Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1301 | 23.374 | camofox-browser-mcpmcp · ai-agents | MCP server for controlling a local camofox-browser instance, enabling LLM agents to perform web automation tasks such as navigation, interaction… | 1 fork | No one-command install · Source | |
| 1301 | 23.374 | tolgee-mcpmcp · back-end | An MCP server that wraps the Tolgee localization platform API, enabling LLMs to manage translation projects, keys, translations, languages, and… | 1 fork | No one-command install · Source | |
| 1301 | 23.374 | ygtdgn-codebase-indexermcp · database | Indexes source code using Ollama embeddings and Qdrant vector database to enable natural language semantic search across codebases. | 1 fork | No one-command install · Source | |
| 1301 | 23.374 | psd-mcp-servermcp · front-end | Enables parsing of PSD files and extraction of layer information, design tokens, and assets to assist LLMs in converting designs to code. | 1 fork | No one-command install · Source | |
| 1301 | 23.374 | obs-showrunner-mcpmcp · back-end | MCP server enabling LLMs to control OBS Studio through high-level show and effect APIs. | 1 fork | No one-command install · Source | |
| 1301 | 23.374 | ason-mcp-servermcp · back-end | Enables compression and decompression of JSON data using the token-optimized ASON format, reducing token usage by 20-60% for LLM applications. | 1 fork | No one-command install · Source | |
| 1301 | 23.374 | cmmv-mcpmcp · ai-agents | Enables standardized interactions between LLMs and CMMV applications using the Model Context Protocol, with decorator-based tool registration and… | 1 fork | No one-command install · Source | |
| 1301 | 23.374 | tagny-web-accessmcp · ai-agents | Provides web access tools for fetching URL text content and extracting page links using BeautifulSoup for HTML parsing, enabling locally served LLMs… | 1 fork | No one-command install · Source | |
| 1301 | 23.374 | mcp-server-yapimcp · back-end | MCP server for YApi that enables LLMs to manage API interfaces, projects, and categories through natural language, supporting multiple projects and… | 1 fork | No one-command install · Source | |
| 1301 | 23.374 | lmstudio-mcpmcp · ai-agents | A Model Control Protocol (MCP) server that allows Claude to communicate with locally running LLM models via LM Studio. | 1 fork | No one-command install · Source | |
| 1301 | 23.374 | vurtnec-lancedb-vector-searchmcp · database | Enables vector search capabilities using LanceDB and Ollama's embedding model for similarity searches on document collections without context… | 1 fork | No one-command install · Source | |
| 1301 | 23.374 | jimmy974-qdrantmcp · database | Integrates with Qdrant vector database to provide semantic search capabilities for storing and retrieving information using multiple embedding… | 1 fork | No one-command install · Source | |
| 1301 | 23.374 | hzzy2o-flux-image-generatormcp · back-end | Enables text-to-image generation through the Flux API on Cloudflare Workers with customizable parameters for dimensions, aspect ratio, and inference… | 1 fork | No one-command install · Source | |
| 1301 | 23.374 | shashwat001-langchain-integrationmcp · other | Integrates Langchain with MCP tools. | 1 fork | No one-command install · Source | |
| 1315 | 22.557 | vox-mcpmcp · ai-agents | Enables MCP clients like Claude Code and Cursor to use multiple AI models (Gemini, GPT, Grok, DeepSeek, Kimi, Ollama) via a unified chat tool with… | 1 star | No one-command install · Source | |
| 1315 | 22.557 | gitea-mcp-servermcp · ai-agents | Provides ~200 auto-generated tools and resources for LLM agents to interact with Gitea and Forgejo instances via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 1315 | 22.557 | article-research-mcpmcp · ai-agents | Multi-source article and tutorial research for agent planning, providing deduplicated ranked briefs from dev.to, Hacker News, and configurable RSS… | 1 star | No one-command install · Source | |
| 1315 | 22.557 | c2pa-mcpmcp · auth | Verifies C2PA Content Credentials for local files or URLs and returns an LLM-ready verdict on trust, AI generation, and provenance. | 1 star | No one-command install · Source | |
| 1315 | 22.557 | searxng-deepdivemcp · ai-agents | An MCP server for SearXNG that provides LLM agents with advanced search tools, including engine and category targeting, multi-page fanout, and dynamic… | 1 star | No one-command install · Source | |
| 1315 | 22.557 | pisama-mcp-servermcp · ai-agents | Enables analysis of AI agent traces to detect and fix failures using heuristic detectors, with no LLM calls required. | 1 star | No one-command install · Source | |
| 1315 | 22.557 | dcl-trust-oraclemcp · ai-agents | DCL Trust Oracle is a deterministic AI audit layer, natively integrated with MCP, that evaluates LLM and agent outputs against configurable policies… | 1 star | No one-command install · Source | |
| 1315 | 22.557 | ableton-agent-mcpmcp · ai-agents | An MCP server that exposes Ableton Live control (session state, transport, tracks, devices, clips, MIDI note editing) as tools for LLM agents… | 1 star | No one-command install · Source | |
| 1315 | 22.557 | arkheiamcp · ai-agents | Hallucination and fabrication detection for LLM outputs across 30+ models. | 1 star | No one-command install · Source | |
| 1315 | 22.557 | llm-browser-multicast-mcpmcp · ai-agents | An MCP server that enables multiple AI models (ChatGPT, Gemini, Claude, Grok) to discuss, debate, and reach consensus via browser automation. | 1 star | No one-command install · Source | |
| 1315 | 22.557 | vscode-mcp-supergatewaymcp · back-end | A centralized MCP gateway that aggregates and routes requests from multiple IDE clients to backend services, while offloading context tasks to local… | 1 star | No one-command install · Source | |
| 1315 | 22.557 | mcp-llm-bridgemcp · back-end | Centralized encrypted gateway that routes requests to 11+ LLM providers (API keys and CLI subscriptions) through a single OpenAI-compatible endpoint… | 1 star | No one-command install · Source | |
| 1315 | 22.557 | carrelmcp · ai-agents | Enables local file search, packing into LLM-ready context, and inspection via an MCP server on stdio. | 1 star | No one-command install · Source | |
| 1315 | 22.557 | mgi-linkmcp · ai-agents | An MCP server that provides mouse genetics data from Mouse Genome Informatics (MGI), enabling LLM agents to query markers, mutations, alleles… | 1 star | No one-command install · Source | |
| 1315 | 22.557 | model-price-watchmcp · back-end | Live LLM API pricing: current token prices, model comparisons, cheapest-model lookups, and The LLM Price Index for 150+ models across 20+ providers… | 1 star | No one-command install · Source | |
| 1315 | 22.557 | djai-tools-mcpmcp · search | Provides AI agents with local file-processing capabilities for token counting, RAG chunking, CSV/JSON conversion, QR generation, and more, while… | 1 star | No one-command install · Source | |
| 1315 | 22.557 | policy-gate-mcpmcp · ai-agents | Policy-as-code gate for AI-SDLC, providing MCP tools to review prompts, diff tool manifests, vet MCP servers, and run evaluation suites for LLM agent… | 1 star | No one-command install · Source | |
| 1315 | 22.557 | nextjs-mcp-kit-mcp-servermcp · ai-agents | An MCP server built into a Next.js app that serves prompts via the Model Context Protocol, supporting local and cloud LLM providers. | 1 star | No one-command install · Source | |
| 1315 | 22.557 | sec-intelligence-mcpmcp · back-end | MCP server for SEC EDGAR filing intelligence, providing tools for fetching, chunking/embedding, retrieval, and evaluation of filings. | 1 star | No one-command install · Source | |
| 1315 | 22.557 | evidence-mcpmcp · search | Provides an evidence-oriented MCP interface for Evidence RAG Pilot, enabling retrieval of evidence packages, chunks, and evidence images from… | 1 star | No one-command install · Source | |
| 1315 | 22.557 | atriumn-tokencostmcp · ai-agents | LLM pricing oracle for model lookup, cost estimation, and comparison via LiteLLM. | 1 star | No one-command install · Source | |
| 1315 | 22.557 | arxivummcp · ai-agents | An MCP server that enables searching arXiv, importing papers, enriching with citation data, generating summaries and research ideas, and querying a… | 1 star | No one-command install · Source | |
| 1315 | 22.557 | context-doctormcp · ai-agents | Provides MCP tools to profile and optimize LLM conversation context, identifying token waste and applying deterministic fixes to reduce context window… | 1 star | No one-command install · Source | |
| 1315 | 22.557 | apick-mcpmcp · back-end | Enables access to 82 Korean data and AI tools through MCP, including business registry lookup, ID document verification, parcel tracking, OCR, file… | 1 star | No one-command install · Source | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 | |
| 1315 | 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 |
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.