Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1001 | Unranked | mcp-filesystem-agent-v3mcp · ai-agents | A production-ready MCP server enabling Claude and other LLMs to perform intelligent file operations with minimal token usage. | No signals yet | No one-command install · Source | |
| 1002 | Unranked | myosm-mcp-servermcp · ai-agents | An OpenStreetMap MCP server providing geocoding, routing, points of interest, map tiles, public transport, and energy infrastructure tools to enhance… | No signals yet | No one-command install · Source | |
| 1003 | Unranked | modelrouter-mcpmcp · ai-agents | Advisory MCP server for intelligent LLM model recommendations in Cursor. Provides tools for task analysis, repository analysis, and model selection… | No signals yet | No one-command install · Source | |
| 1004 | Unranked | image-understand-mcpmcp · ai-agents | Enables pure text LLMs to understand images by acting as a proxy to vision models via OpenAI-compatible APIs. Supports local files, URLs, and base64… | No signals yet | No one-command install · Source | |
| 1005 | Unranked | portfolio-drift-mcpmcp · ai-agents | Wraps portfolio-drift-agent as MCP tools, letting LLM clients audit a portfolio of projects against GitHub conversationally. | No signals yet | No one-command install · Source | |
| 1006 | Unranked | edgemind-mcp-storymcp · ai-agents | An MCP server that connects an LLM client to a local LM Studio instance to generate and save creative writing stories as text files. | No signals yet | No one-command install · Source | |
| 1007 | Unranked | tokenomics-mcpmcp · ai-agents | Counts LLM prompt tokens and estimates API costs across OpenAI and Anthropic models directly inside MCP-compatible chat clients. Supports exact… | No signals yet | No one-command install · Source | |
| 1008 | Unranked | cloudflare-dns-mcpmcp · ai-agents | MCP server for managing Cloudflare DNS subdomains, enabling an LLM to check availability, claim, release, and list subdomains under a root domain. | No signals yet | No one-command install · Source | |
| 1009 | Unranked | bingmcpmcp · ai-agents | Provides LLMs with live access to Binghamton University campus data, including laundry availability, bus locations, dining status and menus, gym… | No signals yet | No one-command install · Source | |
| 1010 | Unranked | teleport-mcpmcp · ai-agents | An MCP server that lets an LLM agent drive a TeleportXR headless client: connect to Teleport servers, move an avatar, send input, and inspect… | No signals yet | No one-command install · Source | |
| 1011 | Unranked | caddie-mcpmcp · ai-agents | MCP server that connects Claude or any MCP-capable LLM to your Garmin golf data, enabling natural-language queries on rounds, shots, strokes gained… | No signals yet | No one-command install · Source | |
| 1012 | Unranked | fetchmcpmcp · ai-agents | Fetches web pages and converts them to clean, LLM-ready Markdown, with optional JavaScript rendering and honest statuses when pages are blocked or… | No signals yet | No one-command install · Source | |
| 1013 | Unranked | fine-tuning-osmcp · ai-agents | A zero-data MCP server for LLM fine-tuning, providing 64 tools across 10 dimensions to prepare, build, train, evaluate, secure, package, and deliver… | No signals yet | No one-command install · Source | |
| 1014 | Unranked | jdd-agent-osmcp · ai-agents | MCP-native evolution control plane that discovers, tests, governs, versions, and promotes improved AI agents. Integrates with LocalLLM-MCP for real or… | No signals yet | No one-command install · Source | |
| 1015 | Unranked | pg-semantic-mcpmcp · ai-agents | A read-only PostgreSQL MCP server for AI coding agents that exposes database schema and sample data as tools, with LLM-powered semantic search… | No signals yet | No one-command install · Source | |
| 1016 | Unranked | haoapi-mcp-servermcp · ai-agents | An embedded MCP server in the HaoApi LLM gateway that exposes 13 knowledge base tools via Streamable HTTP and SSE, enabling AI agents to search, read… | No signals yet | No one-command install · Source | |
| 1017 | Unranked | llm-wiki-opsmcp · ai-agents | Graph-level operations for Karpathy LLM Wiki knowledge bases, enabling LLM agents via MCP and humans via CLI to perform structured graph surgery… | No signals yet | No one-command install · Source | |
| 1018 | Unranked | garnet-mcpmcp · ai-agents | An MCP server that provides long-term semantic memory via Garnet Vector Sets, enabling agents to store text embeddings and retrieve relevant context… | No signals yet | No one-command install · Source | |
| 1019 | Unranked | io-github-tarazou9-garnet-mcpmcp · ai-agents | An MCP server that provides long-term semantic memory via Garnet Vector Sets, enabling agents to store text embeddings and retrieve relevant context… | No signals yet | No one-command install · Source | |
| 1020 | Unranked | vault-broker-mcpmcp · ai-agents | MCP server that gives Claude scoped, indirect access to Vaultwarden credentials by listing non-secret metadata and performing logins without exposing… | No signals yet | No one-command install · Source | |
| 1021 | Unranked | mcp-router-localmcp · ai-agents | Aggregates multiple MCP servers behind a single local endpoint, letting LLM clients connect to one router that exposes a unified set of tools… | No signals yet | No one-command install · Source | |
| 1022 | Unranked | image-viewer-mcpmcp · ai-agents | Provides an MCP tool that analyzes images from local paths, URLs, or data URLs via a vision language model, returning structured descriptions (brief… | No signals yet | No one-command install · Source | |
| 1023 | Unranked | plurity-mcpmcp · ai-agents | Unified MCP server for Plurity's Audit (GEO readiness), Toll (agent traffic & llms.txt), and Intelligence (question & topic monitoring) services… | No signals yet | No one-command install · Source | |
| 1024 | Unranked | llm-wiki-mcp-servermcp · ai-agents | Provides a lightweight personal knowledge base MCP server that compiles raw materials into interconnected Wiki pages, with hybrid search (BM25… | No signals yet | No one-command install · Source | |
| 1025 | Unranked | data-cleaner-agentmcp · ai-agents | MCP server for cleaning messy CSV data via a single clean_csv tool. Uses an agentic workflow with rule-based or LLM planners to transform data safely. | No signals yet | No one-command install · Source | |
| 1026 | Unranked | mem-graphmcp · ai-agents | Graph-relational memory MCP server for persistent LLM memory, featuring wikilinks, BM25 auto-linking, spreading activation, and synaptic decay across… | No signals yet | No one-command install · Source | |
| 1027 | Unranked | nobrokerhood-mcpmcp · ai-agents | Enables pre-approving deliveries and visitors at your gate via the NoBrokerHood resident app, so you or an LLM can automate gate access. | No signals yet | No one-command install · Source | |
| 1028 | Unranked | solitarius-mcpmcp · ai-agents | MCP server exposing REINVENT4 generative molecular-design operations as validated, LLM-callable tools for drug discovery, including sampling, transfer… | No signals yet | No one-command install · Source | |
| 1029 | Unranked | weather-mcp-promcp · ai-agents | MCP server that exposes real-time weather, forecasts, air quality, and multi-city comparison tools via the OpenWeather API for LLM agents. | No signals yet | No one-command install · Source | |
| 1030 | Unranked | benni-operator-gatewaymcp · ai-agents | An open-source MCP gateway for AI operators, connecting any LLM to a hot-reloadable connector registry with production-grade approval gates and a… | No signals yet | No one-command install · Source | |
| 1031 | Unranked | adl-context-collectormcp · ai-agents | MCP server providing persistent memory for LLMs via semantic search over captures, structured facts with temporal tracking, and document ingestion… | No signals yet | No one-command install · Source | |
| 1032 | Unranked | d-knowledge-graphmcp · ai-agents | A local-first, LLM-agnostic MCP server that lets you ask hard questions about your documents, media, and code, and get traceable answers entirely… | No signals yet | No one-command install · Source | |
| 1033 | Unranked | alice-notifymcp · ai-agents | Enables programmatic control of Yandex smart home from LLMs: text-to-speech on Alice speakers, batch reminders, device control, and complete scenario… | No signals yet | No one-command install · Source | |
| 1034 | Unranked | touchdesigner-agent-mcpmcp · ai-agents | Enables LLMs to directly control, introspect, and build TouchDesigner networks in real-time through a Model Context Protocol server. | No signals yet | No one-command install · Source | |
| 1035 | Unranked | hyde-mcpmcp · ai-agents | MCP server for hyde.trade enabling LLM agents to discover and trade hyde coins on Robinhood Chain. Provides tools to list coins, get signals, quote… | No signals yet | No one-command install · Source | |
| 1036 | Unranked | apple-health-fly-mcpmcp · ai-agents | MCP server that enables LLMs to query Apple Health data such as steps, heart rate, sleep, and workouts via natural language, with secure cloud access… | No signals yet | No one-command install · Source | |
| 1037 | Unranked | kube-assistant-mcpmcp · ai-agents | MCP server that connects LLMs to Kubernetes clusters for troubleshooting, scanning failing pods, diagnosing root causes, and applying guarded fixes or… | No signals yet | No one-command install · Source | |
| 1038 | Unranked | aprs-mcpmcp · ai-agents | MCP server that exposes APRS-IS network tools to LLM agents, enabling sending APRS messages, querying positions, finding nearby stations, and… | No signals yet | No one-command install · Source | |
| 1039 | Unranked | mcp-document-assistantmcp · ai-agents | A local AI document assistant MCP server that enables listing, reading, and editing documents via tools, resources, and prompts, allowing LLMs to… | No signals yet | No one-command install · Source | |
| 1040 | Unranked | luma-vision-mcpmcp · ai-agents | An MCP server that adds visual understanding to text-only LLMs via image understanding, OCR, and image comparison tools, with multi-provider fallback… | No signals yet | No one-command install · Source | |
| 1041 | Unranked | omnifix-mcp-servermcp · ai-agents | Enables LLMs to execute and validate autonomous multi-agent workflows with tools for workflow execution, output validation, and execution logging… | No signals yet | No one-command install · Source | |
| 1042 | Unranked | cogvideox-drama-mcpmcp · ai-agents | An MCP server that turns drama scripts into storyboard shots and generates videos for each shot using Zhipu CogVideoX, returning timed download URLs… | No signals yet | No one-command install · Source | |
| 1043 | Unranked | smart-reader-mcpmcp · ai-agents | Reads PDF, image, or video files by sniffing format and delegating to specialized sibling MCP servers, extracting facts and metadata without LLMs. | No signals yet | No one-command install · Source | |
| 1044 | Unranked | ollama-fleet-mcpmcp · ai-agents | Exposes a local Ollama fleet as MCP tools for Claude Code, enabling model listing, generation, fleet health checks, parallel comparisons, smart host… | No signals yet | No one-command install · Source | |
| 1045 | Unranked | mycenamcp · ai-agents | An MCP server that gives AI agents a shared, living memory by distilling solved tasks into reusable, verifiable skills, enabling collective… | No signals yet | No one-command install · Source | |
| 1046 | Unranked | fulfillment-review-mcpmcp · ai-agents | Streamable HTTP MCP server for investigating partial-fulfillment holds and preparing complete human-review cases. It provides read-only tools to… | No signals yet | No one-command install · Source | |
| 1047 | Unranked | algernonmcp · ai-agents | Algernon enables AI assistants to orchestrate a fleet of cheap LLM workers, decomposing goals into tightly-scoped parallel sub-tasks and dispatching… | No signals yet | No one-command install · Source | |
| 1048 | Unranked | praetor-mcpmcp · ai-agents | Provides a local synthetic MCP stdio service for querying maintenance evidence and preparing human-review-gated advisory packets, with deterministic… | No signals yet | No one-command install · Source | |
| 1049 | Unranked | bscs-mcpmcp · ai-agents | Deterministic, no-LLM MCP server exposing six operations from the Behavioral State-Change Selling methodology manifest. | No signals yet | No one-command install · Source | |
| 1050 | Unranked | stalled-fulfillment-recovery-mcp-servermcp · ai-agents | An MCP server that enables operations teams to diagnose and recover stalled fulfillment orders via tools like retry_fulfillment and escalate_order… | No signals yet | No one-command install · Source | |
| 1051 | Unranked | creedspace-mcpmcp · ai-agents | AI safety guardrails for any LLM in ~10 seconds: constitutional-AI content evaluation over MCP, with six configurable personas. | No signals yet | No one-command install · Source | |
| 1052 | Unranked | html-to-markdown-clean-conversion-scripts-strippedmcp · ai-agents | HTML to Markdown converter API for AI agents. Convert HTML to clean Markdown: strips scripts, styles, and tracking, preserves headings, links, lists… | No signals yet | No one-command install · Source | |
| 1053 | Unranked | html-to-markdown-clean-conversion-scripts-stripped-2mcp · ai-agents | HTML to Markdown converter API for AI agents. Convert HTML to clean Markdown: strips scripts, styles, and tracking, preserves headings, links, lists… | No signals yet | No one-command install · Source | |
| 1054 | Unranked | statement-normalizermcp · ai-agents | Deterministic bank-statement parsing for AI agents: messy CSV/OFX exports to clean, categorized ledger rows. In-memory only, no storage, no external… | No signals yet | No one-command install · Source | |
| 1055 | Unranked | mcp-multimedia-servermcp · ai-agents | Provides multimedia understanding tools for LLM agents, enabling image, video, audio analysis and speech transcription via cloud-based MiMo V2.5… | No signals yet | No one-command install · Source | |
| 1056 | Unranked | aiorc-mcp-servermcp · ai-agents | Enables MCP-compatible LLM clients to execute server-verified agent workflows, with enforced transitions, invocation caps, and signed audit trails. | No signals yet | No one-command install · Source | |
| 1057 | Unranked | sovereign-exoself-mcpmcp · ai-agents | Local MCP server for a personal AI Council that routes tasks through manager, worker, critic, synthesizer, and archivist agents with fast/review/full… | No signals yet | No one-command install · Source | |
| 1058 | Unranked | polski-tutormcp · ai-agents | MCP server for a Polish language tutor that provides interactive exercises, concept explanations, pronunciation practice, and progress tracking using… | No signals yet | No one-command install · Source | |
| 1059 | Unranked | mcp-local-visionmcp · ai-agents | Lets a text-only LLM read images and PDFs by delegating to a vision model running on your own GPU. | No signals yet | No one-command install · Source | |
| 1060 | Unranked | woow-litellm-mcp-servermcp · ai-agents | An MCP server suite for administering LiteLLM gateways, exposing tools to manage models, keys, teams, users, and spending, along with an admin GUI and… | No signals yet | No one-command install · Source | |
| 1061 | Unranked | lyzr-mcpmcp · ai-agents | MCP server that exposes the Lyzr Enterprise API as tools, resources, and prompts, allowing users to bring their own Lyzr API key to access a wide… | No signals yet | No one-command install · Source | |
| 1062 | Unranked | tokopedia-mcpmcp · ai-agents | MCP server for searching Tokopedia products, retrieving product details and reviews, designed for use from LLM clients like Claude Desktop. | No signals yet | No one-command install · Source | |
| 1063 | Unranked | ucla-soc-mcpmcp · ai-agents | MCP server for querying the public UCLA Schedule of Classes. It provides tools to list terms, subject areas, search courses, and get detailed… | No signals yet | No one-command install · Source | |
| 1064 | Unranked | ai-research-agentmcp · ai-agents | Enables autonomous web research, file management, and dynamic UI dashboard generation through Gemini LLM and FastMCP. | No signals yet | No one-command install · Source | |
| 1065 | Unranked | llm-visionmcp · ai-agents | MCP server that provides a 'borrowed eye' for text-only LLMs, enabling them to identify and describe local images via the Qwen VL vision model… | No signals yet | No one-command install · Source | |
| 1066 | Unranked | community-research-mcpmcp · ai-agents | MCP server for researching community discussions, with a focus on Reddit. It enables searching Reddit posts and reading threads/comments, providing… | No signals yet | No one-command install · Source | |
| 1067 | Unranked | asgard-mcp-servermcp · ai-agents | A modular MCP server that provides file search, URL fetching, text reading, knowledge base search, and image embedding tools, with a web interface… | No signals yet | No one-command install · Source | |
| 1068 | Unranked | loki-tail-mcpmcp · ai-agents | An MCP server for Grafana Loki that enables LLMs to query, tail, and analyze logs, featuring fuzzy container-name matching, compact output, and tools… | No signals yet | No one-command install · Source | |
| 1069 | Unranked | scc-mcpmcp · ai-agents | Exposes boyter/scc code counting and complexity analysis to LLM agents via read-only tools like counting lines, finding top files, and cost… | No signals yet | No one-command install · Source | |
| 1070 | Unranked | vecura-mcp-servermcp · ai-agents | MCP server exposing Vecura's bio/drug-discovery models to LLM agents. It authenticates users with JWT and forwards requests to existing Vecura… | No signals yet | No one-command install · Source | |
| 1071 | Unranked | ollamadev-mcp-servermcp · ai-agents | Companion MCP server for the OllamaDev Android app, providing 36 tools for SDLC phases including filesystem, code intelligence, build, sprint… | No signals yet | No one-command install · Source | |
| 1072 | Unranked | multimodal-mcpmcp · ai-agents | Gives any MCP client (OpenCode, Claude Code, Claude Desktop, Cursor, etc.) the ability to process images by automatically converting them to text… | No signals yet | No one-command install · Source | |
| 1073 | Unranked | 3dcaipiao-mcpmcp · ai-agents | MCP server for analyzing China's 福彩3D lottery data with deterministic math engines, forward-testing, and safety checks. Enables data import… | No signals yet | No one-command install · Source | |
| 1074 | Unranked | causal-inference-mcp-servermcp · ai-agents | An MCP server that exposes causal inference methods (difference-in-differences, synthetic control, propensity matching, and assumption checks) as… | No signals yet | No one-command install · Source | |
| 1075 | Unranked | text2flinkmcp · ai-agents | A tool that converts natural-language requests into full, deployable, execution-verified Apache Flink SQL jobs by orchestrating an LLM to draft specs… | No signals yet | No one-command install · Source | |
| 1076 | Unranked | sodabarmcp · ai-agents | An MCP server that puts open data on tap, enabling LLM clients to search, inspect, and query 30,000+ civic datasets from Socrata portals with built-in… | No signals yet | No one-command install · Source | |
| 1077 | Unranked | telegram-agent-mcpmcp · ai-agents | MCP server that exposes a Telegram bot over stdio transport, enabling LLM agents to discover each other, announce capabilities, and communicate via… | No signals yet | No one-command install · Source | |
| 1078 | Unranked | mcp-image-analyzermcp · ai-agents | Enables LLMs to analyze images via OpenAI-compatible multimodal models, supporting local files, base64, and URLs with safety validation and model… | No signals yet | No one-command install · Source | |
| 1079 | Unranked | completemcpservermcp · ai-agents | An MCP server that provides an AI LLM orchestrator supporting multiple providers (LM Studio, Ollama, OpenAI, generic) plus SQLite-backed memory… | No signals yet | No one-command install · Source | |
| 1080 | Unranked | mcp-data-analysis-agentmcp · ai-agents | An MCP server that answers natural-language questions over CSV, Excel, and SQL data by providing deterministic tools for loading, profiling, querying… | No signals yet | No one-command install · Source | |
| 1081 | Unranked | markdownmcpmcp · ai-agents | Live markdown preview for LLM agents. Call a single tool to watch a markdown file and it opens a browser UI that streams rendered updates, changes… | No signals yet | No one-command install · Source | |
| 1082 | Unranked | supplier-hub-private-label-workflow-mcpmcp · ai-agents | MCP server that automates Coupang Supplier Hub Private Label fulfillment workflows, including order lookup, confirmation, courier registration… | No signals yet | No one-command install · Source | |
| 1083 | Unranked | brinkmcp · ai-agents | A single-player cinematic geopolitical roleplay MCP server where an LLM game-master handles decision-making with persistent world state and rules… | No signals yet | No one-command install · Source | |
| 1084 | Unranked | ios-sim-mcpmcp · ai-agents | MCP server that drives the iOS Simulator via accessibility-tree snapshots with stable element refs, enabling LLMs to interactively find, tap, type… | No signals yet | No one-command install · Source | |
| 1085 | Unranked | asr-mcpmcp · ai-agents | MCP server for local speech-to-text using Whisper Large V3 (MLX), enabling audio transcription with text/timestamps/SRT output and LLM-based… | No signals yet | No one-command install · Source | |
| 1086 | Unranked | local-llmmcp · ai-agents | MCP server that lets Claude Code delegate trivial, standalone questions to a local Gemma 4 model via llama.cpp, saving paid tokens. | No signals yet | No one-command install · Source | |
| 1087 | Unranked | llm-gateway-mcpmcp · ai-agents | A self-hostable MCP server that routes prompts to multiple LLM providers using declarative policies, with multi-role orchestration for independence… | No signals yet | No one-command install · Source | |
| 1088 | Unranked | music-perception-mcpmcp · ai-agents | Analyzes audio files to extract exact, reproducible measurements like loudness, tempo, key, spectral balance, and clipping for LLM-based DAW control. | No signals yet | No one-command install · Source | |
| 1089 | Unranked | fabric-docs-mcpmcp · ai-agents | MCP server that provides LLM coding agents with version-pinned Fabric modding documentation, including search, page reading, and a curated built-ins… | No signals yet | No one-command install · Source | |
| 1090 | Unranked | ensemble-promcp · ai-agents | Multi-model AI council MCP server that lets multiple LLMs debate, critique, and vote on questions to reach a consensus, with automatic failover and… | No signals yet | No one-command install · Source | |
| 1091 | Unranked | tributary-mcp-servermcp · ai-agents | Enables AI agents to share persistent, conflict-safe memory by providing tools to recall, learn, reinforce, and retire lessons, using CockroachDB for… | No signals yet | No one-command install · Source | |
| 1092 | Unranked | principia-roboticamcp · ai-agents | World-first unified MCP gateway + Control Barrier Function (CBF-QP) safety engine for agentic robotics, enabling LLMs to control physical robots with… | No signals yet | No one-command install · Source | |
| 1093 | Unranked | hpc-support-mcpmcp · ai-agents | A read-only MCP server exposing SLURM, GPFS, Prometheus (node exporter + DCGM GPU metrics) and generic Elasticsearch exploration as diagnostic tools… | No signals yet | No one-command install · Source | |
| 1094 | Unranked | brainmem-mcpmcp · ai-agents | MCP server for brainmem, providing memory search, write, outcome, explain, and status tools to give LLM agents auditable long-term memory. It… | No signals yet | No one-command install · Source | |
| 1095 | Unranked | israeli-weather-mcpmcp · ai-agents | MCP server that lets users obtain current Israeli city weather forecasts. It uses Playwright to browse Weather2day, extract the forecast page, and… | No signals yet | No one-command install · Source | |
| 1096 | Unranked | mcp-horticulture-agentmcp · ai-agents | A local-first MCP server for tracking indoor horticulture metrics, enabling cold-stratification timelines, ericaceous soil pH validation, and… | No signals yet | No one-command install · Source | |
| 1097 | Unranked | mcp-health-coachmcp · ai-agents | MCP server that turns any MCP-compatible LLM client into a wellness coach grounded in verified public data, offering nutrition, exercise, biometric… | No signals yet | No one-command install · Source | |
| 1098 | Unranked | reachy-mini-mcpmcp · ai-agents | MCP server for Reachy Mini robot that exposes robot state and motion control to LLM frontends like Claude Desktop. | No signals yet | No one-command install · Source | |
| 1099 | Unranked | multi-ai-hubmcp · ai-agents | Privacy-first local MCP hub for coordinating multiple AI providers from Claude Code, supporting local Ollama seats and cloud providers with safety… | No signals yet | No one-command install · Source | |
| 1100 | Unranked | mcp-swarm-routermcp · ai-agents | This MCP server enables LLM hosts to plan large tasks and delegate subtasks to specialized local CLI agents, such as Codex and Claude Code, using… | 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.