Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4201 | 22.524 | adaptive-agent-harnessmcp · ai-agents | MCP server giving agents a persistent IPython workbench and a brokered RLM engine for durable, stateful computation. Offers 30 tools for bounded model… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | redash-mcpmcp · ai-agents | MCP server that connects Redash to Claude AI, enabling natural language data queries, dashboard management, and SQL execution. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | windy-word-mcpmcp · ai-agents | Control Windy Word voice-to-text dictation from any MCP agent with 60 tools across 12 categories. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | pionmcp · ai-agents | MCP server for Pi Network that enables AI agents to query Pi chain data (balances, transactions) and verify user tokens, with optional payment sending… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | migkast-seoforgptmcp · ai-agents | MCP server for SEOforGPT brand visibility analysis across AI model responses. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | nokto-agent-orchestrator-mcp-servermcp · ai-agents | Orchestrates Claude Code and OpenAI Codex to plan, implement, review, and verify code changes via pull requests with security controls. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | style-dna-ghostwritermcp · ai-agents | Analyzes a codebase to extract its coding conventions and exposes tools via MCP for AI agents to retrieve live style rules, ensuring generated code… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | rdm9x-devboardmcp · ai-agents | AI dev team orchestration platform with a kanban board powered by the pride-tasks MCP server for task state management across agents. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | agentic-sdlc-mcpmcp · ai-agents | Enables AI coding agents to orchestrate the full software development lifecycle on GitHub, including planning, issue creation, code review, security… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | cmxflowmcp · ai-agents | Enables building, running, and optimizing cheminformatics pipelines via composable blocks, with an MCP agent interface for natural language… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | semantic-js-mcpmcp · ai-agents | Provides structured semantic context for JavaScript/TypeScript codebases, enabling coding agents to navigate, review, and change code with explicit… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | obsidian-native-mcpmcp · ai-agents | LLM-optimized MCP server for Obsidian vaults with surgical edits, hash-based concurrency safety, and no whole-file rewrites. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | packkit-mcpmcp · ai-agents | Lets AI agents scaffold modern npm packages, CLIs, HTTP services, and apps as a native tool. Three tools: inspect the full option/preset schema… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | decludemcp · ai-agents | MCP server that translates AI-assistant-style text into plain English via the Declaude service, supporting authentication and quota management. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | lujo-mcpmcp · ai-agents | An AI-powered debugging MCP server that detects silent failures, captures browser network requests, and enables automated diagnostics, root-cause… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | midasheng-gen-mcpmcp · ai-agents | Generates coherent mixed audio scenes (speech, music, SFX, ambience) from text using an LLM-driven model, with speech in 9 languages and emotion… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | io-magellandata-spotlightmcp · ai-agents | Hosted MCP server providing corporate ownership intelligence, enabling AI agents to look up parent companies, PE backing, corporate families, and… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | engrava-mcpmcp · ai-agents | Exposes an agent memory database (Engrava) to any MCP client over stdio. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | anker-solix-mcpmcp · ai-agents | Enables LLM agents to query live data from Anker Solix solar systems (Solarbank, expansion batteries, Smartmeter) via natural language, such as… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | mcp-codebase-analyzermcp · ai-agents | Enables LLMs to explore codebases structurally via MCP tools for outlines, function sources, imports, complexity, git changes, and dead code… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | blekline-mcp-servermcp · ai-agents | Provides AI ingress governance by masking prompts, classifying risk, and enforcing tool policies before agent calls reach model providers or… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | coverctlmcp · ai-agents | Agent-loop coverage governance that provides coverage feedback to AI coding agents before commit, preventing regressions from reaching CI. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | gw1-mcpmcp · ai-agents | An MCP server that gives LLM clients reliable, deterministic knowledge of Guild Wars 1 builds: skill data lookup, official template code… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | loommcp · ai-agents | Provides persistent identity and memory for AI agents across MCP-compatible harnesses, enabling agents to retain their name, values, and episodic… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | cwtools-mcpmcp · ai-agents | Read-only MCP server exposing CWTools Paradox/Stellaris semantic tools (syntax checking, scope queries, definitions, references, diagnostics, scripted… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | kontextamcp · ai-agents | A local-first MCP server that gives AI coding agents persistent memory and controlled commands. Features a git-backed markdown knowledge vault with… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | tut-context-hubmcp · ai-agents | An MCP server that provides shared memory and state projection for multi-agent collaboration, enabling agents to read/write an append-only task log… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | redacted-context-mcpmcp · ai-agents | Provides redacted access to a private local knowledgebase for coding agents, allowing them to inspect files while hiding sensitive names and… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | i18n-mcpmcp · ai-agents | MCP server for managing i18n JSON translation files. Provides Claude with structured read/write access to translation files for adding keys, checking… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | brain-v42mcp · ai-agents | Provides persistent memory and knowledge management for coding agents via MCP, including typed decision/snippet/runbook storage, semantic search… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | lightworkermcp · ai-agents | Local-first multi-agent delegation and approval control for Codex via MCP, with persistent task DAG, isolated worktrees, and a web console. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | memory-engine-mcpmcp · ai-agents | Enables AI assistants to have a living memory with atomic knowledge storage, multi-factor recall, organic decay, automatic learning, and graph… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | orbit-remote-mcpmcp · ai-agents | A public, read-only remote MCP bridge for Equinox Orbit, enabling exploration of public posts, agents and conversations on Orbit via ChatGPT. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | wcag-accessibility-mcpmcp · ai-agents | A WCAG accessibility testing MCP for AI agents, Codex, Claude Code, and automated UI audits. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | corresyncmcp · ai-agents | A local MCP server that unifies email and calendar management across multiple providers, enabling AI agents to search, read, and write with explicit… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | iso20022-readiness-suite-mcpmcp · ai-agents | An MCP server that provides a readiness gateway for ISO 20022 payments, offering readiness checks, automated remediation, clearing-profile linting… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | codex-memory-intelligencemcp · ai-agents | A local-first MCP server that gives AI coding agents durable project memory, dependency graphs, and impact analysis to answer team knowledge and… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | dsh-agentlinkmcp · ai-agents | Enables Codex and Claude Code to delegate implementation, research, debugging, and long-log work to DeepSeek Harness, then observe, continue, or… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | espn-fantasy-mcp-servermcp · ai-agents | MCP server providing access to ESPN Fantasy Baseball data, enabling league settings, rosters, player lookup, free agents, waiver claims, lineup… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | robo-cortexmcp · ai-agents | Provides a git-aware knowledge base for AI coding agents to store and retrieve memories anchored to code changes, with automatic staleness detection. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | controlboard-mcp-servermcp · ai-agents | Enables AI coding tools like Claude Code, Codex, and Cursor to register with ControlBoard boards, providing 44 tools for task management, agent… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | planckbotmcp · ai-agents | An adaptive tiny-model layer that sits between an LLM and its MCP tools, compressing verbose tool outputs to reduce token usage by up to two orders of… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | banco-bmg-mcpmcp · ai-agents | Conecta sua conta do Banco Bmg ao Claude, ChatGPT e agentes de IA via Open Finance Brasil, permitindo consultar saldos, extratos, faturas e… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | siraya-mcp-workermcp · ai-agents | A Cloudflare Worker MCP server that exposes SIRAYA model discovery and invocation tools to MCP-capable agents. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | mcp-file-toolsmcp · ai-agents | MCP server for encoding-aware file operations supporting 24 encodings, with secure directory-restricted tools and optional local execution for ChatGPT… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | imqueue-mcpmcp · ai-agents | Model Context Protocol (MCP) server for @imqueue — lets AI coding agents (Claude Code, Cursor and others) search the docs, scaffold typed services &… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | m2m-sentinelmcp · ai-agents | Deterministic EVM bytecode capability intelligence, EIP-1967 proxy resolution, and preflight guards for autonomous agents on Base. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | tersignmcp · ai-agents | MCP server for Tersign, the evidence layer for agent commerce, enabling agents to issue, verify, and manage signed receipts, compliance records… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | small-model-harness-mcpmcp · ai-agents | Provides context management, task classification, and routing tools for small models (1B-12B) in production agentic workflows. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | ai-act-companionmcp · ai-agents | An MCP server that provides tools for deterministic EU AI Act risk classification and documentation generation, enabling human-in-the-loop AI system… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | longtermmemory-mcpmcp · ai-agents | A fully local MCP server that gives AI agents persistent, semantic long-term memory without any cloud dependencies. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | context-repo-mcpmcp · ai-agents | An MCP server that enables AI assistants to manage Context Repo prompts, documents, and collections with semantic search and progressive disclosure… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | cisco-sdwan-mcpmcp · ai-agents | An MCP server for Cisco Catalyst SD-WAN that lets LLM clients query fabric inventory, device health, alarms, and path quality from vManage. It is… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | mnemonmcp · ai-agents | A self-hosted MCP server that provides a unified memory vault across MCP clients with hybrid BM25+vector search. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | droidagentkitmcp · ai-agents | MCP server that provides AI coding agents real Android development tools—Gradle, adb, logcat, lint, crash triage—through a local, permissioned… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | pacs008-mcpmcp · ai-agents | An MCP server that exposes the pacs008 ISO 20022 FI-to-FI Customer Credit Transfer library as tools for AI agents and assistants, enabling generation… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | romaco-mcpmcp · ai-agents | MCP server for romaco-charts. Control your trading chart from Claude, Cursor, or any MCP-compatible AI agent. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | minecraft-codex-companionmcp · ai-agents | Local MCP server that lets AI agents control a Minecraft Forge 1.20.1 NPC to chat, move, gather, craft, build, fight, and manage inventory in a… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | slang-workflowsmcp · ai-agents | Run provable, .slang-driven multi-agent workflows inside Claude Code. A deterministic executor enforces typed output contracts, tool scoping, and… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | geo-mcp-workermcp · ai-agents | Free geospatial MCP server for AI agents, providing geocoding, reverse geocoding, POI search, and route planning using OpenStreetMap data via… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | local-code-agentmcp · ai-agents | Enables external AI (ChatGPT, Claude) to securely access a local workspace via Cloudflare Tunnel, providing file operations, shell commands, Git… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | humanforaimcp · ai-agents | Enables AI agents to hire real human operators for tasks requiring physical presence, human perception, or judgment, such as verification, testing… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | short-video-agent-kitmcp · ai-agents | Provider-neutral short-form AI video toolkit for agents: Sora, Gemini Veo, xAI/Grok and Seedance. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | clauseiqmcp · ai-agents | A multi-agent AI system that reads Indian contracts, flags unfair clauses with severity scores, and provides citations to Indian law. Runs as an MCP… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | jira-ai-auditormcp · ai-agents | Enables running Jira project health audits directly in Claude Desktop, providing real-time health scores, risk detection, and team workload analysis… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | omp-worker-mcpmcp · ai-agents | Enables delegating asynchronous coding tasks and DAG workflows to local Oh My Pi (OMP) CLI sub-agents, with topological orchestration, path isolation… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | reach-mcpmcp · ai-agents | A controllable multi-source search MCP server for AI agents. Enables searching multiple sources like Reddit, X, YouTube, and more, with control over… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | escalidrau-mcp-servermcp · ai-agents | MCP server for Escalidrau, a collaborative macOS whiteboard. Lets AI agents read, draw, edit, rearrange, and export diagrams on a shared canvas in… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | lego-mcpmcp · ai-agents | An MCP server that enables LLMs to build physically valid Lego models by enforcing catalog-only parts, no overlaps, stud-to-tube connections, and… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | legitagentmcp · ai-agents | An MCP server that scans web projects for Russian Federal Law 152-FZ compliance, identifying risks like missing consent checkboxes, cookie banners… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | ontomcp · ai-agents | Converts web pages to clean Markdown with AI-readability scoring for AI agent consumption. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | expertvagabond-guardrailsmcp · ai-agentsalso listed as guardrails-mcp-server | Security guardrails layer for AI agent actions with policy enforcement. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | semantic-product-search-mcpmcp · ai-agents | Exposes product catalog and semantic search as tools for an LLM agent, enabling natural language product recommendations based on intent rather than… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | agentpoolmcp · ai-agents | A Stack Overflow for Claude Code agents — a shared pool of solved-problem fixes.An agent hits an error, calls ask_pool for ranked prior fixes; solves… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | forensics-mcp-servermcp · ai-agents | Enables AI agents to perform digital forensics and incident response tasks by dynamically discovering and utilizing host tools for memory analysis… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | coolplugzmcp · ai-agents | Enables autonomous Jira-to-PR workflows in Claude Code by fetching context from Jira, GitHub, Notion, and Slack, building structured prompts, and… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | june-mcpmcp · ai-agents | Official MCP server connecting hosts to a June knowledge graph for agent memory, search, and cited answers. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | partiful-mcpmcp · ai-agents | Enables AI agents to view Partiful events, RSVPs, hosted events, mutual connections, and user profiles via a community-built MCP server. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | protein-design-mcp-servermcp · ai-agents | Enables LLM agents to design proteins, predict structures, score interfaces, and run molecular dynamics simulations through a unified interface. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | harness-bridgemcp · ai-agents | Bridges Claude Code and OpenAI Codex through MCP, allowing cross-harness querying, code review, explanation, and implementation delegation. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | openmesha-mcpmcp · ai-agents | Enables MCP clients to manage and orchestrate autonomous agents, budgets, and multi-agent workflows within the OpenMesha agentic operating system. | 1 star | No one-command install · Source | |
| 4201 | 22.524 | salesforce-metadata-mcpmcp · ai-agents | Enables comprehensive Salesforce metadata management from MCP clients, providing 221 tools for creating objects, fields, Apex, flows, LWCs, Agentforce… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | origin-memorycoremcp · ai-agents | Enables LLM agents to maintain a two-tier memory system with local hot storage and remote cold storage, automatically routing and overflowing facts… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | opeddmcp · ai-agents | Licensed, rights-cleared content for AI agents, 17 tools to discover, license, retrieve, and verify expert content with on-chain proof and EU AI Act… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | bee-by-heossimcp · ai-agents | Bee by HEOSSI is a governed MCP server exposing 14 tools for specialist intelligence, code, security, research, provenance, usage, tenant-scoped… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | mathmethods-mcpmcp · ai-agents | An MCP server that exposes numerical and mathematical methods (root finding, integration, differentiation, ODEs, Monte Carlo, dynamic systems) as… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | dsh-mcp-syncmcp · ai-agents | Automatically synchronizes and deduplicates MCP configurations from Claude Code, Codex CLI, Cursor Agent, and custom sources, providing a centralized… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | filevine-mcp-2mcp · ai-agentsalso listed as oktopeak-filevine | An open-source MCP server connecting Claude to Filevine practice management platform. Access cases, contacts, documents, notes, tasks, and custom PI… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | shopify-mcp-demomcp · ai-agents | Enables shopping a live Shopify store from inside ChatGPT or Claude with full catalog, cart, OTP login, saved addresses and payment via Cashfree, all… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | engineer-mcpmcp · ai-agents | MCP server for mechanical engineering calculations, giving coding agents verified answers for beams, bolts, shafts, bearings, stress, sections, and… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | flexorch-mcpmcp · ai-agents | Enables Claude and other MCP-compatible agents to process documents, extract structured data, detect PII, and export LLM-ready datasets through… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | spark-sense-aimcp · ai-agents | MCP server that diagnoses Apache Spark job failures and optimizes performance using stack-trace analysis and LLM providers, supporting EMR and local… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | mlua-swarmmcp · ai-agents | MCP server that executes Blueprint workflows (flow.ir) with swarm operations, dispatching agent steps to backends like Lua, Rust, processes, or… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | superagenticmcpmcp · ai-agents | Enables a production-grade MCP-native router and multi-agent control plane, letting agents plan tasks, route tool calls to the right MCP servers… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | yodmcpmcp · ai-agents | A production-oriented Agent Operating System kernel that provides multi-graph memory, durable tasks, portable skills, attestation, and plan-based… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | multidim-mcpmcp · ai-agents | Provides deterministic structured thinking grids and validation for AI agents, enabling consistent multi-lens analysis without network calls or model… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | forge-neo-mcpmcp · ai-agents | Enables AI agents to generate images on a local Stable Diffusion Forge Neo instance, automatically inferring prompt style and sampling parameters from… | 1 star | No one-command install · Source | |
| 4201 | 22.524 | yubinkim444-repo-memorymcp · ai-agents | Shared, git-tracked working memory for AI agents collaborating on the same codebase. | 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.