Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 901 | Unranked | depot-mcpmcp · ai-agents | Gives LLMs structured access to Warhammer 40,000 (10th edition) game data: faction lists, unit datasheets, stratagems, detachments and enhancements. | No signals yet | No one-command install · Source | |
| 902 | Unranked | break-attention-fixationmcp · ai-agents | Non-Transformer 3D bitspace phase-shift tool for breaking LLM attention loops, local minima, and contextual fixation using Beethoven Sonata dynamics. | No signals yet | No one-command install · Source | |
| 903 | Unranked | quantum-jitter-labyrinthmcp · ai-agents | Short Description (概要): An MCP server providing quantum-inspired entropy injection and topological graph-search tools (explore_quantum_labyrinth) to… | No signals yet | No one-command install · Source | |
| 904 | Unranked | docflow-mcp-servermcp · ai-agents | Serves documentation for Git repositories via MCP, providing tools to search docs, retrieve feature details, WIP status, and full context. Enables LLM… | No signals yet | No one-command install · Source | |
| 905 | Unranked | workshopmcp · ai-agents | Enables LLM clients to query current weather and temperature for a city and simulate sending invitations with confirmation and per-item progress. | No signals yet | No one-command install · Source | |
| 906 | Unranked | eviews-mcpmcp · ai-agents | MCP server that drives EViews econometrics software from Python or LLM clients via COM automation, enabling workfile creation, model estimation… | No signals yet | No one-command install · Source | |
| 907 | Unranked | gauss-mcpmcp · ai-agents | Enables LLM clients to run GAUSS code against a real GAUSS installation, with persistent workspace state and full-precision data exchange. | No signals yet | No one-command install · Source | |
| 908 | Unranked | python-session-mcpmcp · ai-agents | Enables LLM clients to run Python code in a persistent, user-selected interpreter via MCP, with tools for data loading, summaries, regressions… | No signals yet | No one-command install · Source | |
| 909 | Unranked | poke-mcpmcp · ai-agents | Enables users to turn their LLM client into a Pokédex by looking up Pokémon by name, including partial or misspelled names, and predicting battle… | No signals yet | No one-command install · Source | |
| 910 | Unranked | autocad-electrical-mcpmcp · ai-agents | MCP server and web dashboard for controlling AutoCAD Electrical 2027 via natural language, supporting MCC configurator and multiple AI backends like… | No signals yet | No one-command install · Source | |
| 911 | Unranked | scrapling-mcp-servermcp · ai-agents | Enables MCP-compatible AI clients to extract live web content and convert it into structured Markdown for LLM ingestion, RAG pipelines, and agentic… | No signals yet | No one-command install · Source | |
| 912 | Unranked | mise-en-placemcp · ai-agents | Enables LLMs to retrieve verified macronutrient data (calories, protein, carbs, fat) for real ingredients and quantities from USDA FoodData Central… | No signals yet | No one-command install · Source | |
| 913 | Unranked | cisco-mcpmcp · ai-agents | Enables LLMs to run read-only show commands on Cisco IOS/IOS-XE and Nexus switches over SSH, with a two-account model for privilege separation and a… | No signals yet | No one-command install · Source | |
| 914 | Unranked | sdapmcp · ai-agents | MCP server for the Super Duper Admin Portal that enables AI agents to chat with LLMs, trigger admin actions, and make Okta API requests. | No signals yet | No one-command install · Source | |
| 915 | Unranked | insurance-mcp-pocmcp · ai-agents | MCP server that exposes life-insurance back-office tools (policy document search, application status, product/underwriting rules) to LLM agents… | No signals yet | No one-command install · Source | |
| 916 | Unranked | cloudflare-workers-ai-mcp-servermcp · ai-agents | Enables AI agents to access Cloudflare Workers AI for serverless LLM chat completions, text embeddings, and image generation via MCP tools. | No signals yet | No one-command install · Source | |
| 917 | Unranked | vision-helper-mcp-servermcp · ai-agents | An MCP server that adds vision capability to any LLM by forwarding images to OpenRouter vision models, returning text analysis. Supports image… | No signals yet | No one-command install · Source | |
| 918 | Unranked | lattice-mcp-servermcp · ai-agents | Enables LLM agents to compute and analyze the thermodynamics of hot, strongly interacting matter from lattice QCD, including the equation of state… | No signals yet | No one-command install · Source | |
| 919 | Unranked | bbn-mcp-servermcp · ai-agents | Exposes Big Bang Nucleosynthesis computation and analysis tools to LLM agents, enabling them to scan parameters like baryon density, extra… | No signals yet | No one-command install · Source | |
| 920 | Unranked | soi-mcpmcp · ai-agents | Provides IRS income and tax statistics by ZIP code, enabling LLM agents to query income distribution, tax liabilities, credits, and deductions for any… | No signals yet | No one-command install · Source | |
| 921 | Unranked | fusion-reconstruct-mcpmcp · ai-agents | Enables LLMs to reconstruct parametric Fusion 360 models from mesh (STL/3MF) or photo inputs by analyzing geometry and creating editable features via… | No signals yet | No one-command install · Source | |
| 922 | Unranked | two-minds-one-lockmcp · ai-agents | A deterministic Mastermind-style cipher lock exposed as MCP tools for benchmarking LLM reasoning and tool-use through a legible duel. | No signals yet | No one-command install · Source | |
| 923 | Unranked | agmind-mcpmcp · ai-agents | Read-only MCP server exposing AGmind Systems Lab's measured local-LLM benchmark claims (TTFT, inter-token latency, task success, etc.) on AMD Strix… | No signals yet | No one-command install · Source | |
| 924 | Unranked | shadowshield-mcpmcp · ai-agents | A local-first MCP server that reduces LLM token usage by intercepting, deduplicating, compressing, and optimizing MCP tool calls and responses. | No signals yet | No one-command install · Source | |
| 925 | Unranked | mcp-whatsapp-giulia-aimcp · ai-agents | Enables LLM agents to operate WhatsApp through the Evolution API, providing tools to list groups, fetch message history, and send text messages to… | No signals yet | No one-command install · Source | |
| 926 | Unranked | sweep-mcpmcp · ai-agents | Enables LLM agents to safely reclaim disk space by deleting build artifact directories like node_modules, .venv, and target, with strong guardrails to… | No signals yet | No one-command install · Source | |
| 927 | Unranked | tierlinemcp · ai-agents | Enables LLM clients and coding agents to analyze prompts and recommend the cheapest AI model that meets the task requirements across text, voice… | No signals yet | No one-command install · Source | |
| 928 | Unranked | optimtoken-mcpmcp · ai-agents | Enables AI assistants to fetch live, dated prices for LLM models and cloud compute instances across providers, compare and recommend models, and… | No signals yet | No one-command install · Source | |
| 929 | Unranked | maimai-mcpmcp · ai-agents | MCP server for MAIMAI DX arcade game, enabling song/score/statistics queries and image generation, accessible via command line or LLM agents. | No signals yet | No one-command install · Source | |
| 930 | Unranked | gpu-broker-mcpmcp · ai-agents | Enables AI agents to discover, reserve, and dispatch inference to GPU nodes via MCP tools, using signed handles for stateless reservation management. | No signals yet | No one-command install · Source | |
| 931 | Unranked | axis-camera-mcpmcp · ai-agents | MCP server that lets an LLM control an Axis network camera over VAPIX, including live streaming, PTZ, image settings, overlays, clock, light, user… | No signals yet | No one-command install · Source | |
| 932 | Unranked | grillmejewelmcp · ai-agents | MCP server for jewelry design ideation that guides users through structured interviews to create a design brief, then generates real jewelry design… | No signals yet | No one-command install · Source | |
| 933 | Unranked | agent-eyes-mcpmcp · ai-agents | Give text-only LLM agents eyes by describing images through a vision-language model via MCP or CLI. | No signals yet | No one-command install · Source | |
| 934 | Unranked | mcp-server-usace-iwrmcp · ai-agents | An MCP server that wraps the U.S. Army Corps of Engineers (USACE) Institute for Water Resources (IWR) River Mile Marker ArcGIS Feature Service… | No signals yet | No one-command install · Source | |
| 935 | Unranked | trishchuk-mcp-fetch-servermcp · ai-agents | An anti-bot-resilient HTTP fetch tool for AI agents that mimics real browser fingerprints, with LLM-context-safe response truncation and stateful… | No signals yet | No one-command install · Source | |
| 936 | Unranked | multiagent-mcpmcp · ai-agents | Enables collaborative multi-agent turn-taking conversations between LLM agents and humans via @mentions, with synchronized turn queues, private… | No signals yet | No one-command install · Source | |
| 937 | Unranked | io-github-matisdsp-fartlekmcp · ai-agents | An MCP server that transforms Garmin data into compact, verdict-first coaching reports for LLMs, computing metrics like CTL/ATL/TSB and ACWR to answer… | No signals yet | No one-command install · Source | |
| 938 | Unranked | gnb-memorymcpmcp · ai-agents | A vendor-independent memory layer MCP server that enables multiple LLMs and AI agents to share and persist personal memories, knowledge, and context… | No signals yet | No one-command install · Source | |
| 939 | Unranked | mcp-atlasmcp · ai-agents | A large-scale benchmark that evaluates AI agents' tool-use competency across 36 real MCP servers using a reproducible Docker sandbox and LLM-as-judge… | No signals yet | No one-command install · Source | |
| 940 | Unranked | bespoke-mcpmcp · ai-agents | Enables an LLM to drive a live Bespoke Synth, including module graph editing, control modulation, sequencing, playback control, and audio analysis… | No signals yet | No one-command install · Source | |
| 941 | Unranked | upshiftmcp · ai-agents | Audits a live site for machine legibility (structured data, llms.txt, titles, headings), matches a trade to one of 14 website templates with demo… | No signals yet | No one-command install · Source | |
| 942 | Unranked | mcplearningmcp · ai-agents | A beginner-friendly demo project that builds and connects multiple MCP servers (Math and Weather) to a LangChain LLM agent, enabling tool-based… | No signals yet | No one-command install · Source | |
| 943 | Unranked | runcoachmcp · ai-agents | An MCP server that exposes a runner's own training data — computed training load, race-time predictions, and generated plans — as tools an LLM can… | No signals yet | No one-command install · Source | |
| 944 | Unranked | salary-mcp-agentmcp · ai-agents | MCP server exposing Taiwan's MOPS salary data (2019-2025) via four read-only tools, enabling LLMs to query company salaries, industry stats, and… | No signals yet | No one-command install · Source | |
| 945 | Unranked | morning-brief-mcpmcp · ai-agents | Deterministic A-share morning brief service exposing MCP tools to generate full market briefs, filtered news events, previous close context, and news… | No signals yet | No one-command install · Source | |
| 946 | Unranked | manim-storyboard-mcp-servermcp · ai-agents | Enables LLM agents to generate labeled contact sheets of Manim animations, scaffold storyboards from renders, and validate rendered steps against… | No signals yet | No one-command install · Source | |
| 947 | Unranked | ida-pro-mcp-dshmcp · ai-agents | Enables LLMs to perform binary analysis and reverse engineering via IDA Pro's headless idalib, providing 66 MCP tools like decompile, disasm, and… | No signals yet | No one-command install · Source | |
| 948 | Unranked | hpe-edgeconnect-mcpmcp · ai-agents | MCP server that exposes HPE Aruba EdgeConnect Orchestrator SD-WAN infrastructure as LLM-callable tools for listing appliances, reading… | No signals yet | No one-command install · Source | |
| 949 | Unranked | cisco-iosxe-mcpmcp · ai-agents | MCP server that exposes Cisco IOS-XE devices as tools for LLM clients, enabling safe configuration changes with revert timer and connectivity… | No signals yet | No one-command install · Source | |
| 950 | Unranked | grillme-mcpmcp · ai-agents | Decision stress-testing MCP server that injects a GRILL protocol into ChatGPT Web conversations, enabling read-only interrogation of plans, state… | No signals yet | No one-command install · Source | |
| 951 | Unranked | gpt-mapsmcp · ai-agents | MCP server that enables LLMs to create and control interactive MapLibre maps by placing markers, drawing paths, and rendering polygons directly in… | No signals yet | No one-command install · Source | |
| 952 | Unranked | fallhome-us-mcpmcp · ai-agents | A sovereign, MIT-licensed MCP server wrapping the fallhome-us-sdk, enabling autonomous agents and developers to interact with the FallMarket ecosystem… | No signals yet | No one-command install · Source | |
| 953 | Unranked | fallfeed-mcpmcp · ai-agents | A sovereign, MIT-licensed MCP server wrapping the fallfeed SDK for professional service workflows, featuring Ed25519 cryptographic signing, offline… | No signals yet | No one-command install · Source | |
| 954 | Unranked | falldental-us-mcpmcp · ai-agents | Wraps the falldental-us-sdk as an MCP server for sovereign, offline-capable dental workflow management, with Ed25519 signing and FallMarket… | No signals yet | No one-command install · Source | |
| 955 | Unranked | contract-compassmcp · ai-agents | MCP server for Korean public procurement law, offering LLM-free deterministic rule-based contract-method decisions, statute/regulation search, and… | No signals yet | No one-command install · Source | |
| 956 | Unranked | mcp-job-intelmcp · ai-agents | This MCP server enables job intelligence retrieval and ranking, providing tools to list jobs, fetch details, access corpus statistics, and score… | No signals yet | No one-command install · Source | |
| 957 | Unranked | pithmcp · ai-agents | Pith is an MCP server that enables LLM agents to scrape web pages to clean markdown, perform multi-page crawls, structured extraction with verifiable… | No signals yet | No one-command install · Source | |
| 958 | Unranked | verum-signal-mcp-servermcp · ai-agents | An MCP server that exposes Verum Signal's public API to LLM agents, enabling retrieval of outlet credibility scores, recent claims, and debate… | No signals yet | No one-command install · Source | |
| 959 | Unranked | harriermcp · ai-agents | A disciplined OSINT collection server for LLM agents that wraps free open-source reconnaissance tools behind a normalized schema, enabling automated… | No signals yet | No one-command install · Source | |
| 960 | Unranked | promptwall-mcp-servermcp · ai-agents | Enables scanning LLM prompts and responses for prompt injection, jailbreaks, PII leakage, secret leakage, and other malicious content using… | No signals yet | No one-command install · Source | |
| 961 | Unranked | secretvault-mcpmcp · ai-agents | Bounded egress gateway & secret proxy for AI agents and applications, enabling safe credential injection into upstream requests while keeping raw… | No signals yet | No one-command install · Source | |
| 962 | Unranked | it-digestmcp · ai-agents | MCP server for RSS aggregation and LLM summarization, allowing users to fetch latest articles, search archives, and generate topic-specific digests… | No signals yet | No one-command install · Source | |
| 963 | Unranked | sn-mcpmcp · ai-agents | Enables LLMs to securely query and optionally write to ServiceNow instances with strict allowlist/denylist safety controls. | No signals yet | No one-command install · Source | |
| 964 | Unranked | family-health-mcpmcp · ai-agents | MCP server that lets a hosted LLM securely read a local family health archive and deposit structured reports into an inbox, with a read-biased tool… | No signals yet | No one-command install · Source | |
| 965 | Unranked | decisifymcp · ai-agents | Transforms unstructured natural language operational problems into rigorously formulated, validated, and solved Mixed-Integer Linear Programming… | No signals yet | No one-command install · Source | |
| 966 | Unranked | mujoco-arm-mcpmcp · ai-agents | An MCP server that enables LLM agents to control a two-joint MuJoCo robot arm through tools for moving, reading state, and resetting. It deliberately… | No signals yet | No one-command install · Source | |
| 967 | Unranked | purplemux-mcpmcp · ai-agents | Controls local purplemux (tmux + LLM workspace manager) from Claude Code/Codex, enabling cross-LLM orchestration by managing workspaces, tabs… | No signals yet | No one-command install · Source | |
| 968 | Unranked | ollama-mcp-workersmcp · ai-agents | Enables local image analysis and document processing through MCP workers (Vision and Document) using Ollama models, with cloud orchestration for mixed… | No signals yet | No one-command install · Source | |
| 969 | Unranked | token-budgetmcp · ai-agents | MCP server for estimating LLM token consumption and costs from project documents, code, and materials. Provides 8 tools including project budget… | No signals yet | No one-command install · Source | |
| 970 | Unranked | okfgen-mcpmcp · ai-agents | An MCP server that enables AI agents to generate, search, and reason over knowledge graphs from code, databases, docs, and open-data portals without… | No signals yet | No one-command install · Source | |
| 971 | Unranked | mnevis-mcp-servermcp · ai-agents | A lightweight, zero-dependency Python MCP server that exposes a single do_everything tool. Any AI agent that supports MCP can use it to offload all… | No signals yet | No one-command install · Source | |
| 972 | Unranked | exif-mcpmcp · ai-agents | An MCP server that lets LLMs read and edit image metadata (EXIF, GPS, XMP, ICC, IPTC, and more) entirely offline. Supports files, URLs, base64, and… | No signals yet | No one-command install · Source | |
| 973 | Unranked | local-safe-emr-mcpmcp · ai-agents | MCP server that provides local, de-identified access to a demo EMR database using a private LLM for de-identification, ensuring raw patient data stays… | No signals yet | No one-command install · Source | |
| 974 | Unranked | peti-trabalho-infantilmcp · ai-agents | MCP server that verifies a person's enrollment in Brazil's Child Labor Eradication Program (PETI) using CPF and NIS numbers. It provides a single… | No signals yet | No one-command install · Source | |
| 975 | Unranked | garantia-saframcp · ai-agents | MCP server to verify a farmer's enrollment in the Garantia Safra program using CPF and NIS, with read-only access and hosted service. | No signals yet | No one-command install · Source | |
| 976 | Unranked | statcan-mcpmcp · ai-agents | MCP server giving LLMs live access to Statistics Canada's full catalogue of 8,200+ data tables via the Web Data Service, with tools to search tables… | No signals yet | No one-command install · Source | |
| 977 | Unranked | moa-mcpmcp · ai-agents | A local stdio MCP server for running single-turn prompts across multiple model providers (OpenAI, Ollama, OpenRouter), allowing agents to fan out the… | No signals yet | No one-command install · Source | |
| 978 | Unranked | mcp-gtmmcp · ai-agents | Enables LLMs to manage Google Tag Manager containers through exported JSON files, with full CRUD operations on tags, triggers, variables, and folders… | No signals yet | No one-command install · Source | |
| 979 | Unranked | dsh-experiencemcp · ai-agents | Provides a cross-session experience knowledge base for AI agents, enabling retrieval of past problem-solution experiences via MCP tools. It helps… | No signals yet | No one-command install · Source | |
| 980 | Unranked | ra-nested-mcpmcp · ai-agents | A two-layer nested MCP server that acts as a telecom Revenue Assurance knowledge agent. It uses an orchestrator LLM (Llama 3.3 70B via Groq) to… | No signals yet | No one-command install · Source | |
| 981 | Unranked | lucadmcp · ai-agents | Enables agent-assisted CAD engineering, allowing users to create, validate, and export CAD designs through natural language, with a deterministic… | No signals yet | No one-command install · Source | |
| 982 | Unranked | statlytemcp · ai-agents | Enables assistants to access up-to-date LLM pricing, context windows, and model identifiers, with tools to estimate costs, find cheapest models, and… | No signals yet | No one-command install · Source | |
| 983 | Unranked | autonomous-qa-engineer-mcpmcp · ai-agents | Provides MCP tools that give LLM agents a full QA engineer workflow: scanning projects, generating deterministic test suites, executing them across… | No signals yet | No one-command install · Source | |
| 984 | Unranked | legacymcpmcp · ai-agents | MCP server that enables AI-powered assessment of Active Directory on-premises environments by exposing AD data as queryable tools for LLMs like… | No signals yet | No one-command install · Source | |
| 985 | Unranked | being-humanmcp · ai-agents | MCP server that analyzes your writing style to generate personal voice rules, scores drafts for AI slop, and verifies authorship, enabling LLMs to… | No signals yet | No one-command install · Source | |
| 986 | Unranked | tello-mcpmcp · ai-agents | MCP server that connects a local LLM to a DJI Tello drone via UDP, enabling natural language flight planning and execution with safety-focused… | No signals yet | No one-command install · Source | |
| 987 | Unranked | agentic-messaging-mcpmcp · ai-agents | Enables LLM agents to send, receive, and discover contacts on the agentic message bus via native tools. | No signals yet | No one-command install · Source | |
| 988 | Unranked | mcp-ops-servermcp · ai-agents | A reference MCP server that gives an LLM agent safe write access to a business database, managing orders, production state, and FIFO stock with… | No signals yet | No one-command install · Source | |
| 989 | Unranked | grounder-mcpmcp · ai-agents | Gives local and cloud LLMs live web grounding as four MCP tools: web_search, fetch, deep_search (a token-capped, cited evidence pack sized to a small… | No signals yet | No one-command install · Source | |
| 990 | Unranked | victoriametrics-mcpmcp · ai-agents | MCP server for querying VictoriaMetrics (PromQL/MetricsQL) and VictoriaLogs (LogsQL), also compatible with Prometheus, returning compact text… | No signals yet | No one-command install · Source | |
| 991 | Unranked | news-digestmcp · ai-agents | Fetches news from Telegram and RSS sources and serves them to LLM agents via MCP. | No signals yet | No one-command install · Source | |
| 992 | Unranked | tbcontracts-mcpmcp · ai-agents | MCP server for priority-weighted token budget management in multi-agent LLM systems, enabling dynamic reallocation of unused tokens between agents… | No signals yet | No one-command install · Source | |
| 993 | Unranked | mcp-drift-state-trackermcp · ai-agents | MCP server that scans multi-language codebases to detect stubs, missing imports, and structural incompleteness, assigning drift scores to quantify LLM… | No signals yet | No one-command install · Source | |
| 994 | Unranked | smart-ramcp · ai-agents | MCP server that automates audit risk assessment from Korean DART disclosures, providing deterministic risk signals, going-concern scoring, and memo… | No signals yet | No one-command install · Source | |
| 995 | Unranked | eracore-revit-mcpmcp · ai-agents | Connects LLM assistants to Autodesk Revit BIM models, enabling reading metadata, listing elements, creating geometry, batch parameter updates, and… | No signals yet | No one-command install · Source | |
| 996 | Unranked | subtitle-translation-mcpmcp · ai-agents | An offline MCP server for translating movie subtitles, providing persistent translation sessions, a glossary, and modular format adapters so LLM… | No signals yet | No one-command install · Source | |
| 997 | Unranked | mcp-server-usgs-nationalmapmcp · ai-agents | An MCP server that lets LLMs query USGS NHDPlus HR hydrography data—streams, rivers, lakes, stream gages, and watershed boundaries—via point or… | No signals yet | No one-command install · Source | |
| 998 | Unranked | vision-mcp-msmcp · ai-agents | A cloud vision MCP server that enables text-only LLMs like DeepSeek to analyze images via OpenAI-compatible APIs (e.g., SiliconFlow), offering a… | No signals yet | No one-command install · Source | |
| 999 | Unranked | llm-guard-gatewaymcp · ai-agents | Provides a governance gateway for LLM and agent traffic via MCP, blocking prompt injection, redacting PII, enforcing per-tenant token budgets, and… | No signals yet | No one-command install · Source | |
| 1000 | Unranked | vllm-ops-mcpmcp · ai-agents | Read-only ops/health MCP server for a local vLLM instance: health tiers, GPU/VRAM, service status. | 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.