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Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

3,606 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
10122.557snap-mcp-servermcp · back-endA Model Context Protocol server that parses code, documents, data, and config files into structured database snapshots for targeted AI retrieval…1 starNo one-command install · Source
10222.557mi25-tuning-mcpmcp · observabilityManages multi_llm-client operations for MI25/gfx900 GPUs, enabling configuration updates, inference execution, benchmarking, and performance log…1 starNo one-command install · Source
10322.557open-brainmcp · ai-agentsA remote MCP server enabling semantic memory across multiple AI platforms like Perplexity Comet and Claude Desktop, with vector embeddings for…1 starNo one-command install · Source
10422.557locus-mcpmcp · back-endMCP server for Locus, a local semantic dataspace manager powered by Ollama. It exposes all Locus HTTP endpoints as MCP tools to manage dataspaces…1 starNo one-command install · Source
10522.557codetex-mcpmcp · databaseA commit-aware code context manager for LLMs that indexes Git repositories into a multi-tier knowledge hierarchy (repo overviews, file summaries…1 starNo one-command install · Source
10622.557llm-benchmark-mcp-servermcp · ai-agentsEnables AI agents to compare LLM benchmarks, get pricing, and receive model recommendations for tasks and budgets.1 starNo one-command install · Source
10722.557preset-mcpmcp · ai-agentsMCP server for Preset (managed Apache Superset). Manage dashboards, charts, and datasets from Claude Code and other LLM agents.1 starNo one-command install · Source
10822.557preslaff-llama-local-llmmcp · back-endBridges MCP clients with local LLM models via llama-server or Ollama for GPU-accelerated text and code generation.1 starNo one-command install · Source
10922.557vaultbridgemcp · ai-agentsSecret management MCP server for AI coding agents that prevents secrets from entering the LLM context window by returning metadata only and using…1 starNo one-command install · Source
11022.557mcp-knowledge-base-servermcp · databaseA local knowledge base server that connects to AI assistants, turning markdown files into a semantically searchable memory layer via OpenAI embeddings…1 starNo one-command install · Source
11122.557mcp-docs-helpermcp · ai-agentsEnables LLMs to access MCP protocol specifications and TypeScript SDK documentation with context-aware search and code templates for building custom…1 starNo one-command install · Source
11222.557llm-wiki-mcpmcp · ai-agentsPersistent markdown wiki for your AI agent, built on Karpathy's LLM wiki gist.1 starNo one-command install · Source
11322.557flsteven87-llm-wikimcp · ai-agentsPersistent Karpathy-style LLM wiki with markdown pages your agent grows over time.1 starNo one-command install · Source
11422.557llm-conveyorsmcp · ai-agentsConnects to the LLM Conveyors platform for job hunting, B2B sales outreach, resume management, and ATS scoring with pay-per-action pricing.1 starNo one-command install · Source
11522.557rxolve-artsciimcp · ai-agentsASCII art generation for LLMs with 81 curated artworks, 100 kaomoji, diagrams, FIGlet banners, and image-to-ASCII conversion.1 starNo one-command install · Source
11622.557ai-mcp-systemmcp · back-endAn MCP-compatible RAG backend using LangGraph and FastAPI, enabling chaining of AI model logic with document context search.1 starNo one-command install · Source
11722.557qmcpmcp · databaseSemantic search server for code and documentation using Qdrant vector database. Supports multi-language indexing, live updates, and natural language…1 starNo one-command install · Source
11822.557context-anchor-mcp-servermcp · ai-agentsGit-native MCP server for managing AI context across sessions. Enables LLMs to access project and feature context via markdown files, preserving…1 starNo one-command install · Source
11922.557agentic-visionmcp · ai-agentsEnables LLMs to autonomously analyze camera images for occupational safety violations, generate risk reports per ISG regulations, and log violations…1 starNo one-command install · Source
12022.557scopa-mcp-servermcp · ai-agentsAn MCP server for playing the Italian card game Scopa, supporting 2-4 players, Redis-backed event logging, real-time synchronization, and an optional…1 starNo one-command install · Source
12122.557electronics-docs-mcp-servermcp · databaseProvides LLMs with direct access to official vendor PDF documentation for electronics components (TI, ST, ADI) via a local SQLite full-text index and…1 starNo one-command install · Source
12222.557mcp-delonghi-ecammcp · observabilityEnables LLMs to control DeLonghi ECAM espresso machines over a local network, including brewing beverages, monitoring status, and managing machine…1 starNo one-command install · Source
12322.557llm-brand-monitor-mcp-servermcp · back-endManages brand monitoring projects, runs scans across 350+ LLMs, and analyzes results through natural language.1 starNo one-command install · Source
12422.557llm-brand-monitormcp · observabilityTrack how 350+ AI models mention your brand — monitor visibility, sentiment, and competitor mentions.1 starNo one-command install · Source
12522.557bluesky-mcp-servermcp · ai-agentsMCP server for Bluesky/AT Protocol enabling LLM clients and agents to authenticate, search, post, like, follow, and manage chat on Bluesky.1 starNo one-command install · Source
12622.557buildin-mcpmcp · databaseEnables LLMs to interact with Buildin.ai workspaces, providing tools to manage pages, databases, blocks, search, users, and convert Markdown content.1 starNo one-command install · Source
12722.557promptlint-mcpmcp · ai-agentsA static analyzer for AI prompts that runs as a CLI and MCP server, enabling linting of system prompts, agent instructions, and tool descriptions to…1 starNo one-command install · Source
12822.557toonight-mnemoscopemcp · ai-agentsObservability layer for LLM agent memory systems with predictive context degradation scoring, signed audit journals, and hierarchical knowledge…1 starNo one-command install · Source
12922.557zero-core-verifymcp · ai-agentsPost-transaction outcome verification for agents using LLM-as-judge scoring.1 starNo one-command install · Source
13022.557spatial-memory-mcpmcp · ai-agentsA persistent semantic memory system for LLMs with time-based decay, automatic memory capture, and spatial navigation tools for exploring knowledge…1 starNo one-command install · Source
13122.557json-contractsmcp · ai-agentsContract registry and validator for structured JSON outputs from LLMs and agents.1 starNo one-command install · Source
13222.557distillmcp · ai-agentsMCP server that provides a shared team knowledge base by transforming raw input into anonymous, factual knowledge via a local LLM before storage…1 starNo one-command install · Source
13322.557st-k8s-mcp-servermcp · devopsExposes Kubernetes cluster management tools to LLMs, enabling querying pods, deployments, logs, metrics, and managing port forwards via natural…1 starNo one-command install · Source
13422.557spacemandomains-top-gun-geo-lensmcp · searchAudits brand visibility across AI-powered search engines and LLM-indexed sources for Generative Engine Optimization.1 starNo one-command install · Source
13522.557harness-to-mcpmcp · ai-agentsExposes internal tools from agent harnesses (Claude Code, Codex, etc.) as a standard MCP server by intercepting LLM API calls.1 starNo one-command install · Source
13622.557achreftlili-code-indexmcp · databaseSQLite-backed hybrid search combining vector embeddings and full-text search for code repositories.1 starNo one-command install · Source
13722.557local-llm-delegation-mcpmcp · ai-agentsOptimizes token costs by intelligently delegating low-complexity tasks to local LLMs via LiteLLM, enabling cost-effective development workflows.1 starNo one-command install · Source
13822.557brianmeyer-mollygraphmcp · databaseLocal-first self-improving knowledge graph for AI agents with three-layer entity extraction, parallel graph and vector retrieval, and automated LoRA…1 starNo one-command install · Source
13922.557code-quality-mcpmcp · ai-agentsProvides deterministic Python code quality analysis using flake8, mypy, McCabe, and vulture, enabling LLMs to access real linting and type checking…1 starNo one-command install · Source
14022.557open-memorymcp · databaseGives AI tools (Copilot, Claude, etc.) access to a personal knowledge base stored as plain markdown files, indexed and searched via QMD (BM25 + vector…1 starNo one-command install · Source
14122.557justice8096-sagemathmcp · ai-agentsAccess SageMath's computer algebra system with 10 symbolic-math tools for LLMs.1 starNo one-command install · Source
14222.557rlm-mcpmcp · searchImplements the Recursive Language Model pattern, enabling LLMs to process arbitrarily long contexts through session-based document management…1 starNo one-command install · Source
14322.557voxell-forge-mcpmcp · back-endMCP server for Forge's hosted text-embedding API, providing tools to embed text into vectors and list available models.1 starNo one-command install · Source
14422.557semhoodmcp · searchAST-aware semantic code search engine for AI agents, enabling code retrieval by intent with call-graph context and optional LLM enrichment.1 starNo one-command install · Source
14522.557nikhilntmcp · ai-agentsTrack LLM token costs across Claude, GPT and Gemini. MCP server + CLI with optimization hints and $ savings estimates.1 starNo one-command install · Source
14622.557contextcrumbmcp · ai-agentsContextCrumb compresses long text, local files, and MCP catalog descriptions into denser context for LLM agents. It helps agents load more useful…1 starNo one-command install · Source
14722.557aap-mcp-servermcp · ai-agentsEnterprise-grade MCP server exposing Ansible Automation Platform 2.x as a complete AI interface for LLMs, enabling natural language management of…1 starNo one-command install · Source
14822.557fairchem-mcpmcp · ai-agentsAn interactive MCP server for FAIRChem and ASE simulations that allows LLM agents to load a model once and steer relaxations, MD, NEB, phonons, and…1 starNo one-command install · Source
14922.557pinterest-vision-mcpmcp · ai-agentsMCP server that gives AI agents visual intelligence — search Pinterest, analyze images with LLM vision, build a semantic reference library, and…1 starNo one-command install · Source
15022.557sdwan-netops-public-examplemcp · back-endEnables LLMs to create, onboard, and diagnose Cisco SD-WAN branch edges using MCP tools that interact with a FastAPI automation backend, with…1 starNo one-command install · Source
15122.557confluencemcpmcp · ai-agentsMCP server for searching internal Confluence documentation with features like score-based ranking, noun extraction, and LLM query rewriting.1 starNo one-command install · Source
15222.557litellm-admin-mcpmcp · ai-agentsExposes LiteLLM Proxy admin APIs as MCP tools for managing internal users, virtual keys, and spend logs via streamable-http, enabling agents to…1 starNo one-command install · Source
15322.557apple-fm-mcpmcp · ai-agentsExposes Apple's on-device 3B parameter LLM to Claude Code and Claude Desktop via MCP. Zero API cost, fully private, runs on Neural Engine.1 starNo one-command install · Source
15422.557rag-mcp-server-2mcp · databaseA RAG knowledge base MCP server that adds vector search and reranking capabilities to opencode, supporting multimodal embeddings, multiple knowledge…1 starNo one-command install · Source
15522.557mcp-appmcp · github-vcsFetches public GitHub repositories and uses an LLM to generate a json-render UI specification.1 starNo one-command install · Source
15622.557mcp-second-opinionmcp · ai-agentsAn MCP server that queries a panel of LLMs from different providers via OpenRouter and returns their answers side by side, optionally synthesizing…1 starNo one-command install · Source
15722.557protocol-sift-async-bridgemcp · ai-agentsA production-grade, type-safe MCP server for memory forensics via Volatility 3, enabling LLM-assisted incident response without timeouts or evidence…1 starNo one-command install · Source
15822.557file-manager-mcpmcp · ai-agentsEnables AI agents and LLMs to perform comprehensive file system operations including CRUD, search, archive, hashing, and duplicate detection via the…1 starNo one-command install · Source
15922.557snapstack-servermcp · browserEnables MCP-capable LLM clients to read browser screenshots captured by the SnapStack extension, stored locally and served over Streamable HTTP.1 starNo one-command install · Source
16022.557warcraft-wiki-mcpmcp · back-endMCP server that gives LLMs live access to warcraft.wiki.gg API documentation with behavioral notes, restrictions, and patch history for World of…1 starNo one-command install · Source
16122.557sakenowa-mcpmcp · searchEnables LLMs to search, profile, and compare Japanese sake using a flavor-space engine, including similarity recommendations and side-by-side…1 starNo one-command install · Source
16222.557advanced-mcp-http-servermcp · ai-agentsAn HTTP-based MCP server that provides filesystem tools and code analysis, enabling LLMs to read, write, list files, and analyze code securely.1 starNo one-command install · Source
16322.557mcp-apache-supersetmcp · databaseConnects LLM clients to Apache Superset for querying charts, dashboards, datasets, databases, and executing SQL.1 starNo one-command install · Source
16422.557shotgrid-mcpmcp · ai-agentsA lean MCP server giving LLM agents full access to the ShotGrid / Autodesk Flow Production Tracking API through 15 curated tools, including generic…1 starNo one-command install · Source
16522.557alihsh0-gemini-mediamcp · ai-agentsGenerates videos and images using Google VEO 3.1 and Gemini Imagen 3 with async job management, multi-resolution support, and prompt engineering…1 starNo one-command install · Source
16622.557gwen-digestormcp · back-endModel Context Protocol server for conversation compression that reduces token consumption using deterministic, embedding-free compression with…1 starNo one-command install · Source
16722.557skillmcpmcp · ai-agentsServes project-specific skills and behavioral rules to AI agents via MCP, enabling automatic injection of behavioral rules and on-demand knowledge for…1 starNo one-command install · Source
16822.557sonu-davinceresolve-mcpmcp · ai-agentsAn MCP server that connects LLMs (Ollama, OpenAI, Anthropic) with desktop automation (mouse, keyboard, screenshots) using PyAutoGUI, with exclusive…1 starNo one-command install · Source
16922.557mythos-reasoning-mcpmcp · ai-agentsA deterministic verification gate for MCP clients that independently checks model outputs against evidence, contradictions, calibration, and…1 starNo one-command install · Source
17022.557mcp-k8s-deployermcp · devopsEnables LLMs to dynamically orchestrate containerized application deployments to a Kubernetes cluster, handling configuration validation, manifest…1 starNo one-command install · Source
17122.557ai-test-pilotmcp · ai-agentsAn MCP server that generates, runs, and triages tests by introspecting Python modules or web pages, using structured LLM outputs for scenario…1 starNo one-command install · Source
17222.557armbench-mcp-servermcp · back-endEnables benchmarking and inference of LLMs on Arm64 cloud instances with KleidiAI optimizations, providing an MCP-compatible API for serving results.1 starNo one-command install · Source
17322.557llm-cost-guardmcp · ai-agentsMCP server for tracking LLM costs, setting spending limits, and receiving budget alerts directly within AI editors via slash commands like /guard.1 starNo one-command install · Source
17422.557ragshieldmcp · ai-agentsRAG corpus poisoning detector that scans for embedding anomalies and backdoor triggers, with an MCP server for AI agent integration.1 starNo one-command install · Source
17522.557consulting-mcp-servermcp · searchExposes RAG and document intelligence pipelines as 8 composable tools for MCP-compatible clients, enabling querying, indexing, classifying…1 starNo one-command install · Source
17622.557lerobot-mcpmcp · back-endTyped MCP server for Hugging Face LeRobot workflows. Provides a structured, auditable interface for LeRobot CLI, examples, datasets, and dataset…1 starNo one-command install · Source
17722.557eleata-verify-mcpmcp · back-endMCP server for verifying claims against evidence using natural language inference, providing verdicts like Supports, Refutes, or Not Enough Evidence.1 starNo one-command install · Source
17822.557paperwithcode-mcpmcp · back-endMCP server that brings AI paper reading and code repository discovery from Hugging Face Papers into any MCP-compatible client.1 starNo one-command install · Source
17922.557oci-mcp-servermcp · ai-agentsAn MCP server that exposes Oracle Cloud Infrastructure (OCI) control plane to LLM clients, enabling management of compute, networking, storage…1 starNo one-command install · Source
18022.557pysince-mcpmcp · ai-agentsProvides tools for tracking file reads and staleness, enabling LLM agents to detect when files have changed between turns for improved context…1 starNo one-command install · Source
18122.557fastcontext-hybrid-mcpmcp · ai-agentsMCP server for context-aware codebase exploration using FastContext model, combining LLM-guided search with fuzzy matching to find relevant code…1 starNo one-command install · Source
18222.557jsonautmcp · ai-agentsJSON repair & validation MCP server for AI agents: fixes malformed JSON (trailing commas, truncation, etc.) and validates/coerces against a JSON…1 starNo one-command install · Source
18322.557styx-mcpmcp · ai-agentsProvides 7 reverse-engineering tools (hexdump, disasm, strings, xref, Ghidra decompilation, angr symbolic execution, OLLVM deobfuscation) for LLM…1 starNo one-command install · Source
18422.557mnemosynemcp · ai-agentsProvides persistent memory for LLM applications, enabling AI assistants to remember user preferences, facts, and conversation history across sessions.1 starNo one-command install · Source
18522.557mcpediamcp · searchLocal codebase RAG and MCP server that indexes repository source code and documentation into a searchable LanceDB store, enabling AI assistants to…1 starNo one-command install · Source
18622.557wardenmcp · ai-agentsA governed MCP server enforcing RBAC outside the model, with OpenTelemetry traces on every run and an LLM-as-judge eval suite proving the agent stays…1 starNo one-command install · Source
18722.557browser-mcp-server-templatemcp · ai-agentsA browser automation MCP server with stealth mode, profile management, and multi-browser support, enabling LLMs to control browsers for tasks like…1 starNo one-command install · Source
18822.557docker-container-manager-mcp-servermcp · ai-agentsAn MCP server that gives any LLM client the ability to list, inspect, start, stop, and monitor Docker containers on the host machine.1 starNo one-command install · Source
18922.557wildberriestoolsmcpmcp · ai-agentsMCP server for retrieving Wildberries product reviews and formatting them as JSON for LLM analysis.1 starNo one-command install · Source
19022.557callmcpmcp · back-endA single MCP server that provides a provider-neutral 14-tool contract for telephony operations (calls, SMS, recordings, transcripts, and number…1 starNo one-command install · Source
19122.557bitcoinbenji-mcpmcp · back-endMCP server offering 26 Lightning-paid tools for Bitcoin mempool intelligence and sovereign on-prem AI inference, with no third-party APIs and…1 starNo one-command install · Source
19222.557localtokensmcp · ai-agentsAn MCP server that turns your machine or LAN of ollama nodes into a local token generator, enabling coding agents to delegate bounded processing tasks…1 starNo one-command install · Source
19322.557rag-banking-regulatory-mcp-servermcp · back-endEnables querying banking regulatory documents via a RAG pipeline with hybrid search and multiple LLM backends.1 starNo one-command install · Source
19422.557growth-mcpmcp · searchOpen-source MCP server that audits websites for AI search readiness, providing deterministic scoring (0-100) and prioritized fix lists for metrics…1 starNo one-command install · Source
19522.557unhollowmcp · back-endProvides semantic search over project knowledge layers (memories, wiki, docs) using local embeddings, enabling AI coding agents to recall relevant…1 starNo one-command install · Source
19622.557auto-knowledge-basemcp · ai-agents基于MCP协议的知识库服务器，内置LLM层，提供结构化知识存储、语义搜索和主动知识推送，支持通过工具进行知识学习、搜索和关联推理。1 starNo one-command install · Source
19722.557catmcpmcp · ai-agentsA lightweight MCP server that serves a curated collection of cat jokes to LLM clients, supporting tools for random jokes by category, search, and…1 starNo one-command install · Source
19822.557aider-repomapper-mcp-servermcp · front-endGenerates optimized repository maps and enables identifier search with graph-ranking, designed for efficient LLM context caching and codebase…1 starNo one-command install · Source
19922.557llmstudio-mcpmcp · ai-agentsMCP server that connects LLM agents to a local LM Studio instance, enabling model management, OpenAI-compatible chat completions, text completions…1 starNo one-command install · Source
20022.557ctrl-memorymcp · ai-agentsA lightweight, local-first MCP memory server for LLM agents that enables storing, searching, and retrieving agent memories with zero external…1 starNo 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.

Leaderboard · Armory