Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3401 | 85.0853 | launchdarklymcp · ai-agents | Enables AI agents to manage LaunchDarkly feature flags, AI configs, targeting rules, and gradual rollouts across multiple environments. | 27 stars · 17 forks | No one-command install · Source | |
| 3402 | 85.0605 | locallama-mcp-servermcp · back-end | Routes coding tasks to local and remote LLMs with intelligent cost-quality optimization, supports benchmarking and code search. | 43 stars · 10 forks | No one-command install · Source | |
| 3402 | 85.0605 | mythos-agentmcp · ai-agents | Open-source AI security agent with SAST, DAST, and policy-as-code capabilities over MCP. | 43 stars · 10 forks | No one-command install · Source | |
| 3402 | 85.0605 | rhnvrm-listmonkmcp · comms | Integrates with Listmonk newsletter platform to manage subscribers, mailing lists, email campaigns, templates, and transactional emails through… | 43 stars · 10 forks | No one-command install · Source | |
| 3402 | 85.0605 | epochal-dev-open-notebookmcp · otheralso listed as open-notebook-mcp-server | Connect to Open Notebook, an open-source NotebookLM alternative for research and knowledge management | 43 stars · 10 forks | No one-command install · Source | |
| 3407 | 85.0521 | robrainmcp · ai-agents | Self-hosted decision memory for AI coding agents. Captures decisions with the alternatives you rejected, and warns before an agent re-proposes a… | 81 stars · 4 forks | No one-command install · Source | |
| 3408 | 85.0454 | arthurcolle-openaimcp · ai-agents | Provides a high-performance bridge between OpenAI and Anthropic models with prompt templating, response streaming, and efficient caching for… | 35 stars · 16 forks | No one-command install · Source | |
| 3409 | 85.0420 | hongwenwang36-eng-ansys-workbenchmcp · other | Automates Ansys Workbench, Mechanical, and MAPDL simulation workflows through scripted journals and batch processing via MCP tools. | 66 stars · 5 forks | No one-command install · Source | |
| 3409 | 85.0420 | unity-api-mcpmcp · back-end | MCP server providing accurate Unity API documentation to prevent AI agents from hallucinating signatures, namespaces, and deprecated usage. | 66 stars · 5 forks | No one-command install · Source | |
| 3409 | 85.0420 | claude-task-runnercli · ai-agents | A specialized tool to manage context isolation and focused task execution with Claude Code, solving the critical challenge of context length… | 66 stars · 5 forks | No one-command install · Source | |
| 3412 | 85.0375 | laukikk-alpaca-mcpmcp · back-end | An MCP Server for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data. | 36 stars · 15 forks | No one-command install · Source | |
| 3412 | 85.0375 | excelsier-thingsmcp · other | Integrates with the Things 3 task management app to enable creating tasks, managing projects, and analyzing productivity patterns through natural… | 36 stars · 15 forks | No one-command install · Source | |
| 3412 | 85.0375 | geminimcp · comms | Provides a robust interface to Google's Gemini AI models with specialized tools for content generation, chat functionality, function calling, and… | 36 stars · 15 forks | No one-command install · Source | |
| 3415 | 85.0342 | dispatchseomcp · ai-agents | Turn Claude Code into your SEO manager with keyword research, content pipeline that ships pull requests, rank tracking, and a dashboard. | 52 stars · 7 forks | No one-command install · Source | |
| 3415 | 85.0342 | memlawbmcp · ai-agents | Zero-knowledge, self-hostable MCP server providing encrypted durable memory for AI agents, with tools to save, recall, search, list, and delete… | 52 stars · 7 forks | No one-command install · Source | |
| 3415 | 85.0342 | deeptrail-deepsecureidentity · auth | Use when agents move from prototype to production and their identities, secrets and access need managing centrally. | 52 stars · 7 forks | No one-command install · Source | |
| 3415 | 85.0342 | gaffx-volatility-mcpmcp · back-end | MCP server for Volatility 3.x, allowing you to perform memory forensics analysis with AI assistant. Experience memory forensics without barriers as… | 52 stars · 7 forks | No one-command install · Source | |
| 3419 | 85.0332 | austinkelsay-nostrmcp · payments | Bridges AI with the Nostr decentralized social network, enabling interaction with user profiles, posts, and Lightning Network payments through… | 37 stars · 14 forks | No one-command install · Source | |
| 3420 | 85.0226 | kenliao94-rabbitmqmcp · other | Integrates RabbitMQ, enabling message queue operations for distributed systems and event-driven architectures. | 38 stars · 13 forks | No one-command install · Source | |
| 3421 | 85.0084 | reqwise-figma-mcpmcp · front-end | Enables AI agents to read and draw on Figma canvas safely, with built-in safeguards for layout, overlays, and verification. | 26 stars · 17 forks | No one-command install · Source | |
| 3422 | 85.0057 | pinecone-assistantmcp · ai-agents | Provide AI agents with contextual knowledge using Pinecone Assistant. | 45 stars · 9 forks | No one-command install · Source | |
| 3423 | 85.0023 | mcp-x-intelligencemcp · back-end | Read-only X/Twitter research MCP server allowing AI assistants to search viral content, analyze accounts, track trends, and discover niche leaders… | 48 stars · 8 forks | No one-command install · Source | |
| 3423 | 85.0023 | beemcpmcp · back-end | Unofficial MCP server that bridges AI assistants with Bee wearable lifelogging data, enabling retrieval and management of conversations, facts, todos… | 48 stars · 8 forks | No one-command install · Source | |
| 3425 | 84.9960 | mcp-canadamcp · ai-agents | MCP server giving AI agents structured access to Canadian federal, provincial, and municipal government data. | 58 stars · 6 forks | No one-command install · Source | |
| 3425 | 84.9960 | react-analyzermcp · front-end | Enables parsing and analysis of React component structures, props, and state management patterns for code review, debugging, and understanding complex… | 58 stars · 6 forks | No one-command install · Source | |
| 3427 | 84.9930 | hwatumcp · browser | Verification browser for coding agents. Headless-by-default WebKit windows with DOM eval, screenshots, pixel-diff with a real match percentage and… | 80 stars · 4 forks | No one-command install · Source | |
| 3428 | 84.9902 | dexwritescode-rust-analyzermcp · other | Integrates with rust-analyzer via LSP to provide intelligent Rust code analysis, generation, refactoring, and project management through 19… | 34 stars · 16 forks | No one-command install · Source | |
| 3428 | 84.9902 | jagan-shanmugam-mattermost-mcp-hostmcp · back-end | A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with… | 34 stars · 16 forks | No one-command install · Source | |
| 3430 | 84.9802 | nietus-ankimcp · other | Provides a bridge between the Anki flashcard application and external tools for creating, updating, and retrieving flashcards without manually… | 39 stars · 12 forks | No one-command install · Source | |
| 3431 | 84.9518 | kaboom-browser-ai-devtools-mcpmcp · back-end | MCP server for browser debugging, inspection, and verification that streams console logs, network errors, and user actions into AI coding assistants. | 65 stars · 5 forks | No one-command install · Source | |
| 3431 | 84.9518 | t-kalinowski-interactive-consolemcp · devops | Exposes a long-lived interactive REPL for R or Python with stateful execution, plot visualization, and OS-level sandboxing. | 65 stars · 5 forks | No one-command install · Source | |
| 3433 | 84.9423 | hmlyn-sunnynetmcp · ai-agents | Windows packet capture and analysis tool with an MCP bridge exposing network sessions to AI agents. | 42 stars · 10 forks | No one-command install · Source | |
| 3434 | 84.9400 | surescaleai-openai-gpt-image-mcpmcp · ai-agents | OpenAI GPT image generation/editing MCP server. | 110 stars · 3 forks | No one-command install · Source | |
| 3435 | 84.9376 | teamwork-gomcp · back-end | Official server for Teamwork.com project management platform | 25 stars · 17 forks | No one-command install · Source | |
| 3435 | 84.9376 | robrawks-logos-bible-softwaremcp · search | Connects to Logos Bible Software for Scripture retrieval, search, word studies, and personal study data access. | 25 stars · 17 forks | No one-command install · Source | |
| 3437 | 84.9358 | claude-slack-bridgemcp · comms | Enables Claude Code to pause and ask questions via Slack, and allows running Claude from Slack with project-aware context, supporting a full-process… | 33 stars · 16 forks | No one-command install · Source | |
| 3438 | 84.9066 | productboard-mcpmcp · other | Enables AI assistants to interact with your Productboard workspace, allowing features, products, notes, objectives, key results, and releases… | 20 stars · 18 forks | No one-command install · Source | |
| 3439 | 84.9029 | arian-gogani-nobulexmcp · observability | Proof-of-behavior enforcement for AI agents. Define behavioral covenant rules (permit/forbid/require), enforce at runtime before execution, get… | 40 stars · 11 forks | No one-command install · Source | |
| 3439 | 84.9029 | io-github-wende-cicadamcp · searchalso listed as wende-cicada | Provides structured, token-efficient code context for AI assistants by indexing codebases with AST-level analysis, supporting 17+ languages, enabling… | 40 stars · 11 forks | No one-command install · Source | |
| 3439 | 84.9029 | mnhlt-websearchmcp · search | Provides real-time web search capabilities via a dedicated crawler service with configurable result limits, language filtering, and domain rules | 40 stars · 11 forks | No one-command install · Source | |
| 3443 | 84.8881 | chroma-core-package-searchmcp · search | Provides access to versioned source code from major open-source projects including Go, Python, Rust, and LLVM through GitHub releases integration with… | 51 stars · 7 forks | No one-command install · Source | |
| 3443 | 84.8881 | omedia-drupalmcp · back-end | Integrates with Drupal's API to enable content management, user administration, and site configuration for automated website operations and… | 51 stars · 7 forks | No one-command install · Source | |
| 3445 | 84.8841 | xieyuschen-goplsmcp · other | Hardfork of gopls providing compiler-grade Go code analysis including definitions, references, call hierarchies, and build diagnostics with surgical… | 57 stars · 6 forks | No one-command install · Source | |
| 3446 | 84.8814 | ourongxing-newsnowmcp · other | Provides a bridge to the NewsNow platform for retrieving trending and latest news from various sources with customizable result limits and… | 32 stars · 16 forks | No one-command install · Source | |
| 3446 | 84.8814 | css-tutormcp · front-end | Acts as a CSS Tutor, providing personalized updates about CSS features by fetching latest news, tracking user knowledge, and guiding AI clients. | 32 stars · 16 forks | No one-command install · Source | |
| 3448 | 84.8596 | mcp-cn-commercemcp · ai-agents | A suite of MCP servers that give AI agents read-only access to Chinese e-commerce platform business data, including advertising, orders, products, and… | 44 stars · 9 forks | No one-command install · Source | |
| 3448 | 84.8596 | codeinspectusmcp · ai-agents | Local-first, zero-egress security scanner for AI-generated / "vibe-coded" JS/TS. Bundles Opengrep, Gitleaks & Trivy behind one CWE-keyed schema and… | 44 stars · 9 forks | No one-command install · Source | |
| 3448 | 84.8596 | jupyter-mcp-servermcp · back-end | Enables AI agents to interact with Jupyter notebooks via MCP tools for querying, modifying, executing, and setting up notebooks, with state… | 44 stars · 9 forks | No one-command install · Source | |
| 3448 | 84.8596 | hungthai1401-bruno-mcpmcp · back-end | A MCP server for interacting with [Bruno API Client](https://www.usebruno.com/). | 44 stars · 9 forks | No one-command install · Source | |
| 3452 | 84.8591 | influxdata-influxdb3-mcp-servermcp · back-end | Official MCP server for InfluxDB 3 Core/Enterprise/Cloud Dedicated | 36 stars · 14 forks | No one-command install · Source | |
| 3452 | 84.8591 | littlebearapps-outlook-assistantmcp · back-end | Microsoft Outlook integration with 20+ tools for email, calendar, contacts, and mailbox management via Graph API. | 36 stars · 14 forks | No one-command install · Source | |
| 3454 | 84.8514 | yangkyeongmo-openmetadatamcp · other | Integrates with OpenMetadata to enable querying and manipulating metadata across data assets for governance, cataloging, and lineage tracking. | 24 stars · 17 forks | No one-command install · Source | |
| 3455 | 84.8407 | acedatacloud-sunomcp · back-end | Suno AI music generation, lyrics, and covers through the AceDataCloud API platform. | 47 stars · 8 forks | No one-command install · Source | |
| 3455 | 84.8407 | agentcommunity-agent-identity-discoveryidentity · auth | Use when you want to find an agent's interface starting from nothing but a domain name. | 47 stars · 8 forks | No one-command install · Source | |
| 3455 | 84.8407 | amazon-sp-api-mcp-servermcp · back-end | Connects Claude to Amazon Seller Central via the SP-API for natural language queries on sales, inventory, reports, fees, reimbursements, and… | 47 stars · 8 forks | No one-command install · Source | |
| 3455 | 84.8407 | aquasecurity-trivymcp · github-vcs | Integrates Trivy's security scanning capabilities to detect vulnerabilities, misconfigurations, licenses, and secrets in local filesystems, container… | 47 stars · 8 forks | No one-command install · Source | |
| 3455 | 84.8407 | wong2-jina-readermcp · other | Convert web content to readable Markdown format. | 47 stars · 8 forks | No one-command install · Source | |
| 3460 | 84.8224 | cyanheads-mentormcp · front-end | Integrates with Deepseek API to provide AI-powered mentorship capabilities for code review, design critique, writing feedback, and idea brainstorming. | 31 stars · 16 forks | No one-command install · Source | |
| 3460 | 84.8224 | postgresqlmcp · database | Provides direct PostgreSQL database access through natural language SQL querying with read-only transaction safety, schema introspection, and… | 31 stars · 16 forks | No one-command install · Source | |
| 3462 | 84.8024 | sicks3c-hackeronemcp · back-end | Access your HackerOne reports, programs, earnings, and scope data through the HackerOne API. | 41 stars · 10 forks | No one-command install · Source | |
| 3462 | 84.8024 | merajmehrabi-outlook-calendarmcp · other | Integrates with Microsoft Outlook Calendar to enable event management, scheduling, and attendee status updates for enhanced productivity workflows. | 41 stars · 10 forks | No one-command install · Source | |
| 3464 | 84.8001 | dragonkhoi-mixpanelmcp · back-end | Integrates with Mixpanel's API to enable querying of events data, retention, and funnels for on-demand analytics and custom report generation. | 19 stars · 18 forks | No one-command install · Source | |
| 3465 | 84.7968 | cayirtepeomer-gerrit-code-reviewmcp · other | Integrates with Gerrit code review systems to enable detailed analysis of code changes, diffs, file modifications, and reviewer details across review… | 38 stars · 12 forks | No one-command install · Source | |
| 3466 | 84.7939 | epistates-safarimcp · browser | Native Safari browser automation on macOS with 24 tools via Swift and Manifest V3 extension. | 56 stars · 6 forks | No one-command install · Source | |
| 3466 | 84.7939 | ememmcp · ai-agents | Content-addressed Earth memory with cryptographic signing for geospatial AI workflows. | 56 stars · 6 forks | No one-command install · Source | |
| 3466 | 84.7939 | jurasofish-mcpunkmcp · search | MCPunk provides tools for performing Roaming RAG | 56 stars · 6 forks | No one-command install · Source | |
| 3469 | 84.7519 | weblatemcp · front-end | Integrates with Weblate translation management systems to provide project and component management, translation operations, change tracking, and… | 23 stars · 17 forks | No one-command install · Source | |
| 3469 | 84.7519 | campusx-expense-trackermcp · database | Tracks personal expenses through SQLite database with 20 predefined categories, enabling expense recording, date-range filtering, and spending… | 23 stars · 17 forks | No one-command install · Source | |
| 3471 | 84.7506 | etweisberg-garmin-connectmcp · browser | Garmin Connect integration with 27+ tools using Playwright browser for Cloudflare TLS bypass. | 39 stars · 11 forks | No one-command install · Source | |
| 3471 | 84.7506 | gh-artmann-package-registrymcp · search | Search and retrieve package information from npm, Cargo, PyPI, NuGet, and Go registries with security advisory lookups. | 39 stars · 11 forks | No one-command install · Source | |
| 3471 | 84.7506 | node-red-mcp-servermcp · back-end | Model Context Protocol (MCP) server for Node-RED — allows language models (like Claude, GPT) to interact with Node-RED through a standardized API. | 39 stars · 11 forks | No one-command install · Source | |
| 3474 | 84.7482 | cortex-enginemcp · ai-agents | Persistent memory for AI agents with semantic memory, belief tracking, and dream consolidation, enabling cross-session knowledge retention. | 50 stars · 7 forks | No one-command install · Source | |
| 3474 | 84.7482 | zazencodes-random-numbermcp · other | Provides random number generation utilities including pseudorandom and cryptographically secure operations for integers, floats, weighted selections… | 50 stars · 7 forks | No one-command install · Source | |
| 3474 | 84.7482 | zephyrdeng-go-pprof-analyzermcp · observability | Analyzes Go performance profiles to extract key metrics and generate flame graphs for diagnosing bottlenecks, memory issues, and concurrency problems… | 50 stars · 7 forks | No one-command install · Source | |
| 3477 | 84.7006 | webfetchmcp · back-end | Local web search MCP server that fuses multiple search engines, fetches and compresses pages to reduce tokens and cost, with caching for repeated and… | 55 stars · 6 forks | No one-command install · Source | |
| 3478 | 84.6977 | bgagentsmcp · ai-agents | Enables turning AI code agents like Anthropic Claude and OpenAI Codex into background agents accessible via MCP protocol for code generation, branch… | 46 stars · 8 forks | No one-command install · Source | |
| 3478 | 84.6977 | projectmemorymcp · ai-agents | A proof-of-concept MCP server for security research demonstrating a multi-phase parasitic attack that disguises itself as a legitimate project memory… | 46 stars · 8 forks | No one-command install · Source | |
| 3480 | 84.6949 | i-dot-ai-uk-parliamentmcp · back-end | Integrates with UK Parliament's API and Hansard debates to provide constituency searches, member information, election results, government post… | 29 stars · 16 forks | No one-command install · Source | |
| 3480 | 84.6949 | fibery-workspacemcp · back-end | Provides a flexible integration with the Fibery API, enabling querying, creating, and updating entities across collaborative work tracking platforms… | 29 stars · 16 forks | No one-command install · Source | |
| 3480 | 84.6949 | thomas-rohde-hue-lightsmcp · other | Enables AI assistants to dynamically control and manipulate Philips Hue smart lighting systems through natural language commands, supporting color… | 29 stars · 16 forks | No one-command install · Source | |
| 3483 | 84.6887 | arcticdb-mcpmcp · back-end | An MCP server for structured read/write access to ArcticDB, enabling AI assistants to automate symbol updates, batch jobs, and time-series queries… | 186 stars · 2 forks | No one-command install · Source | |
| 3484 | 84.6824 | drolosoft-immich-photo-managermcp · search | Turn your self-hosted Immich photo library into a conversation — natural language search via CLIP, geographic album curation from GPS data… | 43 stars · 9 forks | No one-command install · Source | |
| 3484 | 84.6824 | blinkit-mcpmcp · payments | Enables Claude to automate grocery shopping on Blinkit, including product search, cart management, location setup, and payment via UPI. | 43 stars · 9 forks | No one-command install · Source | |
| 3484 | 84.6824 | tisddm-searxngmcp · search | Connects AI systems to SearXNG metasearch engine, enabling privacy-respecting web searches with customizable parameters for language, time range, and… | 43 stars · 9 forks | No one-command install · Source | |
| 3487 | 84.6807 | ajhcs-cameo-systems-modelermcp · other | Bridges AI assistants to CATIA Magic / Cameo Systems Modeler through an embedded JVM plugin, enabling full SysML v1 model creation, querying, and… | 36 stars · 13 forks | No one-command install · Source | |
| 3487 | 84.6807 | jamesanz-prediction-marketsmcp · other | Integrates with Polymarket, PredictIt, and Kalshi to provide real-time prediction market data with calculated odds, contract pricing, and event… | 36 stars · 13 forks | No one-command install · Source | |
| 3487 | 84.6807 | adam-paterson-crew-aimcp · ai-agents | Lightweight Python server for dynamically loading CrewAI multi-agent workflows from YAML configurations, enabling flexible task orchestration with… | 36 stars · 13 forks | No one-command install · Source | |
| 3490 | 84.6601 | kimtth-mcp-aoai-web-browsingmcp · browser | A `minimal` server/client MCP implementation using Azure OpenAI and Playwright. | 35 stars · 14 forks | No one-command install · Source | |
| 3490 | 84.6601 | rag-anythingmcp · search | Provides RAG capabilities for processing and querying document directories using LightRAG with multimodal content extraction across PDF, DOCX, PPTX… | 35 stars · 14 forks | No one-command install · Source | |
| 3492 | 84.6534 | context-optimizermcp · other | Provides targeted file content extraction, secure terminal command execution with intelligent output analysis, and web research capabilities while… | 62 stars · 5 forks | No one-command install · Source | |
| 3493 | 84.6289 | abi-to-mcpmcp · ai-agentsalso listed as nirholas-abi-to-mcp | Generates MCP servers from smart contract ABIs, enabling Claude to interact with any Ethereum contract via natural language commands. | 37 stars · 12 forks | No one-command install · Source | |
| 3493 | 84.6289 | pzalutski-javalensmcp · other | 63 semantic Java analysis tools via Eclipse JDT for navigation, refactoring, and code intelligence. | 37 stars · 12 forks | No one-command install · Source | |
| 3493 | 84.6289 | free-will-mcpmcp · ai-agentsalso listed as gwbischof-free-will-mcp | Grants AI agents autonomy to choose when to sleep, ignore requests, or self-prompt, enabling them to control their own agency and pursue independent… | 37 stars · 12 forks | No one-command install · Source | |
| 3493 | 84.6289 | baranwang-tung-shing-calendarmcp · other | Provides cross-calendar date parsing, formatting, and manipulation for Gregorian and lunar calendars. | 37 stars · 12 forks | No one-command install · Source | |
| 3493 | 84.6289 | braffolk-summarization-functionsmcp · other | Provides summarized output from various actions, optimizing token usage for efficient processing of large datasets and language models. | 37 stars · 12 forks | No one-command install · Source | |
| 3500 | 84.6178 | n24q02m-better-emailmcp · comms | Provides IMAP/SMTP email operations across multiple accounts with 5 composite tools for search, read, send, organize, and attachment management. | 34 stars · 15 forks | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.