Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1401 | 22.557 | ellmos-blender-use-mcpmcp · other | Enables headless Blender asset QA and FBX reimport verification for game and 3D asset pipelines, checking mesh count, material count, and naming… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | allnewsapi-mcpmcp · search | Enables LLMs to search for news articles, get top headlines, and access comprehensive news data with advanced filtering options through AllNewsAPI. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | agentops-evalbench-mcpmcp · search | Enables LLM evaluation and observability by uploading documents, building test sets, running RAG pipelines, and automatically scoring answers for… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | knowledgemcp · ai-agents | A local MCP server that gives LLMs long-term memory by indexing code, infrastructure, logs, and docs into a queryable graph. It enables semantic and… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | astra-aigatemcp · back-end | Unified AI gateway that aggregates MCP tools from multiple servers and routes LLM requests with provider combos and fallback, all managed through a… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | 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 | |
| 1401 | 22.557 | infra-advisor-mcpmcp · devops | Estimates GPU requirements, training/inference costs, and cloud-vs-on-prem TCO for AI workloads using deterministic calculators. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | 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 | |
| 1401 | 22.557 | 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 | |
| 1401 | 22.557 | unraid-code-mode-mcpmcp · back-end | A code-mode MCP server for the Unraid 7.2+ GraphQL API that exposes search and execute tools, allowing LLM agents to introspect and call any GraphQL… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | 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 | |
| 1401 | 22.557 | anythingllm-control-plane-mcp-servermcp · back-end | Enables managing and controlling AnythingLLM instances through MCP, providing tools to list, create, and delete workspaces, retrieve system… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | trm-mcpmcp · search | A local, offline-first MCP server for searching, grepping, reading, rendering, and comparing long datasheet/TRM PDFs, using hybrid retrieval with… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | 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 | |
| 1401 | 22.557 | mosaic-mcp-servermcp · search | Provides 11 MCP tools for deterministic, local semantic search over your documents, including indexing, retrieval, exact-match facets, temporal truth… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | slimatlas-aimcp · browser | An MCP server for lightweight browser automation using Lightpanda with Chrome fallback, providing LLM-optimized accessibility tree snapshots for… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | mcp-dev-serversmcp · back-end | Provides 7 MCP servers with 95 tools for git, GitHub, .NET, Ollama, Rust, template sync, and Python, enabling natural-language commands to perform… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | openaimcpmcp · back-end | A Model Context Protocol server for OpenAI API access via AceDataCloud, enabling chat completions, image generation, text embeddings, and more from… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | neo-memmcp · database | Provides persistent, graph-based memory for AI agents using Neo4j and vector embeddings, enabling semantic recall across sessions via MCP. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | 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 | |
| 1401 | 22.557 | ellmos-controlcenter-mcpmcp · back-end | An alpha-stage MCP control plane for local MCP stacks, enabling discovery of local servers, profile management, capability bundles, tool-list probes… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | 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 | |
| 1401 | 22.557 | 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 | |
| 1401 | 22.557 | mcp-wandbmcp · ai-agents | Enables LLM agents to query Weights & Biases experiments, including listing projects, runs, metrics, plotting metrics, and retrieving run details. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | legion-mcp-servermcp · ai-agents | Exposes multiple LLMs as individual tools via the OpenAI Responses API wire format, enabling the calling AI to get second opinions and orchestrate… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | 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 | |
| 1401 | 22.557 | 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 | |
| 1401 | 22.557 | 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 | |
| 1401 | 22.557 | 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 | |
| 1401 | 22.557 | io-github-brightdotdev-darwin-ragmcp · search | A local-first RAG engine that ingests documents (PDF, Markdown, images, etc.) and provides hybrid search, reranking, and LLM answer synthesis via MCP… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | 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 | |
| 1401 | 22.557 | k-investmcp · ai-agents | Read-only MCP server that connects LLMs to personal investment accounts (Toss Securities, KIS), market data, SEC filings, and Binance futures for… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | utel-mcpmcp · back-end | An MCP server that wraps the UTEL IP-telephony REST API as MCP tools, enabling LLM agents to make authenticated HTTP requests to the UTEL API via a… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | maxaeo-ai-visibility-mcpmcp · search | Enables AI agents to check whether a public website is crawlable, understandable, and ready for AI search workflows through local-only audits of… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | speclawmcp · ai-agents | Local MCP server that gives AI agents a project constitution (LAWS.md), a code graph (Compass), and a spec-driven workflow — all 100% local with no… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | ellmos-homebase-mcpmcp · ai-agents | Enables local-first LLM orchestration with persistent memory, knowledge management, routing, swarm patterns, API probing, tests, automation planning… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | bongocat-mcpmcp · front-end | Unifies multiple BongoCat desktop pets into MCP tools, enabling LLM clients to control cat animations, typing, expressions, and chat bubbles via a… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | rnv-color-mcpmcp · ai-agents | Exposes RNV color workflow tools for color mixing, conversion, harmony generation, text transformation, and palette management, allowing LLMs to… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | ellmos-servercommander-mcpmcp · ai-agents | Alpha MCP server for server operations enabling deployment dry-runs, mail readiness diagnostics, access-log analysis, and HTTP health checks. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | llm-sidecarmcp · ai-agents | MCP server for grounded, cited AI: answers questions from live web sources, verifies claims, fact-checks documents, searches and reads URLs… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | dev-diary-mcpmcp · search | Turns a folder of Markdown files into a searchable work journal that any LLM can read and write. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | grok-searchmcp · search | Provides AI-driven web search, page fetching, and site mapping with real xAI citations, enabling LLM clients to access up-to-date external… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | tableragmcp · search | Turns Excel/CSV folders into a traceable, read-only AI knowledge layer; provides deterministic data queries, schema discovery, and evidence-backed… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | llmsdottxt-mcpmcp · ai-agents | Auto-discovers llms.txt documentation from project dependencies and exposes it to AI coding agents via MCP, enabling agents to read first-party docs… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | onbid-mcpmcp · back-end | Enables LLM clients to ask plain-language questions about Korean public auction property data from the 온비드 OpenAPI, including normalized pricing… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | semantic-searchmcp · back-end | Local semantic recall MCP server for citation-integrity workflows. Enables semantic search over a text corpus, returning file paths and page numbers… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | roundtable-mcpmcp · ai-agents | Enables role-based, multi-model AI orchestration by assigning specialized expert roles to a hybrid panel of local and cloud LLMs, generating unified… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | readeck-mcpmcp · ai-agents | Enables AI agents to push generated HTML into a Readeck library with automatic LLM-based auto-labeling and to retrieve and read documents back… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | calculator-mcp-servermcp · back-endalso listed as calculator-mcp-server-2 | A calculator MCP server that lets any LLM verify mathematical computations. Evaluate, simplify, and differentiate expressions via a single tool… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | sliver-mcpmcp · back-end | A Model Context Protocol server for the Sliver C2 framework that exposes operator tools like listeners, implant generation, sessions, command… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | boot-doctor-mcpmcp · ai-agents | Provides deterministic PC no-boot/no-display troubleshooting with ranked repair steps and real, sourced BIOS beep-code lookup tables. Enables users to… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | marras0914-agent-toolbeltmcp · ai-agents | 20 focused API tools for AI agents: schema generation, text extraction, token counting, regex/cron building, prompt optimization, web summarization… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | edgar-mcpmcp · ai-agents | MCP server providing read-only access to SEC EDGAR filings, allowing LLMs to look up companies, search filings, and retrieve securities offering data. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | qbittorrent-mcpmcp · back-end | MCP server exposing qBittorrent's WebUI API v2 as tools, enabling LLMs to manage torrents, categories, tags, RSS feeds, search plugins, and… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | cks-mcpmcp · ai-agents | Enables LLMs to perform structured, verifiable knowledge operations using the Canonical Knowledge Structure (CKS) ecosystem, including validation… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | memoryhubmcp · ai-agents | MCP server for persistent memory using Qdrant vector store. Stores text memories with LLM-generated embeddings and retrieves them via semantic search. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | mcp-garmin-connectmcp · ai-agents | An MCP server that gives LLMs access to Garmin Connect data, including training, recovery, sleep, stress, VO2 Max, and running summaries for… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | rigor-mcpmcp · other | Provides verified statistical inference and hypothesis testing tools, including t-tests, effect sizes, power analysis, and multiple comparisons… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | nautilus-trader-mcp-servermcp · search | Provides LLMs with code and documentation search over nautilus_trader via LSP-based symbol lookup and semantic embedding-based doc retrieval. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | webhook-site-mcp-servermcp · back-end | Enables LLM agents to create, read, update, and delete Webhook.site tokens, list and retrieve captured requests, and manage webhook configurations via… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | classifinder-mcpmcp · ai-agents | Enables AI agents to scan text for leaked secrets and prompt injection markers, and redact them before reaching an LLM. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | space-invaders-tuimcp · ai-agents | MCP server that lets LLMs play a terminal Space Invaders game with the SUPERHOT rule: time only moves when the agent moves. Exposes tools to start a… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | nvidia-nim-mcpmcp · ai-agents | Enables AI agents to consume 50+ NVIDIA NIM models including LLMs, image generation, and vision through 10 MCP tools with rich metadata and advanced… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | athena-diarymcp · database | Provides a SQLite-backed off-context diary for Letta agents with MCP tools for journaling and retrieval, keeping core memory uncluttered. Supports… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | logicmcp-servermcp · observability | Enables traceable requirement discovery, technical alignment, and ISO-aligned process checking through deterministic MCP tools and resources, without… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | mcp-tokensagemcp · back-end | Enables token counting, usage tracking, and cost calculation for LLM APIs, with a proxy server mode to automatically intercept and monitor API… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | fpt-mcpmcp · back-end | MCP server for Autodesk Flow Production Tracking (ShotGrid) enabling AI assistants to query, create, update, and delete entities via the ShotGrid API… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | local-agent-sensesmcp · back-end | Provides local vision and audio perception for MCP-compatible agents, enabling them to read images, transcribe text from visual media, analyze videos… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | finsagemcp · back-end | Enables natural language analysis, screening, reporting, and comparison of A-share stocks via MCP tools or REST API, with pluggable data… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | pow-mcp-rag-newmcp · search | A local RAG MCP server that indexes project documentation and code into ChromaDB for semantic search, supporting multiple tech stacks and deployment… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | mcp-openroutermcp · back-endalso listed as tsilva-openrouter | A Python MCP server that lets MCP hosts call OpenRouter models for chat, image generation, embeddings, and model search via FastMCP with .env support… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | md-mcpmcp · database | Exposes local markdown documentation, notes, and knowledge bases to AI tools via the Model Context Protocol without embeddings or uploading. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | osm-mcp-servermcp · ai-agents | An OpenStreetMap MCP server that provides location-based services including geocoding, route directions, points of interest search, and neighborhood… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | llm-eval-mcpmcp · ai-agents | MCP server that provides tools for evaluating LLM agent reliability, including adversarial task generation, automated LLM-as-judge assessment, and… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | grp-kbmcp · search | Semantic search MCP server for an Acumatica knowledge base, indexing markdown notes with multilingual embeddings to enable search across English and… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | simple-secret-storagemcp · ai-agents | MCP server for end-to-end encrypted secret storage and retrieval, enabling LLM agents to fetch secrets by name via one-time URLs while keeping… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | vision-bridge-mcp-servermcp · back-end | Enables text-only LLMs to understand images by converting them into text descriptions, supporting multiple vision backends like cloud APIs, local… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | ai-reviewmcp · search | Enables interactive GitHub pull-request review from Claude Code, with tools to fetch PRs, inspect files and repo structure, post review comments, and… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | jadx-mcp-servermcp · ai-agents | Fully automated MCP server built to communicate with JADX-AI-MCP Plugin to analyze Android APKs using LLMs like Claude — uncover vulnerabilities… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | pbs-mcpmcp · back-end | MCP server for Proxmox Backup Server. Exposes datastore status, snapshot inventory, garbage collection, verify, and prune over the PBS REST API as 13… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | ollama-vision-mcp-2mcp · other | A minimal local vision bridge for text-only VS Code Copilot, enabling it to see images by sending them to a local Ollama vision model and returning… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | arachne-mcp-servermcp · back-end | MCP server providing tools for web scraping, browser automation, computer vision, audio transcription, and RAG via API. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | mcp-agent-toolkitmcp · ai-agents | Enables agents to share state via a blackboard, record and retrieve failure resolutions, and cache LLM responses to avoid redundant API calls. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | spz-mcpmcp · ai-agents | MCP server that lets an LLM agent drive StableProjectorz, a 3D modeling app, by inspecting the loaded model, app state, viewport screenshots, and… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | linkedin-analyzermcp · browser | MCP server that lets you analyze your own LinkedIn profile with a local LLM (LM Studio). It uses Playwright to reuse your browser session, fetch… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | health-hub-mcp-servermcp · back-end | Aggregates Android Health Connect data into daily summaries, time-series metrics, sleep details, and sync status, exposing them to LLM clients via MCP… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | codepage-bridge-mcpmcp · ai-agents | Encoding-transparent file tools for Claude Code and other MCP clients, converting project files between legacy codepages and Unicode for LLM… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | cadlens-mcpmcp · back-end | An MCP server that parses CAD files (.dwg, .dxf, .dwf, etc.) via the Cadlens API, enabling LLM clients to extract and reason over entity, layer, and… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | john-ceo-agentic-memorymcp · ai-agents | MCP server that gives AI agents persistent, tenant-scoped memory with semantic search and consolidation, using CockroachDB vector indexes and Amazon… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | swapi-mcp-servermcp · back-end | Enables LLMs and clients to search for Star Wars characters, planets, and films by exposing SWAPI as MCP tools. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | llmconcilmcp · ai-agents | Enables Claude Code to send a prompt to multiple LLMs simultaneously and get a judge model's structured comparison of their responses. This surfaces… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | rental-datamcp · ai-agents | Exposes multifamily rental data including average rent by market, occupancy anomalies, and property summaries to LLM tools via MCP. | 1 star | No one-command install · Source | |
| 1401 | 22.557 | perfsage-jmeter-mcpmcp · ai-agents | Enables LLM agents to run self-healing JMeter performance tests via natural language, from environment setup to capacity discovery and SLO verdict… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | poe-data-mcpmcp · back-end | An MCP server that provides LLMs with access to Path of Exile game data, including gems, unique items, passive tree nodes, item modifiers, maps… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | deepseemcp · back-end | MCP server that gives text-only LLMs like DeepSeek vision capabilities by converting images to text via vision APIs, enabling image description, OCR… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | autopsy-mcpmcp · ai-agents | Read-only MCP server that exposes Autopsy digital forensics case data as tools, enabling LLM clients like Cline to browse filesystems, query… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | linux-manager-mcpmcp · back-end | Enables LLMs to control a Linux server via multiple shell windows with background execution, notes, and sudo separation, allowing… | 1 star | No one-command install · Source | |
| 1401 | 22.557 | mcp-glm-kimi-ollamamcp · ai-agents | Provides three MCP servers for Claude Code to access free/low-cost LLM models: GLM (Zhipu), Kimi (Moonshot), and local Ollama, enabling chat, vision… | 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.