.
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#3032
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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#3033
skullzarmy/vibealive
Find unused files and APIs in Next.js projects, with project analysis tools exposed over MCP.
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#3034
smplkit/mcp
Schedule HTTP jobs (cron, one-off or on-demand) with retries and run history.
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#3035
snaggle-ai/openapi-mcp-server
Connect to any HTTP/REST API server using an OpenAPI v3 spec.
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#3036
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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#3037
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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#3038
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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#3039
st3v3nmw/sourcerer-mcp
Semantic code search and navigation that reduces token waste.
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#3040
stass/lldb-mcp
LLDB integration for binary and core file analysis, debugging and disassembly.
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#3041
stfade/moth
Structured bug-fix analysis and project-local memory of verified fixes for coding agents.
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#3042
storybookjs/storybook
Helps agents write and test Storybook stories for UI components.
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#3043
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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#3044
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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#3045
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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#3046
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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#3047
TCSoftInc/testcollab-mcp-server
List, create and update test cases in TestCollab with filtering, sorting and pagination.
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#3048
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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#3049
tenatarika/vex
Local code search over a tree-sitter index: exact symbol lookup, scope-aware usages, call graph and impact analysis, AST patterns, indexed grep and semantic search across 19 languages.
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#3050
TencentEdgeOne/edgeone-pages-mcp
Deploy HTML content to EdgeOne Pages and get a public URL.
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#3051
testdino-hq/testdino-mcp
Review TestDino test runs, debug failures and manage manual test cases using natural language.
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#3052
tgeselle/bugsnag-mcp
Interact with Bugsnag.
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#3053
thecombatwombat/replicant-mcp
Android development: build APKs, launch emulators, manage devices, automate UI and analyze logs.
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#3054
themesberg/flowbite-mcp
AI assistance for Flowbite, the open-source UI framework based on Tailwind CSS.
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#3055
theserverlessdev/wsc
Prose linter and AI-slop detector: weasel words, passive voice, hedging and research-cited AI writing tells.
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#3056
tipdotmd/tip-md-x402-mcp-server
Cryptocurrency tipping using the x402 payment protocol and CDP Wallet.
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#3057
x402node/x402-mcp
Exposes x402-paid APIs discovered from Coinbase Bazaar, handling USDC micropayments on Base.
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#3058
Mibayy/token-savior
Structural code intelligence: navigate and edit code by symbol, with dependency graphs, call chains, dead code detection and structural diffs.
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#3059
Tokenectomy-Labs/Tokenectomy
Log noise removal, secret redaction and atomic compiler patch verification with instant rollback for AI debugging sessions.
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#3060
Tommertom/awesome-ionic-mcp
Ionic coding assistant for building mobile apps with React, Angular, Vue or vanilla JS.
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#3061
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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#3062
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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#3063
tumf/mcp-text-editor
Line-oriented text file editor with partial file access to minimize token usage.
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#3064
ukkit/memcord
Organize and search chat history with AI-generated summaries and secure memory.
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#3065
utensils/mcp-nixos
Information on NixOS packages, system options, Home Manager configurations and nix-darwin macOS settings.
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#3066
V0v1kkk/DotNetMetadataMcpServer
Type information from .NET projects: assembly exploration, namespace discovery, type reflection and NuGet integration.
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#3067
valado/pantheon-mcp
Serves task-specific instructions to agents instead of static Markdown files.
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#3068
var-gg/mcp
Enforces team naming conventions in AI-generated code.
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#3069
vasayxtx/mcp-prompt-engine
Manage and serve dynamic prompt templates using a text template engine.
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#3070
veelenga/claude-mermaid
Render Mermaid diagrams with live reload, themes and SVG, PNG or PDF export.
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#3071
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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#3072
verifyax/verifyax-mcp
Agent evaluation, simulation testing and functional/non-functional verification workflows on the VerifyAX platform.
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#3073
vezlo/src-to-kb
Convert source code repositories into searchable knowledge bases using chunking, OpenAI embeddings and GPT-5 search.
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#3074
vivekvells/mcp-pandoc
Document format conversion using Pandoc: Markdown, HTML, PDF, DOCX, CSV and more.
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#3075
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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#3076
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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#3077
VSCode Devtools
Connect to the VS Code IDE and use semantic tools like find usages.
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#3078
VrtxOmega/Ollama-Omega
Chat, generate, pull, list and inspect models with Ollama.
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#3079
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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#3080
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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#3081
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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#3082
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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#3083
WiseVision/mcp_server_ros_2
ROS 2 integration for AI-driven robotics applications and services.
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#3084
wn01011/llm-token-tracker
Token usage and cost tracking for OpenAI and Claude APIs with real-time session tracking.
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#3085
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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#3086
Wolfe-Jam/faf-mcp
Persistent project context in the IANA-registered .faf format, with AI-readiness scoring.
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#3087
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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#3088
wyattjoh/jsr-mcp
Access JSR, the JavaScript Registry.
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#3089
xcodebuild
Build iOS Xcode workspaces or projects and feed errors back to the LLM.
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#3090
XixianLiang/HarmonyOS-mcp-server
Device control and UI automation for HarmonyOS Next devices.
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#3091
xzq.xu/jvm-mcp-server
JVM-based MCP server implementation.
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#3092
yangkyeongmo@/mcp-server-apache-airflow
Connect to Apache Airflow.
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#3093
yanmxa/scriptflow-mcp
Turns repetitive AI interactions into persistent, executable Bash, Python, Node.js or TypeScript scripts.
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#3094
ycs77/apifable
Explore OpenAPI specs, search endpoints and generate TypeScript types.
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#3095
yikakia/godoc-mcp-server
Query Go package information on pkg.go.dev.
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#3096
yiwenlu66/PiloTY
Control interactive terminals (PTY) with stateful sessions, SSH connections and background process management.
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#3097
YuChenSSR/mindmap-mcp-server
Generate interactive mind maps.
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#3098
YuChenSSR/multi-ai-advisor
Query multiple Ollama models and combine their responses for diverse perspectives on a single question.
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#3099
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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#3100
Yutarop/ros-mcp
Control robots with natural language via ROS 2 topics, services and actions.
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