Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 22.557 | personality-test-mcpmcp · other | Enables AI models to administer personality tests, score responses, and provide personality type assessments, with optional integration with Ollama… | 1 star | No one-command install · Source | |
| 2 | 22.557 | mcp-ortoolsmcp · other | Enables Large Language Models to submit and solve constraint satisfaction and optimization problems using Google OR-Tools through JSON model… | 1 star | No one-command install · Source | |
| 3 | 22.557 | egoughnour-massive-contextmcp · other | Handles massive token contexts with intelligent chunking, sub-queries, and local Ollama inference. | 1 star | No one-command install · Source | |
| 4 | 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 | |
| 5 | 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 | |
| 6 | 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 | |
| 7 | 23.374 | shashwat001-langchain-integrationmcp · other | Integrates Langchain with MCP tools. | 1 fork | No one-command install · Source | |
| 8 | 23.374 | utilifymcp · other | Texas utility plan comparison and enrollment for electricity, internet, natural gas, water, and trash across 4,844 ZIP codes. | 1 fork | No one-command install · Source | |
| 9 | 32.223 | neosun100-kyutai-ttsmcp · other | Containerized text-to-speech service using Kyutai's neural TTS models with GPU-accelerated inference and streaming capabilities. | 2 stars | No one-command install · Source | |
| 10 | 38.066 | jarmstrong158-skillmatchmcp · other | Analyze job fit by matching resumes against job descriptions with detailed scoring. | 2 stars · 1 fork | No one-command install · Source | |
| 11 | 38.412 | ellmos-codecommandermcp · other | Code analysis, JSON repair, encoding fix, format conversion, diff, and regex tools. | 3 stars | No one-command install · Source | |
| 12 | 43.498 | fast-paddleocr-mcpmcp · other | Extracts text from images using PaddleOCR and outputs results in markdown format, optimized for fast inference with GPU auto-detection. | 2 stars · 2 forks | No one-command install · Source | |
| 13 | 44.256 | gh-cogitatortech-omni-nlimcp · other | Natural language inference engine for textual entailment, contradiction, and neutral relationship detection. | 3 stars · 1 fork | No one-command install · Source | |
| 14 | 47.273 | word-document-formattermcp · other | Enables Microsoft Word document manipulation with text formatting and color control capabilities through python-docx and langchain-mcp-adapters. | 3 stars · 2 forks | No one-command install · Source | |
| 15 | 55.168 | newaiteesollamamcp · other | Bridges AI assistants with locally-hosted Ollama models for complex reasoning tasks, providing tools for task decomposition and result evaluation… | 6 stars · 1 fork | No one-command install · Source | |
| 16 | 57.245 | aplaceforallmystuff-threat-intelmcp · other | Unified threat intelligence from OTX, AbuseIPDB, GreyNoise, and abuse.ch | 7 stars · 1 fork | No one-command install · Source | |
| 17 | 57.364 | zoharbabin-kalturamcp · other | Enables Large Language Models to interact with the Kaltura Media Management Platform, providing comprehensive media operations like listing… | 5 stars · 3 forks | No one-command install · Source | |
| 18 | 59.814 | lakphy-deep-reasoningmcp · other | Integrates with OpenRouter's AI SDK to enable deep reasoning capabilities for complex analysis and inference tasks. | 5 stars · 4 forks | No one-command install · Source | |
| 19 | 60.035 | snailbrainx-speaker-diarizationmcp · other | Real-time speaker diarization with automatic enrollment, transcription, and speaker tracking for multi-party conversations | 6 stars · 3 forks | No one-command install · Source | |
| 20 | 62.046 | aio-2030-siliconflow-voice-transcriptionmcp · other | Provides voice transcription capabilities by processing audio files with the FunAudioLLM/SenseVoiceSmall model, returning text with confidence scores… | 8 stars · 2 forks | No one-command install · Source | |
| 21 | 62.046 | fitllmmcp · other | Will this AI model fit on your Mac? | 8 stars · 2 forks | No one-command install · Source | |
| 22 | 63.694 | times1234-hypermeshmcp · other | Controls Altair HyperMesh meshing operations via AI-generated Tcl scripts for drag hex, spin hex, and tetrahedral meshing. | 9 stars · 2 forks | No one-command install · Source | |
| 23 | 64.134 | netpilot-mcpmcp · other | Enables large language models to manage network devices (Cisco, Huawei, H3C, Ruijie) via Telnet/SSH, supporting command execution, configuration, and… | 12 stars · 1 fork | No one-command install · Source | |
| 24 | 64.883 | killme2008-devtapmcp · other | Captures build and dev process output and feeds structured error data to AI coding tools. | 13 stars · 1 fork | No one-command install · Source | |
| 25 | 66.893 | dltmcp · other | Enables large language models to retrieve up-to-date and correct information about dlt pipelines, datasets, and schemas, improving AI-assisted… | 10 stars · 3 forks | No one-command install · Source | |
| 26 | 70.315 | cerebras-codemcp · other | Fast code generation using Cerebras AI inference | 50 stars | No commit datelisted | No one-command install · Source |
| 27 | 76.275 | vincentf305-ollamamcp · other | Bridges to Ollama, enabling local language model capabilities for writing assistance, code generation, and data analysis. | 18 stars · 6 forks | No one-command install · Source | |
| 28 | 78.688 | isaacwasserman-langchain-tsmcp · other | Enable LangChain workflows for your MCP client. | 35 stars · 3 forks | No one-command install · Source | |
| 29 | 85.630 | gulp-ai-osmosis-applymcp · other | Provides intelligent code merging capabilities through the Osmosis-Apply-1.7B model via Ollama, enabling targeted edits to existing code while… | 53 stars · 8 forks | No one-command install · Source | |
| 30 | 87.240 | ilyagusev-academiamcp · other | Integrates with ArXiv, ACL Anthology, Semantic Scholar, and Hugging Face datasets to enable scientific literature discovery, citation analysis, LaTeX… | 90 stars · 6 forks | No one-command install · Source | |
| 31 | 89.263 | jmanhype-vggt-mpsmcp · other | Provides 3D vision and reconstruction capabilities through VGGT transformer model for multi-view reconstruction from image sequences, offering camera… | 92 stars · 10 forks | No one-command install · Source | |
| 32 | 92.464 | dhakalnirajan-blendermcp · other | Integrates Blender with local AI models via Ollama, enabling natural language control of 3D modeling tasks including object creation, modification… | 112 stars · 30 forks | No one-command install · Source | |
| 33 | 93.877 | rectalogic-langchainmcp · other | Use MCP tools within LangChain-powered applications. | 206 stars · 24 forks | No one-command install · Source | |
| 34 | 99.787 | sgl-project-sglanginfra · otherContributed by Sentinel | SGLang is a high-performance serving framework for large language models and multimodal models. | 33,202 stars · 8,472 forks · 4 mentions | No one-command install · Source | |
| 35 | Unranked | linkedin-humblebragmcp · other | Generates humorous LinkedIn posts from user achievements using a self-deprecating, vulnerable tone. | No signals yet | No one-command install · Source | |
| 36 | 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 | |
| 37 | 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 | |
| 38 | Unranked | transitmcp · other | Provides read-only access to live Bay Area transit data, including routes, stops, real-time departures, vehicle positions, and service alerts, for use… | No signals yet | No one-command install · Source | |
| 39 | Unranked | kaggle-dataset-analystmcp · other | Enables exploratory data analysis and machine learning on CSV datasets with tools for profiling, missing values, correlation, plotting, model… | No signals yet | No one-command install · Source | |
| 40 | Unranked | commander-workshop-mcpmcp · other | Local-first Commander deck planning, inventory fulfillment, and budget upgrades for Magic: The Gathering. Build, compare, price, and improve decks… | No signals yet | No one-command install · Source | |
| 41 | Unranked | animicamcp · other | Read-only chain data, AI inference, verifiable quantum randomness, and mining stats for the Animica post-quantum L1 — 15 tools, no private keys. | No signals yet | No one-command install · Source | |
| 42 | Unranked | commerce-operations-mcpmcp · other | Helps a commerce operations analyst investigate stuck synthetic orders, diagnose blockers from stored facts, and create auditable human-review… | No signals yet | No one-command install · Source | |
| 43 | Unranked | fulfillment-triage-mcpmcp · other | Helps commerce operations investigate delayed fulfillment stages and create safe, deduplicated human-review escalations. | No signals yet | No one-command install · Source | |
| 44 | Unranked | admission-feishu-mcpmcp · other | Provides enrollment data query, aggregation, and cross-table comparison from Feishu multi-dimensional tables for AstrBot. | No signals yet | No one-command install · Source | |
| 45 | Unranked | modelmixmcp · other | Enables comparing outputs of 17 large language models side by side, with AI judging, cost and speed analysis. | No signals yet | No one-command install · Source | |
| 46 | Unranked | luallm-mcpmcp · other | Enables safe model management via leases for luaLLM, allowing users to acquire, release, and manage model instances through MCP tools. | No signals yet | No one-command install · Source | |
| 47 | Unranked | media-gen-mcp-2mcp · other | Enables AI image and video generation using Google Nano Banana and Veo 3.1 via a LiteLLM gateway, providing tools for synchronous image generation and… | No signals yet | No one-command install · Source | |
| 48 | Unranked | fallmortgagepractice-mcpmcp · other | Provides MCP tools and resources for the foldkit SDK, enabling interaction with the 7-prime spine, kappa bands, and fold operations in any MCP client. | No signals yet | No one-command install · Source | |
| 49 | Unranked | firmware-attestation-mcpmcp · other | Hardware trust layer for sovereign AI that attests firmware trust state and gates AI inference on verified results. | No signals yet | No one-command install · Source | |
| 50 | Unranked | ollama-vision-mcpmcp · other | Enables text-only AI models to analyze images via local Ollama multimodal models. Supports image analysis, OCR, and multi-image comparison entirely… | No signals yet | No one-command install · Source | |
| 51 | Unranked | healthcovered-aca-mcpmcp · other | Enables AI assistants to check ACA subsidy eligibility, get enrollment dates, and provide HealthCovered contact information for free assistance. | No signals yet | No one-command install · Source | |
| 52 | Unranked | mcp-ollamamcp · other | Integrates Ollama's local AI models with MCP clients, enabling listing models, viewing model details, and asking questions to models. | No signals yet | No one-command install · Source | |
| 53 | Unranked | grpo-rl-trainingskill · other | Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training | No signals yet | No commit datelisted | armory install grpo-rl-training --cli claude |
| 54 | Unranked | hypogenicskill · other | Automated hypothesis generation and testing using large language models. Use this skill when generating scientific hypotheses from datasets, combining… | No signals yet | No commit datelisted | armory install hypogenic --cli claude |
| 55 | Unranked | langchain-mcp-clientmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 56 | Unranked | mcp-client-for-ollamamcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 57 | Unranked | mcp-langchain-ts-clientmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 58 | Unranked | mcp-sse-langchain-examplemcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 59 | Unranked | miles-rl-trainingskill · other | Provides guidance for enterprise-grade RL training using miles, a production-ready fork of slime. Use when training large MoE models with FP8/INT4… | No signals yet | No commit datelisted | armory install miles-rl-training --cli claude |
| 60 | Unranked | moe-trainingskill · other | Train Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with limited compute (5× cost reduction vs… | No signals yet | No commit datelisted | armory install moe-training --cli claude |
| 61 | Unranked | ollama-mcp-bridgemcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 62 | Unranked | openrlhf-trainingskill · other | High-performance RLHF framework with Ray+vLLM acceleration. Use for PPO, GRPO, RLOO, DPO training of large models (7B-70B+). Built on Ray, vLLM… | No signals yet | No commit datelisted | armory install openrlhf-training --cli claude |
| 63 | Unranked | pymc-bayesian-modelingskill · other | Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic… | No signals yet | No commit datelisted | armory install pymc-bayesian-modeling --cli claude |
| 64 | Unranked | quarkus-workshop-langchain4jmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 65 | Unranked | roboflowmcp · other | Manages Roboflow computer vision projects including datasets, model training, inference, and workflow pipelines. | No signals yet | No commit datelisted | No one-command install · Source |
| 66 | Unranked | simple-mcp-ollama-bridgemcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 67 | Unranked | transformersskill · other | This skill should be used when working with pre-trained transformer models for natural language processing, computer vision, audio, or multimodal… | No signals yet | No commit datelisted | armory install transformers --cli claude |
| 68 | Unranked | zahabpricemcp · other | Live gold and silver prices for 37 countries with installment calculators for Saudi Arabia. | No signals yet | No commit datelisted | 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.