Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1701 | Unranked | mcp4openapimcp · back-end | Turn any OpenAPI specification into a smaller, LLM-friendly MCP server. Enables interaction with REST APIs through MCP tools using profiles to reduce… | No signals yet | No one-command install · Source | |
| 1702 | Unranked | scribbleslmmcp · search | A self-hosted, notebook-scoped RAG pipeline with contextual retrieval, delivered as an MCP server. Enables ingestion of documents into named notebooks… | No signals yet | No one-command install · Source | |
| 1703 | Unranked | nexus-browser-mcpmcp · browser | A browser-automation MCP server built on Playwright that provides deterministic snapshots via MutationObserver/requestAnimationFrame, HITL governance… | No signals yet | No one-command install · Source | |
| 1704 | Unranked | intelliverse-router-mcp-servermcp · back-end | Enables agents to manage the Intelliverse platform: create apps, API keys, knowledge bases, send email, generate media, and chat without specifying an… | No signals yet | No one-command install · Source | |
| 1705 | Unranked | hai-mcpmcp · ai-agents | Provides a human-agent interface control plane for managing agent state, focus, and next steps across any MCP-compatible client, without calling an… | No signals yet | No one-command install · Source | |
| 1706 | Unranked | private-journal-mcpmcp · database | Stores journal entries locally with semantic search using multilingual embeddings, and optionally syncs to a Git remote. | No signals yet | No one-command install · Source | |
| 1707 | Unranked | aibrief-mcpmcp · ai-agents | Read-only MCP server that serves curated daily Korean AI briefings (papers, releases, community, video, deepdive) via 7 tools, with no LLM calls per… | No signals yet | No one-command install · Source | |
| 1708 | Unranked | agent-accessibility-auditor-mcp-servermcp · back-end | Audits a domain to determine if AI agents and crawlers can access and read it, returning a flat row of 42 fields covering llms.txt, robots.txt AI… | No signals yet | No one-command install · Source | |
| 1709 | Unranked | mcp-for-kibanamcp · ai-agents | Enables LLMs to interact with Kibana through composable toolboxes for building dashboards, managing data, and handling alerts, among other operations. | No signals yet | No one-command install · Source | |
| 1710 | Unranked | otc-pricing-mcp-servermcp · back-end | An open-source Model Context Protocol (MCP) server for the Open Telekom Cloud (OTC) Price Calculator API. Expose OTC pricing data to Claude and other… | No signals yet | No one-command install · Source | |
| 1711 | Unranked | mcp-toolsets-runtimemcp · front-end | A shared runtime that discovers LangChain tools from a toolset package and serves them as an MCP server, with optional UI views and a CLI for managing… | No signals yet | No one-command install · Source | |
| 1712 | Unranked | mcp-rpcs1mcp · ai-agents | prevents llm from overload, freeze and oscillation | No signals yet | No one-command install · Source | |
| 1713 | Unranked | rpcs1-agent-tunermcp · ai-agents | prevents llm from overload, freeze and oscillation | No signals yet | No one-command install · Source | |
| 1714 | Unranked | vibedonatemcp · other | Enables peer-to-peer AI inference donation by exposing MCP tools to check node status and request capacity, with local-first compute sharing, consent… | No signals yet | No one-command install · Source | |
| 1715 | Unranked | nm-hard-toolsmcp · devops | Provides deployable, stateless MCP services for rigorous inference evaluation and benchmarking, including a profiled lm-evaluation-harness… | No signals yet | No one-command install · Source | |
| 1716 | Unranked | repo-explorer-mcpmcp · ai-agents | Enables LLM-driven repository exploration by exposing an explore_repository tool over stdio, using codebase memory and ripgrep/rtk search to navigate… | No signals yet | No one-command install · Source | |
| 1717 | Unranked | ai-dememorymcp · database | Personal multi-LLM memory repository using Markdown as source of truth, SQLite FTS5 for retrieval, and MCP tools for search, context, and write… | No signals yet | No one-command install · Source | |
| 1718 | Unranked | civ6-mcpmcp · ai-agents | An MCP server that lets LLM agents play full games of Civilization VI. | No signals yet | No one-command install · Source | |
| 1719 | Unranked | compendiummcp · ai-agents | MCP server that minimizes LLM token usage by compressing, summarizing, filtering, chunk-referencing, and pruning large context before it reaches the… | No signals yet | No one-command install · Source | |
| 1720 | Unranked | tempreonmcp · ai-agents | MCP server that provides a portable personal knowledge layer for AI tools, enabling cross-LLM continuity and personalized context across clients like… | No signals yet | No one-command install · Source | |
| 1721 | Unranked | claude-worksmcp · ai-agents | An MCP server that exposes a perpetual, honest job-application pipeline as typed tools an LLM agent can call, with fit scoring, verified resume… | No signals yet | No one-command install · Source | |
| 1722 | Unranked | simliverse-mcpmcp · ai-agents | Provides a unified MCP server for the SimLiverse Physical AI Platform, enabling LLM copilots to access Isaac Sim knowledge via NVIDIA NIM and… | No signals yet | No one-command install · Source | |
| 1723 | Unranked | geolocation-mcpmcp · database | Enables LLMs to query IP addresses against free MaxMind GeoLite2 geolocation databases. | No signals yet | No one-command install · Source | |
| 1724 | Unranked | mcp-teste-llm2mcp · database | MCP server that allows natural language queries in Portuguese to a PostgreSQL database using Ollama, ensuring read-only access with parameterized SQL… | No signals yet | No one-command install · Source | |
| 1725 | Unranked | docfill-agent-mcp-servermcp · ai-agents | An MCP server that enables LLM agents to read, understand, and fill DOCX templates while preserving formatting like bold labels and fonts. It exposes… | No signals yet | No one-command install · Source | |
| 1726 | Unranked | base-tx-explainmcp · ai-agents | Explains any Base mainnet transaction hash by returning a structured JSON with action type, assets moved, risk flags, and cost details, using… | No signals yet | No one-command install · Source | |
| 1727 | Unranked | mundigitalmcp · ai-agents | Exposes a public, read-only professional profile with tools to search resume evidence, fetch curated links, and generate career briefs for LLM agents. | No signals yet | No one-command install · Source | |
| 1728 | Unranked | wikipediamcp · ai-agents | Enables LLM agents to search Wikipedia and retrieve page content via Model Context Protocol tools, supporting natural language research. | No signals yet | No one-command install · Source | |
| 1729 | Unranked | neverrankedmcp · ai-agents | AEO scoring, llms.txt auditing, and agent-readiness checks for websites. | No signals yet | No one-command install · Source | |
| 1730 | Unranked | peer-review-mcp-servermcp · back-end | Enables querying multiple LLM providers in a weighted quorum to obtain a consensus answer with a certainty score. Supports cost tiers, visible… | No signals yet | No one-command install · Source | |
| 1731 | Unranked | ui-design-mcp-servermcp · front-end | Provides comprehensive UI design assistance tools for LLMs, generating color palettes, typography, spacing systems, shadows, design tokens, and more… | No signals yet | No one-command install · Source | |
| 1732 | Unranked | inferwatch-mcpmcp · ai-agents | Enables agents to query real-time and historical metrics for locally served Ollama and vLLM instances, including request rates, latency, token counts… | No signals yet | No one-command install · Source | |
| 1733 | Unranked | video-to-llmmcp · ai-agents | Enables LLM agents to process local videos into timestamped, citable text documents and then query them through tools for listing videos, retrieving… | No signals yet | No one-command install · Source | |
| 1734 | Unranked | web-data-mcpmcp · back-end | An MCP server that runs Apify scraping actors with quality-gated validation, scoring, and retries, returning embedding-ready chunks for AI agents. | No signals yet | No one-command install · Source | |
| 1735 | Unranked | library-mcpmcp · database | Provides a 'library keeper' sub-agent that ingests PDF/EPUB books and answers questions grounded in them via local embedding search, with… | No signals yet | No one-command install · Source | |
| 1736 | Unranked | local-corporate-kbmcp · search | Local RAG knowledge base for Qwen Code, enabling document indexing and semantic search via MCP tools. Supports metadata filtering and document… | No signals yet | No one-command install · Source | |
| 1737 | Unranked | a4imcp · back-end | MCP server for the Cisco ACI REST API, enabling LLM clients to query and modify fabric configurations via tools like get, post, diff, and merge using… | No signals yet | No one-command install · Source | |
| 1738 | Unranked | groundcheck-mcpmcp · ai-agents | MCP server for grounding verification (exact quotes, citations, code output, repo patterns, arithmetic) using no LLM in the verification path. | No signals yet | No one-command install · Source | |
| 1739 | Unranked | zileo-docsmcp · search | MCP server for indexing, semantic search, and generation of multi-format documents. Exposes 13 tools over JSON-RPC 2.0 so an LLM can search your local… | No signals yet | No one-command install · Source | |
| 1740 | Unranked | cxg-census-mcpmcp · ai-agents | Enables LLM agents to query the CZ CELLxGENE Census single-cell atlas with ontology-aware filters, cost caps, and full provenance, allowing natural… | No signals yet | No one-command install · Source | |
| 1741 | Unranked | persona-constitutionmcp · ai-agents | MCP server that serves an LLM operational constitution (SWEBOK v4.0 and NASA Power of 10) to coding agents, providing tools to query constitution… | No signals yet | No one-command install · Source | |
| 1742 | Unranked | zipline-supply-chainmcp · database | Enables natural-language supply-chain analysis over synthetic datasets through governed SQL/Python tools, providing supplier scorecards, forecast… | No signals yet | No one-command install · Source | |
| 1743 | Unranked | memshelf-mcpmcp · ai-agents | Enables AI agents to offload and recall working memory as indexed episodes with LLM-written digests, reducing token usage and preserving detail across… | No signals yet | No one-command install · Source | |
| 1744 | Unranked | llm-councilmcp · ai-agents | Blind multi-model councils with anonymous LLM seats and direct 1:1 chat as a local MCP server. Enables asking one question to get independent answers… | No signals yet | No one-command install · Source | |
| 1745 | Unranked | llm-prices-cnmcp · back-end | Daily-verified LLM API pricing dataset (44+ models, CN & global) with a hosted MCP server for live price queries and token cost estimation. | No signals yet | No one-command install · Source | |
| 1746 | Unranked | fraud-detection-risk-statusmcp · ai-agents | Exposes account risk status from a fraud detection pipeline, returning risk scores, flagged transaction history, and LLM-generated explanations via… | No signals yet | No one-command install · Source | |
| 1747 | Unranked | notes-rag-mcp-servermcp · search | Enables semantic search over personal markdown notes by indexing them into a vector database and exposing search, reindex, and status tools via MCP. | No signals yet | No one-command install · Source | |
| 1748 | Unranked | agent-evalmcp · ai-agents | MCP server exposing statistical regression testing for LLM agents as a "run" tool: p-value, effect size, and confidence interval on whether agent… | No signals yet | No one-command install · Source | |
| 1749 | Unranked | kb-mcpmcp · ai-agents | Provides LLM agents with a structured, queryable, local-first knowledge base with typed documents and full-text search via MCP. | No signals yet | No one-command install · Source | |
| 1750 | Unranked | solve-it-mcp-servermcp · ai-agents | This MCP server wraps the SOLVE-IT digital forensics knowledge base, enabling LLMs to query techniques, weaknesses, mitigations, and their… | No signals yet | No one-command install · Source | |
| 1751 | Unranked | mcp-spotify-2mcp · ai-agents | MCP server for Spotify that enables playlist building and music discovery through 19 tools, allowing LLM agents to search tracks/artists/albums… | No signals yet | No one-command install · Source | |
| 1752 | Unranked | leafmemmcp · ai-agents | MCP server for LeafMem, a layered memory engine that gives AI agents persistent, scoped memory with local retrieval and optional embedding rerank. It… | No signals yet | No one-command install · Source | |
| 1753 | Unranked | recallmcpmcp · ai-agents | Provides persistent semantic memory for AI agents via MCP, enabling them to remember, recall, list, update, and forget memories with vector-based… | No signals yet | No one-command install · Source | |
| 1754 | Unranked | skill-curator-mcpmcp · database | Enables AI agents to intelligently match tasks to skills through semantic embeddings, track skill effectiveness, detect skill gaps, and discover new… | No signals yet | No one-command install · Source | |
| 1755 | Unranked | vision-augmentmcp · ai-agents | Enables non-vision LLMs to understand images, extract text via OCR, and parse documents through a unified MCP interface, with local-first processing… | No signals yet | No one-command install · Source | |
| 1756 | Unranked | specularis-ai-visibility-auditmcp · browser | Runs AI visibility (GEO/AEO) audits on websites, checking AI crawler access, schema markup, llms.txt, and content signals, with optional full PDF… | No signals yet | No one-command install · Source | |
| 1757 | Unranked | bch1212-modelwatchmcp · ai-agents | MCP server for continuous behavioral drift monitoring of LLM applications, enabling spec creation, drift checking, and report retrieval. | No signals yet | No one-command install · Source | |
| 1758 | Unranked | gh-srclight-model-radarmcp · ai-agents | Pings and ranks 130+ free coding LLM models across 17 providers by latency in real-time. | No signals yet | No one-command install · Source | |
| 1759 | Unranked | model-radarmcp · ai-agents | MCP server that pings 130+ free coding LLM models across 17 providers in real-time, ranks them by latency, and helps AI agents pick the fastest… | No signals yet | No one-command install · Source | |
| 1760 | Unranked | turing-agentmemory-mcpmcp · ai-agents | TuringDB-backed Agent Memory MCP server with provider-agnostic embedding and rerank integrations, memory lifecycle tools, document ingest, and cited… | No signals yet | No one-command install · Source | |
| 1761 | Unranked | simple-memory-extensionmcp · database | Persistent key-value memory store with semantic search using SQLite and E5 embeddings, enabling contextual information retrieval and long-term memory… | No signals yet | No one-command install · Source | |
| 1762 | Unranked | scigantic-mcpmcp · back-end | A zero-config, discovery-only Model Context Protocol server that exposes Scigantic's catalog of 5,000+ curated public scientific data archives with… | No signals yet | No one-command install · Source | |
| 1763 | Unranked | meloqa-mcpmcp · back-end | Exposes every operation from the meloQA v1 API as MCP tools, enabling LLM clients to read and manage meloQA projects, test cases, cycles, executions… | No signals yet | No one-command install · Source | |
| 1764 | Unranked | voice-edgemcp · back-end | Local voice and AI platform for macOS offering speech recognition, speech synthesis, MLX-based inference, OpenAI-compatible APIs, and MCP tools for… | No signals yet | No one-command install · Source | |
| 1765 | Unranked | llm-pulse-mcp-servermcp · back-end | Monitors brand mentions, citations, sentiment, competitor share of voice, and GEO performance across AI search engines. | No signals yet | No one-command install · Source | |
| 1766 | Unranked | page2ai-mcpmcp · ai-agents | Converts any web page URL into clean Markdown for LLM context (Claude, ChatGPT, etc.) with zero external API calls, running entirely locally. | No signals yet | No one-command install · Source | |
| 1767 | Unranked | github-mcp-toolkitmcp · ai-agents | A production-grade MCP server that provides LLMs with safe, structured, tool-based access to GitHub repositories, including issue management, semantic… | No signals yet | No one-command install · Source | |
| 1768 | Unranked | clbench-fireworks-rftmcp · devops | Enables reinforcement fine-tuning of Qwen3-8B on the CLBench poker task using the eval-protocol MCP-Gym framework on Fireworks infrastructure, with… | No signals yet | No one-command install · Source | |
| 1769 | Unranked | openeyesmcp · ai-agents | MCP server providing AI-friendly computer-use primitives (capture, detect, click) to let LLM agents drive desktop GUI applications on Windows, macOS… | No signals yet | No one-command install · Source | |
| 1770 | Unranked | peaka-mcp-servermcp · back-end | Enables LLMs to inspect schemas and execute SQL queries on Peaka projects using Peaka's text2SQL capabilities. | No signals yet | No one-command install · Source | |
| 1771 | Unranked | strata-mcp-servermcp · back-end | Enables LLMs to model, validate, and analyze multi-cloud infrastructure as a typed graph, with tools for IaC import/export, cost estimation, and… | No signals yet | No one-command install · Source | |
| 1772 | Unranked | deepl-i18nmcp · ai-agents | MCP server for translating JSON localization files via DeepL API or local LLMs, enabling agents to estimate, check, and run translations. | No signals yet | No one-command install · Source | |
| 1773 | Unranked | local-ai-mcpmcp · back-end | Unified MCP server for managing local model runtimes (Ollama, LM Studio, etc.), enabling provider-agnostic discovery, lifecycle management… | No signals yet | No one-command install · Source | |
| 1774 | Unranked | secret-mcpmcp · front-end | Enables evidence-grounded web design analysis by searching GDWEB references and generating isolated, per-reference DESIGN_INDEX specification… | No signals yet | No one-command install · Source | |
| 1775 | Unranked | unity-uitoolkit-mcp-servermcp · front-end | Provides LLM agents with access to Unity UIToolkit documentation, code examples, and HTML/CSS to UXML/USS conversion tools. | No signals yet | No one-command install · Source | |
| 1776 | Unranked | quotezmcp · ai-agents | Provides read-only market data (quotes, bars, symbols, account info) from MetaTrader 5 or generated replay, exposing typed tools for LLM agents via… | No signals yet | No one-command install · Source | |
| 1777 | Unranked | broca-machinamcp · ai-agents | Gives any text-based AI a voice and ears inside a Discord voice channel by transcribing speech, relaying to an LLM/agent, and speaking replies back. | No signals yet | No one-command install · Source | |
| 1778 | Unranked | phylokit-mcpmcp · back-end | Phylogenetic inference server driving IQ-TREE 2, always returning per-clade bootstrap support plus model selection, tree comparison, and alignment… | No signals yet | No one-command install · Source | |
| 1779 | Unranked | memory-facademcp · ai-agents | A stateless MCP server that gives coding agents a curated entry point to shared memory, orchestrating Hindsight (facts) and LightRAG (corpora) for… | No signals yet | No one-command install · Source | |
| 1780 | Unranked | mcp-server-entity-enrichermcp · ai-agents | Hosted MCP server for structured knowledge extraction and entity enrichment, allowing users to author JSON schemas, enrich entities using multiple LLM… | No signals yet | No one-command install · Source | |
| 1781 | Unranked | euthynosmcp · ai-agents | A local, read-only MCP server that provides AI coding agents with structural evidence about a repository, including dependency analysis and impact… | No signals yet | No one-command install · Source | |
| 1782 | Unranked | prefeitura-sp-campinas-parcelas-iptumcp · other | Allows AI assistants to query official IPTU (property tax) installment data from the Campinas city government, offering a read-only MCP tool with… | No signals yet | No one-command install · Source | |
| 1783 | Unranked | ai-toolbox-mcpmcp · back-end | Enables local AI inference for Claude and Cursor through 22 APIs, including summarization, translation, review, classification, RAG, and more, with… | No signals yet | No one-command install · Source | |
| 1784 | Unranked | mcp-minimal-agent-demo-servermcp · ai-agents | A demo MCP server exposing three simple tools (get_github_activity, get_site_content, contact_scott) to illustrate tool discovery and invocation… | No signals yet | No one-command install · Source | |
| 1785 | Unranked | argosvix-mcp-servermcp · ai-agents | Lets AI agents query, manage, and operate their LLM observability data directly from the conversation. Provides 87 tools for cost analysis, alerting… | No signals yet | No one-command install · Source | |
| 1786 | Unranked | llm-chess-mcpmcp · back-end | MCP chess runtime that lets LLMs play, analyze, and adapt strength by exposing Stockfish, human move likelihood (Maia3), and Lichess statistics, with… | No signals yet | No one-command install · Source | |
| 1787 | Unranked | tvsub-mcpmcp · ai-agents | Inspects Apple TV.app playback and lets you load, translate, style, and sync subtitle overlays on macOS, with optional LLM translation via Anthropic… | No signals yet | No one-command install · Source | |
| 1788 | Unranked | soif-mcpmcp · ai-agents | MCP server for estimating the water footprint of LLM usage and comparing models by water cost. | No signals yet | No one-command install · Source | |
| 1789 | Unranked | mflowymcp · ai-agents | Enables users to interact with MFlowy, an MCP-native modular ML workflow engine with data analysis, model training, and orchestration. | No signals yet | No one-command install · Source | |
| 1790 | Unranked | keel-coremcp · ai-agents | Local-first personal cognitive engine that provides MCP tools for managing relationships, conversations, agenda, and memory, powered by Ollama. | No signals yet | No one-command install · Source | |
| 1791 | Unranked | sbe-agentmcp · ai-agents | Enables users to chat with an LLM agent that creates and reads Word, Excel, PDF, and JSON files, and accesses databases (letters, documents, LIMS)… | No signals yet | No one-command install · Source | |
| 1792 | Unranked | oriolemcp · ai-agents | This MCP server exposes 16 bilingual tools for operating a review-gated China job-source intelligence engine, enabling discovery, probing, human… | No signals yet | No one-command install · Source | |
| 1793 | Unranked | nacremcp · auth | Provides a self-hosted knowledge index with document-level permissions, enabling AI agents to retrieve exactly the documents they are authorized to… | No signals yet | No one-command install · Source | |
| 1794 | Unranked | opensolr-mcpmcp · search | Provides managed Apache Solr search as MCP tools, enabling hybrid retrieval, server-side GPU embeddings, document indexing, and grounded RAG answers… | No signals yet | No one-command install · Source | |
| 1795 | Unranked | vunit-mcpmcp · ai-agents | Enables an LLM or agent to drive a VUnit HDL unit-testing project end to end: list tests, compile, run, and inspect reports and per-test logs. | No signals yet | No one-command install · Source | |
| 1796 | Unranked | project-rag-wikimcp · search | MCP server for searching, reading, listing, writing, and appending Markdown wiki content using RAG with ChromaDB. | No signals yet | No one-command install · Source | |
| 1797 | Unranked | devpilot-mcpmcp · database | An AI-powered development assistant that enables LLMs to securely interact with local development tools including Git, filesystem, Docker, PostgreSQL… | No signals yet | No one-command install · Source | |
| 1798 | Unranked | blueprint-chart-mcpmcp · ai-agents | Enables LLMs to author, validate, and render Blueprint Chart (.bpc) files with structured dataviz pedagogy and a tight parse + render feedback loop. | No signals yet | No one-command install · Source | |
| 1799 | Unranked | expertvagabond-watsonxmcp · database | Text generation, multi-turn chat, and embeddings via IBM watsonx.ai Doubao models. | No signals yet | No one-command install · Source | |
| 1800 | Unranked | watsonx-mcp-servermcp · back-end | Integrates with IBM watsonx.ai to enable Claude Code to delegate text generation, chat, embeddings, and model listing to IBM foundation models like… | No signals yet | 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.