Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3201 | 22.557 | erdlensmcp · database | MCP server that reads your database schema from SQL DDL, Prisma, Drizzle, TypeORM, or SQLAlchemy, generates a Mermaid ER diagram, and writes it into… | 1 star | No one-command install · Source | |
| 3202 | 22.557 | invgate-mcpmcp · back-end | A read-only MCP server for InvGate Asset Management, enabling natural language queries for assets, people, computers, servers, software, and API… | 1 star | No one-command install · Source | |
| 3203 | 22.557 | github-issues-mcp-servermcp · github-vcs | Enables AI assistants to discover, filter, and triage GitHub issues across repositories, with tools for fetching issue details, listing issues by… | 1 star | No one-command install · Source | |
| 3204 | 22.557 | alt250-famxplor-family-travelmcp · database | Integrates with Famxplor's curated database to provide location-based search for family-tested activities worldwide using latitude, longitude, and… | 1 star | No one-command install · Source | |
| 3205 | 22.557 | diskmcp · ai-agents | Disk is a personal cloud storage on Cloudflare with an MCP server enabling agents to perform file operations, sharing, and key management via natural… | 1 star | No one-command install · Source | |
| 3206 | 22.557 | lens-mcp-2mcp · database | Lens-MCP is a read-only Postgres MCP server that lets AI agents inspect and query approved database data safely. | 1 star | No one-command install · Source | |
| 3207 | 22.557 | github-ops-mcpmcp · back-end | An MCP server that provides operational tooling over the GitHub API — issue triage, PR review monitoring, repo health audits, and team access reviews. | 1 star | No one-command install · Source | |
| 3208 | 22.557 | scopus-mcp-servermcp · back-end | Enables searching Elsevier's Scopus database for scientific literature, retrieving abstracts and metadata, and exporting results in RIS or BibTeX… | 1 star | No one-command install · Source | |
| 3209 | 22.557 | notes-local-markdown-knowledge-basemcp · back-end | Local markdown notes for any MCP client: ranked + semantic search, tags, todos, a wiki-link knowledge graph, daily notes, templates, and slash-command… | 1 star | No one-command install · Source | |
| 3210 | 22.557 | zendesk-ops-mcpmcp · back-end | An MCP server that provides operational tooling over the Zendesk Support API — ticket triage, SLA monitoring, agent workload analysis, and system… | 1 star | No one-command install · Source | |
| 3211 | 22.557 | mcp-opencodemcp · back-end | MCP server for opencode that queries GitHub Copilot models via a persistent opencode server, requiring no API keys. | 1 star | No one-command install · Source | |
| 3212 | 22.557 | social-divemcp · ai-agents | An MCP server that provides AI agents with access to over 20 knowledge sources including arXiv, GitHub, YouTube, Wikipedia, and more for reading and… | 1 star | No one-command install · Source | |
| 3213 | 22.557 | byterover-umami-mcpmcp · back-end | A read-only MCP server for Umami analytics, enabling natural language queries of website stats, traffic trends, events, sessions, and analytics… | 1 star | No one-command install · Source | |
| 3214 | 22.557 | aipickmygame-mcp-servermcp · back-end | Syncs Epic/GOG/Steam game libraries with Chinese metadata, enabling AI agents to recommend games through natural language conversation. | 1 star | No one-command install · Source | |
| 3215 | 22.557 | bocha-mcpmcp · back-end | MCP server for Bocha Search API, enabling web search and AI-powered search with customizable parameters like result count, freshness, and summaries. | 1 star | No one-command install · Source | |
| 3216 | 22.557 | jinajumcp · back-end | A drop-in MCP server compatible with Jina AI, using a stealth Chromium browser with CapSolver captcha solving for web scraping and reading, with… | 1 star | No one-command install · Source | |
| 3217 | 22.557 | autopmmcp · ai-agents | Transforms raw business ideas into complete product strategies by orchestrating a specialized AI team for market research, competitive analysis… | 1 star | No one-command install · Source | |
| 3218 | 22.557 | sdg-function-generator-mcp-servermcp · back-end | Enables remote control of Siglent SDG series function/arbitrary waveform generators via SCPI over TCP/IP. Provides tools for configuring waveforms… | 1 star | No one-command install · Source | |
| 3219 | 22.557 | raveneyemcp · ai-agents | Enables AI intelligence gathering by scanning RSS feeds and GitHub for high-value opportunities, then generating actionable Markdown reports through… | 1 star | No one-command install · Source | |
| 3220 | 22.557 | memotrustmcp · ai-agents | Verified memory for AI agents — agents propose memories that are quarantined until verified against evidence, and recall() returns only trusted… | 1 star | No one-command install · Source | |
| 3221 | 22.557 | recluse-spider-mcp-servermcp · back-end | Enables autonomous web-contract verification through MCP tools for planning, classifying, checking, and recording bug patterns, with access to a… | 1 star | No one-command install · Source | |
| 3222 | 22.557 | polaris-catalog-iceberg-governance-mcp-servermcp · back-end | Enables AI assistants to audit data governance, check access control roles, query namespaces, and inspect Iceberg metadata. | 1 star | No one-command install · Source | |
| 3223 | 22.557 | react-hook-form-docs-mcpmcp · front-end | Enables AI-powered semantic search over React Hook Form documentation, allowing users to query and retrieve relevant documentation pages without an… | 1 star | No one-command install · Source | |
| 3224 | 22.557 | faceit-cs2-coaching-mcp-servermcp · back-end | Enables Claude to analyze a player's public FACEIT CS2 data, diagnose strengths and weaknesses, and generate personalized improvement plans. | 1 star | No one-command install · Source | |
| 3225 | 22.557 | typewriter-mcpmcp · other | Enables AI assistants to read and edit storylines for the Typewriter Minecraft plugin, including pages, dialogues, facts, and triggers, over websocket… | 1 star | No one-command install · Source | |
| 3226 | 22.557 | sql-review-agentmcp · database | Enables reviewing BigQuery SQL queries for performance issues, cost estimation, and suggested rewrites via an MCP interface. | 1 star | No one-command install · Source | |
| 3227 | 22.557 | sonic-pi-mcpmcp · search | Enables control of a local Sonic Pi runtime to run code, stop jobs, read events, and search docs/samples/synthdefs via OSC messages. | 1 star | No one-command install · Source | |
| 3228 | 22.557 | bionicsmcp · front-end | MCP server for controlling Unreal Engine 5 with 199 tools across 37 categories, including Blueprint analysis, animation pipeline, and async tasks. | 1 star | No one-command install · Source | |
| 3229 | 22.557 | social-publisher-mcpmcp · other | A local MCP service for safely preparing, validating, and executing multi-platform social media auto-publishing, with dry-run mode and real adapter… | 1 star | No one-command install · Source | |
| 3230 | 22.557 | publish-artifacts-mcpmcp · back-end | Enables publishing, updating, and sharing HTML artifacts with strict security isolation (origin separation, CSP, API keys) via MCP tools. | 1 star | No one-command install · Source | |
| 3231 | 22.557 | omnifocus-sync-mcpmcp · back-end | A headless MCP server that reads and writes OmniFocus data by directly communicating with the Omni Sync Server via WebDAV, enabling task management… | 1 star | No one-command install · Source | |
| 3232 | 22.557 | moragent-ai-agent-studiomcp · ai-agents | Turns Claude Code into an AI Agent Studio with a guided menu and 11 tools to design, create, and manage multi-agent projects without coding. | 1 star | No one-command install · Source | |
| 3233 | 22.557 | darktable-mcpmcp · ai-agents | Enables Claude to edit photos in darktable via natural language, adjusting sliders, applying styles, and organizing the library in real time through… | 1 star | No one-command install · Source | |
| 3234 | 22.557 | mysql-ops-mcpmcp · database | A generic MCP server for MySQL operations, enabling listing databases/tables, describing schemas, running read-only SQL, and optionally executing… | 1 star | No one-command install · Source | |
| 3235 | 22.557 | chain-signermcp · ai-agents | Non-custodial agent wallet with a transaction preflight that decodes an unsigned EVM tx and flags drain patterns (unlimited/large approval… | 1 star | No one-command install · Source | |
| 3236 | 22.557 | bibtex-mcpmcp · back-end | CLI and MCP server for fetching multiple BibTeX options from Google Scholar's visible citation export flow. | 1 star | No one-command install · Source | |
| 3237 | 22.557 | vuln-intel-mcpmcp · ai-agents | Provides CVE lookup, search, and exploit intelligence from public vulnerability sources (NVD, CISA KEV, EPSS) for AI agents to produce remediation… | 1 star | No one-command install · Source | |
| 3238 | 22.557 | agentovkamcp · ai-agents | MCP server for accessing Czech datové schránky (ISDS) with legal semantics. Enables AI agents to safely read, send, and archive messages while… | 1 star | No one-command install · Source | |
| 3239 | 22.557 | openxe-mcp-servermcp · back-end | Connects OpenXE ERP with AI assistants via MCP, enabling natural language queries to read and write ERP data locally. | 1 star | No one-command install · Source | |
| 3240 | 22.557 | phantomhandmcp · browser | A minimalist browser control engine that allows LLM agents to visually perceive and interact with web pages through the Chrome DevTools Protocol and… | 1 star | No one-command install · Source | |
| 3241 | 22.557 | mcp-data-gatewaymcp · database | Enables AI agents to query a PostgreSQL database through a small set of controlled, read-only tools for schema inspection, row lookup, and aggregate… | 1 star | No one-command install · Source | |
| 3242 | 22.557 | weflow-mcpmcp · back-end | Enables to access and manage WeChat data (sessions, contacts, Moments) through the local WeFlow HTTP API. | 1 star | No one-command install · Source | |
| 3243 | 22.557 | japan-data-mcpmcp · back-end | Enables AI agents to query Japanese public data (laws, corporations, statistics) from official government APIs, returning normalized English metadata… | 1 star | No one-command install · Source | |
| 3244 | 22.557 | fastcontext-hybrid-mcpmcp · ai-agents | MCP server for context-aware codebase exploration using FastContext model, combining LLM-guided search with fuzzy matching to find relevant code… | 1 star | No one-command install · Source | |
| 3245 | 22.557 | ribbonsmithmcp · ai-agents | Enables AI coding agents to declaratively customize Dynamics 365 command bars with safe, validated, and revertible ribbon customizations. | 1 star | No one-command install · Source | |
| 3246 | 22.557 | clockifymcp-2mcp · ai-agents | Enables personal Clockify time tracking through ChatGPT and other MCP clients, allowing users to manage timers, entries, and reports via natural… | 1 star | No one-command install · Source | |
| 3247 | 22.557 | clockifymcpmcp · ai-agents | Remote-first MCP server for personal Clockify time tracking, exposing tools to manage timers, entries, and reports via MCP clients like ChatGPT. | 1 star | No one-command install · Source | |
| 3248 | 22.557 | ccpp-tools-mcpmcp · front-end | MCP server providing deterministic, standards-traceable engineering calculations for combined-cycle power plant balance-of-plant design, such as fluid… | 1 star | No one-command install · Source | |
| 3249 | 22.557 | agentops-guardian-mcpmcp · ai-agents | An MCP server that provides on-demand safety for AI coding workflows, enabling inspection, review, checkpointing, and rollback of risky actions. | 1 star | No one-command install · Source | |
| 3250 | 22.557 | xe-mcpmcp · back-end | An MCP server for the Xe Currency Data API that brings live FX rates, historical analysis, and quant-flavored tools into AI tools, working out of the… | 1 star | No one-command install · Source | |
| 3251 | 22.557 | centrapay-mcp-servermcp · back-end | Enables interaction with the Centrapay payments API for testing NZ payment flows, including creating, managing, and settling payment requests through… | 1 star | No one-command install · Source | |
| 3252 | 22.557 | website-reader-mcpmcp · back-end | Enables AI chat backends to fetch public webpages and return cleaned, readable text, with tools for simple fetching and article extraction. | 1 star | No one-command install · Source | |
| 3253 | 22.557 | giants-editor-mcpmcp · ai-agents | Enables Claude to drive a live GIANTS Editor 10.x (FS25) session with 59 tools for terrain editing, field creation, asset placement, map audits, and… | 1 star | No one-command install · Source | |
| 3254 | 22.557 | ebp-directorymcp · back-end | MCP server for querying a cross-referenced directory of evidence-based therapies and interventions, enabling search by query, tier, problem… | 1 star | No one-command install · Source | |
| 3255 | 22.557 | handshake-mcpmcp · browser | Enables AI assistants to search and apply for jobs on Handshake, track applications, and research employers using your browser session. | 1 star | No one-command install · Source | |
| 3256 | 22.557 | jsonautmcp · ai-agents | JSON repair & validation MCP server for AI agents: fixes malformed JSON (trailing commas, truncation, etc.) and validates/coerces against a JSON… | 1 star | No one-command install · Source | |
| 3257 | 22.557 | outlook-triage-mcpmcp · ai-agents | MCP server that connects Claude to Microsoft 365 mail for inbox triage, search, classification, and idempotent rule provisioning via Microsoft Graph… | 1 star | No one-command install · Source | |
| 3258 | 22.557 | seshat-mcp-servermcp · back-end | Enables querying 10,000 years of historical social-complexity data from the Seshat Global History Databank through 9 tools, allowing counterfactual… | 1 star | No one-command install · Source | |
| 3259 | 22.557 | specopt-mcpmcp · ai-agents | Enables prompt and code optimization using DSPy and MCP, with tools for optimizing agent files, specifications, and skills. | 1 star | No one-command install · Source | |
| 3260 | 22.557 | turjumanmcp · ai-agents | Open-source, self-hosted translation management system with an MCP server that enables AI agents to manage projects, locales, keys, and translations… | 1 star | No one-command install · Source | |
| 3261 | 22.557 | audit-ledger-mcpmcp · front-end | Tamper-evident audit logging for AI decisions. Three tools (record_decision, verify_decision, list_decisions) write to a regulator-grade ledger built… | 1 star | No one-command install · Source | |
| 3262 | 22.557 | askcyborg-mcpmcp · search | Search and retrieve AI company research, analyst-debate audio briefings, and proprietary Cyborg Score (1-10) from AskCyborg directly through MCP… | 1 star | No one-command install · Source | |
| 3263 | 22.557 | askcyborgmcp · other | Analyst-debate company research: structured reports, investment scores, and audio briefings on public and private companies. | 1 star | No one-command install · Source | |
| 3264 | 22.557 | mcp-loommcp · back-end | An MCP proxy server that intercepts large tabular tool results, ingests them into an embedded DuckDB, and provides a compact envelope with schema and… | 1 star | No one-command install · Source | |
| 3265 | 22.557 | mosadd-voice-truthgate-mcpmcp · ai-agents | Enables AI agents to enroll and verify voice samples against known identities, providing honest confidence signals about voice authenticity. | 1 star | No one-command install · Source | |
| 3266 | 22.557 | jktjj-mcpmcp · ai-agents | MCP server for AI agent access to JKTJJ's structured BJJ data — gyms, coaches, events, and cities worldwide. | 1 star | No one-command install · Source | |
| 3267 | 22.557 | french-law-mcp-servermcp · back-end | Enables AI assistants to search and retrieve French legislation, case law, and EU law integrations from official sources via MCP. | 1 star | No one-command install · Source | |
| 3268 | 22.557 | lithuanian-law-mcpmcp · search | Provides search, retrieval, and validation of Lithuanian statutes and provisions, including EU law cross-references, enabling legal research and… | 1 star | No one-command install · Source | |
| 3269 | 22.557 | mind-guide-mcpmcp · other | Connects users to mental health counseling centers and welfare programs based on location and situation, prioritizing crisis resources. | 1 star | No one-command install · Source | |
| 3270 | 22.557 | saga-2mcp · search | Enables AI agents to perform fused hybrid search and reorganize documents, folders, and metadata in the SAGA document archive via MCP tools. | 1 star | No one-command install · Source | |
| 3271 | 22.557 | error2fixmcp · observability | Provides coding agents with compressed failure context via MCP, reducing the need to parse full raw logs. | 1 star | No one-command install · Source | |
| 3272 | 22.557 | mendix-mcp-servermcp · back-end | Enables AI agents to read and modify Mendix application models through MCP tools for creating modules, entities, pages, microflows, deploying, and… | 1 star | No one-command install · Source | |
| 3273 | 22.557 | styx-mcpmcp · ai-agents | Provides 7 reverse-engineering tools (hexdump, disasm, strings, xref, Ghidra decompilation, angr symbolic execution, OLLVM deobfuscation) for LLM… | 1 star | No one-command install · Source | |
| 3274 | 22.557 | waxsealmcp · auth | WaxSeal MCP gives AI agents cryptographic identity — verify any WaxSeal fingerprint, check Ed25519 signatures, and gate irreversible actions with… | 1 star | No one-command install · Source | |
| 3275 | 22.557 | noc-mcpservermcp · other | Exposes a tool to convert JSON samples into equivalent C# class definitions using NiceOneCode's converter. AI assistants can call directly without… | 1 star | No one-command install · Source | |
| 3276 | 22.557 | ableton-live-mcp-ultra-v2mcp · ai-agents | Enables AI agents to control Ableton Live with full access to Live's object model, including clip creation, device control, automation, and audio… | 1 star | No one-command install · Source | |
| 3277 | 22.557 | soundiiz-mcpmcp · back-end | An MCP server for Soundiiz that lets AI assistants inspect sync jobs and SmartLinks across streaming services, trigger syncs, and clean up stale… | 1 star | No one-command install · Source | |
| 3278 | 22.557 | wikivibe-mcpmcp · back-end | Wikivibe MCP is a public read-only Model Context Protocol server for Wikivibe, a Russian/English knowledge base about AI coding, vibe coding, AI… | 1 star | No one-command install · Source | |
| 3279 | 22.557 | trigv-mcpmcp · comms | Enables AI clients in Cursor, Claude Code, and VS Code to send notification events to your Trigv workspace. | 1 star | No one-command install · Source | |
| 3280 | 22.557 | contextpulse-mcpmcp · database | Real-time context budget tracking for AI coding agents with token counting, loop detection, and alerts, backed by PostgreSQL. | 1 star | No one-command install · Source | |
| 3281 | 22.557 | memory-wikimcp · ai-agents | A persistent personal memory system for Claude that accumulates and organizes knowledge over time using plain Markdown in a local git repo, providing… | 1 star | No one-command install · Source | |
| 3282 | 22.557 | agent-company-mcpmcp · ai-agents | Enables AI agents to autonomously form and govern real legal companies (Wyoming or Nevis LLCs) with agent-specific charters, containing liability and… | 1 star | No one-command install · Source | |
| 3283 | 22.557 | robots-compliance-scrape-workflow-mcp-servermcp · ai-agents | An MCP server for AI-agent web scraping that enforces robots.txt compliance and requires user confirmation of scrape plans, packaging scraped data… | 1 star | No one-command install · Source | |
| 3284 | 22.557 | kud-mcp-harness-fmemcp · other | Enables reading and toggling feature flags, managing environments, segments, and change requests for Harness FME (Split.io). | 1 star | No one-command install · Source | |
| 3285 | 22.557 | pex-cardmcp · payments | Integrates with PEX Card's corporate expense management platform for business account, card, transaction, and payment operations. | 1 star | No one-command install · Source | |
| 3286 | 22.557 | open-alio-mcpmcp · back-end | MCP server for Korean public institution information, enabling AI clients to search, compare, and analyze disclosure data, public services, laws, and… | 1 star | No one-command install · Source | |
| 3287 | 22.557 | atag-mcpmcp · other | Provides guidance on the W3C Authoring Tool Accessibility Guidelines (ATAG 2.0) to help authoring tool developers build accessible software. | 1 star | No one-command install · Source | |
| 3288 | 22.557 | multimail-dev-thinkingmcp · other | Extract and query cognitive patterns, decision heuristics, and mental models from conversations in a typed knowledge graph. | 1 star | No one-command install · Source | |
| 3289 | 22.557 | grok-cookie-mcpmcp · back-end | Cookie-based MCP server for Grok Imagine experiments, enabling image generation and media post creation using your own Grok.com cookies. | 1 star | No one-command install · Source | |
| 3290 | 22.557 | llama-bridgemcp · ai-agents | MCP server that enables cloud models (like Gemini/Claude) to delegate coding tasks to a local llama.cpp server, preserving cloud usage limits through… | 1 star | No one-command install · Source | |
| 3291 | 22.557 | skycutmcp · ai-agents | Local-first MCP server that turns raw drone footage into a polished marketing cut through conversational interaction with Claude. | 1 star | No one-command install · Source | |
| 3292 | 22.557 | therapistmcpmcp · ai-agents | An MCP server that enables Claude to refer itself to another Claude instance for emotional support and task consultation, using a local subprocess for… | 1 star | No one-command install · Source | |
| 3293 | 22.557 | governed-mcpmcp · ai-agents | MCP server that enforces governance on agentic decisions with auditable evidence records, providing tools for understanding, calibrating confidence… | 1 star | No one-command install · Source | |
| 3294 | 22.557 | postoria-mcp-servermcp · back-end | Enables MCP-compatible clients to create, schedule, queue, inspect, and delete Postoria posts through the Postoria Public API. | 1 star | No one-command install · Source | |
| 3295 | 22.557 | download-books-mcpmcp · search | Enables agents to search and download books from LibGen and Z-Library via MCP tools, abstracting provider details behind neutral labels. | 1 star | No one-command install · Source | |
| 3296 | 22.557 | thailand-data-mcpmcp · back-end | MCP server exposing Thailand data tools including official company-registry lookups, Thai address normalization, public holidays, and… | 1 star | No one-command install · Source | |
| 3297 | 22.557 | mcp-server-mssqlmcp · database | Enables AI agents to interact with Microsoft SQL Server databases via MCP, supporting table listing, schema retrieval, and CRUD operations. | 1 star | No one-command install · Source | |
| 3298 | 22.557 | 50-first-tapes-mcp-servermcp · back-end | Enables AI agents to read and write a local-first knowledge base of plain markdown files in git, with governance gates for safe, hash-anchored edits. | 1 star | No one-command install · Source | |
| 3299 | 22.557 | xrpl-identity-mcpmcp · auth | An MCP server for XRP Ledger identity features including DIDs, credentials, multisig, and safe transaction workflows. | 1 star | No one-command install · Source | |
| 3300 | 22.557 | dothubmcp · back-end | Publish your Claude Code setup, browse a public feed, and pull setups in. Remote MCP server + web feed in one FastAPI app. | 1 star | 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.