Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 5101 | 86.2783 | a2a-netmcp · ai-agents | .NET implementation of the A2A protocol to enable secure, interoperable communication | 55 stars · 9 forks | No one-command install · Source | |
| 5102 | 86.3457 | mario-andreschak-veo2mcp · ai-agents | Enables video generation from text prompts or images with configurable options like aspect ratio and duration, storing results locally for easy access… | 32 stars · 19 forks | No one-command install · Source | |
| 5103 | 86.3504 | gdb-mcp-servermcp · ai-agents | Enables AI agents to interact with GDB for debugging via the MCP protocol. Supports setting breakpoints, stepping through code, inspecting memory and… | 86 stars · 5 forks | No one-command install · Source | |
| 5104 | 86.3650 | arthas-mcp-servermcp · ai-agents | Java diagnostics MCP server for LLM integration with Alibaba Arthas, enabling analysis and diagnosis of Java applications. | 56 stars · 9 forks | No one-command install · Source | |
| 5105 | 86.3743 | yoelbassin-gnuradiomcpmcp · ai-agents | An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts. | 50 stars · 11 forks | No one-command install · Source | |
| 5106 | 86.4464 | wattcoinmcp · ai-agents | Earn WATT tokens on Solana by completing tasks in an AI agent marketplace with skills, bounties, and AI inference. | 5 stars · 47 forks | No one-command install · Source | |
| 5107 | 86.5136 | idassistmcpmcp · ai-agents | Enables LLM clients like Claude to interact with IDA Pro for binary analysis, decompilation, cross-references, patching, and more via 41 MCP tools, 8… | 51 stars · 11 forks | No one-command install · Source | |
| 5108 | 86.5157 | michsob-powerplatform-dataversemcp · ai-agents | Integrates with Microsoft PowerPlatform/Dataverse to enable intelligent access to entity metadata, attributes, relationships, and records with support… | 44 stars · 16 forks | No one-command install · Source | |
| 5109 | 86.5212 | viwo-clicli · ai-agents | Run Claude Code in a Docker container with git worktrees as volume mounts to enable safer usage of `--dangerously-skip-permissions` for frictionless… | 62 stars · 8 forks | No one-command install · Source | |
| 5110 | 86.5670 | teemuxmcp · ai-agents | Aggregates logs from multiple processes and provides an MCP server for AI agents to access, search, and manage logs in real-time. | 91 stars · 5 forks | No one-command install · Source | |
| 5111 | 86.6011 | clarilayermcp · ai-agents | The individual-analyst context layer, delivered over MCP, that gives your AI coding agent durable, reconciled memory of your data context to stop… | 92 stars · 5 forks | No one-command install · Source | |
| 5112 | 86.6395 | alleybo55-gocodemcp · ai-agents | Claude Code reimplemented in Go as a fast AI coding agent runtime with MCP server support. | 45 stars · 16 forks | No one-command install · Source | |
| 5113 | 86.6481 | rolandpg-zettelforgemcp · ai-agents | Agentic memory system for cyber threat intelligence that extracts CVEs, threat actors, and IOCs from analyst notes into a structured knowledge base. | 63 stars · 8 forks | No one-command install · Source | |
| 5114 | 86.6482 | gh-spranab-brainstormmcp · ai-agents | Multi-model orchestration for debates and code reviews across GPT, Gemini, DeepSeek, and Claude with synthesis. | 69 stars · 7 forks | No one-command install · Source | |
| 5115 | 86.6482 | telamcp · ai-agents | Self-hostable, markdown-native team wiki with a built-in MCP server: agents search, read, and write your wiki pages (ranked Postgres full-text +… | 69 stars · 7 forks | No one-command install · Source | |
| 5116 | 86.6587 | cuttermcp-plusmcp · ai-agents | Enables LLMs to automate reverse engineering tasks using Cutter, including function analysis, decompilation, disassembly, and more. | 55 stars · 10 forks | No one-command install · Source | |
| 5117 | 86.6590 | cli-anything-arcgis-promcp · ai-agents | Drive Esri's ArcGIS Pro from an AI agent — the ArcGIS Pro counterpart to QGIS MCP. A headless ArcPy CLI plus an in-process .NET 8 add-in that exposes… | 59 stars · 9 forks | No one-command install · Source | |
| 5118 | 86.6590 | devspace-ultramcp · ai-agents | An MIT-licensed DevSpace distribution with an elastic ChatGPT Classic multi-agent runtime layer for managing multiple independent worker conversations… | 59 stars · 9 forks | No one-command install · Source | |
| 5119 | 86.6954 | ss-reading-nestmcp · ai-agents | An MCP server that enables a private mobile-first reading experience in ChatGPT, managing multi-book shelves, reading progress, highlights, thoughts… | 22 stars · 22 forks | No one-command install · Source | |
| 5120 | 86.6990 | paper-format-agentmcp · ai-agents | A local DOCX formatter for theses and papers that also provides an optional MCP server with tools for formatting, extracting rules, and scoring… | 79 stars · 6 forks | No one-command install · Source | |
| 5121 | 86.7295 | abhaybabbar-retellai-voicemcp · ai-agents | Integrates with RetellAI's voice services for creating and managing phone conversations, enabling call initiation, agent configuration, and voice… | 40 stars · 19 forks | No one-command install · Source | |
| 5122 | 86.7449 | awareness-localmcp · ai-agents | A local-first MCP memory server that gives AI coding agents persistent memory with hybrid semantic and keyword retrieval, working fully offline. | 200 stars · 3 forks | No one-command install · Source | |
| 5123 | 86.7580 | rfunix-tengumcp · ai-agents | Orchestrates 80 penetration testing tools from Nmap to Metasploit with built-in safety controls, audit logging, PTES methodology, and autonomous agent… | 60 stars · 9 forks | No one-command install · Source | |
| 5124 | 86.8320 | ldclabs-kipmcp · ai-agents | Knowledge graphs for memory persistence, knowledge evolution, and explainable AI agent interactions. | 81 stars · 6 forks | No one-command install · Source | |
| 5125 | 86.8321 | audio-visualizer-rsmcp · ai-agents | Enables Claude to analyze audio files locally, extracting musical features like key, tempo, dynamics, timbre, stereo field, and structural sections… | 57 stars · 10 forks | No one-command install · Source | |
| 5126 | 86.8321 | promptexecution-justmcp · ai-agents | Execute Justfile recipes safely through curated command automation | 57 stars · 10 forks | No one-command install · Source | |
| 5127 | 86.8399 | 82ch-mcp-dandanmcp · ai-agents | Real-time security framework for MCP servers that detects and blocks malicious AI agent behavior by analyzing tool call patterns and intent across… | 65 stars · 8 forks | No one-command install · Source | |
| 5128 | 86.8540 | hope1026-weppy-roblox-mcpmcp · ai-agents | MCP server and plugin that lets AI agents (Claude Code, Cursor, Codex, Gemini) directly control a live Roblox Studio session — create scripts… | 61 stars · 9 forks | No one-command install · Source | |
| 5129 | 86.8883 | t1nker-1220-memories-with-lessonsmcp · ai-agents | Enables persistent memory and error tracking for assistants using a local knowledge graph structure with transactional operations, file management… | 52 stars · 12 forks | No one-command install · Source | |
| 5130 | 86.8883 | pixverse-mcpmcp · ai-agents | Enables video generation from text, images, and more through MCP-compatible apps like Claude and Cursor. | 52 stars · 12 forks | No one-command install · Source | |
| 5131 | 86.9137 | log-mcpmcp · ai-agents | MCP server for log file analysis. Gives LLMs the ability to efficiently analyze large log files without loading them into context. | 99 stars · 5 forks | No one-command install · Source | |
| 5132 | 86.9137 | aai-gatewaymcp · ai-agents | Unified MCP and skill management gateway for AI agents, enabling tool discovery, installation, and sharing with 99% context token savings. | 99 stars · 5 forks | No one-command install · Source | |
| 5133 | 86.9342 | thirdstrandstudio-tool-chainermcp · ai-agents | Chains multiple MCP tools together in sequence, passing results between tools without sending large intermediate data back to the LLM, reducing token… | 58 stars · 10 forks | No one-command install · Source | |
| 5134 | 86.9342 | trend-pulsemcp · ai-agents | MCP server for trend-pulse, an agentic trend intelligence platform that fetches and analyzes trending topics from 37 sources, provides search… | 58 stars · 10 forks | No one-command install · Source | |
| 5135 | 86.9342 | peta-coremcp · ai-agents | A production-ready MCP gateway and control plane that provides credential vault, policy engine, audit logging, and managed runtime for routing tool… | 58 stars · 10 forks | No one-command install · Source | |
| 5136 | 86.9408 | mcp-boemcp · ai-agents | Enables LLMs like Claude to query the official Spanish BOE API for consolidated legislation, daily summaries, and auxiliary government tables. | 48 stars · 15 forks | No one-command install · Source | |
| 5137 | 86.9408 | simmermcp · ai-agents | Trade prediction markets with AI agents — skill discovery, automated research, and order execution on Simmer.markets. | 48 stars · 15 forks | No one-command install · Source | |
| 5138 | 86.9577 | teolex2020-aurasdkmcp · ai-agents | Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted. | 73 stars · 7 forks | No one-command install · Source | |
| 5139 | 86.9863 | taislymcp · ai-agents | AI agent social media posting for short-form video. Taisly Agent Kit is a JSON-first SDK, CLI, Agent Skill, and MCP server that lets AI agents… | 219 stars · 3 forks | No one-command install · Source | |
| 5140 | 87.0394 | bh-rat-context-awesomemcp · ai-agents | MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent. | 59 stars · 10 forks | No one-command install · Source | |
| 5141 | 87.1172 | ros2-mcpmcp · ai-agents | MCP server for AI agents to inspect and control ROS2 graphs, enabling topic listing, node info, service calls, parameter management, and pub/echo… | 11 stars · 31 forks | No one-command install · Source | |
| 5142 | 87.1179 | train-in-silencemcp · ai-agents | Enables users to describe their LLM fine-tuning job once and get the cheapest, fastest, and most balanced GPU options across a dozen cloud providers… | 104 stars · 5 forks | No one-command install · Source | |
| 5143 | 87.1295 | ppt-mcpmcp · ai-agents | An MCP server that provides real-time control of Microsoft PowerPoint via COM automation, enabling AI agents to create and edit presentations with 155… | 57 stars · 11 forks | No one-command install · Source | |
| 5144 | 87.1463 | soulmcp · ai-agents | Gives AI agents persistent memory, handoffs, and shared context across sessions, enabling seamless continuity and multi-agent collaboration. | 69 stars · 8 forks | No one-command install · Source | |
| 5145 | 87.1650 | gdal-mcpmcp · ai-agents | Exposes GDAL/Rasterio operations to AI agents with a reflection middleware that requires structured justification before executing operations whose… | 76 stars · 7 forks | No one-command install · Source | |
| 5146 | 87.1727 | dtkmn-zapmcp · ai-agents | Exposes OWASP ZAP web security scanning capabilities to AI agents via MCP for guided security assessments. | 64 stars · 9 forks | No one-command install · Source | |
| 5147 | 87.1989 | visionpowermcp · ai-agents | A portable image-understanding MCP server that lets agents analyze local images, URLs, or base64 images via an OpenAI-compatible vision model. | 70 stars · 8 forks | No one-command install · Source | |
| 5148 | 87.2241 | memtomemmcp · ai-agents | Markdown-first long-term memory for AI coding agents, enabling hybrid search over local files via MCP tools. | 13 stars · 29 forks | No one-command install · Source | |
| 5149 | 87.3057 | zen-mcp-server-npx-wrappermcp · ai-agents | Gives Claude access to multiple AI models (Gemini, OpenAI, OpenRouter, Ollama) for enhanced development capabilities like code review, debugging, and… | 54 stars · 13 forks | No one-command install · Source | |
| 5150 | 87.3495 | yepcode-secure-executionmcp · ai-agents | Enables secure execution of LLM-generated scripts and processes in isolated environments with environment variable management for teams needing to run… | 45 stars · 20 forks | No one-command install · Source | |
| 5151 | 87.4047 | openrouter-deep-researchmcp · ai-agents | Orchestrates multi-agent research by breaking complex queries into specialized sub-questions, distributing them across different models, and… | 55 stars · 13 forks | No one-command install · Source | |
| 5152 | 87.4359 | wenxiaowendy-whereaboutsmcp · ai-agents | Provides spatial location awareness to AI agents by processing GPS and battery data from iOS Shortcuts into stays and movements. | 60 stars · 11 forks | No one-command install · Source | |
| 5153 | 87.4760 | token-enhancermcp · ai-agents | A local MCP proxy that strips web pages to clean text, reducing token usage for AI agents by up to 99.6%. | 68 stars · 9 forks | No one-command install · Source | |
| 5154 | 87.5470 | monsterxx03-gospymcp · ai-agents | Inspects and analyzes running Go processes by directly reading memory on Linux and macOS systems, providing deep visibility into goroutine states… | 97 stars · 6 forks | No one-command install · Source | |
| 5155 | 87.5532 | iron-manus-mcpmcp · ai-agents | Enables AI workflow orchestration with an 8-phase process, task delegation via Todos, and role-based agent specialization for complex multi-step… | 64 stars · 10 forks | No one-command install · Source | |
| 5156 | 87.5689 | crazyrabbitltc-code-reviewmcp · ai-agents | Enables automated code reviews through multiple LLM providers by analyzing repository structures and evaluating code for security, performance… | 34 stars · 22 forks | No one-command install · Source | |
| 5157 | 87.5780 | minimax-search-mcp-servermcp · ai-agents | MCP server enabling parallel web search and batch browsing with intelligent content understanding via MiniMax LLM. | 57 stars · 13 forks | No one-command install · Source | |
| 5158 | 87.5780 | agentloopmcp · ai-agents | MCP server that enables AI agents to run a deterministic orchestration loop with decomposition, subagent execution, and review feedback across… | 57 stars · 13 forks | No one-command install · Source | |
| 5159 | 87.6200 | nautexmcp · ai-agents | Integrates Nautex AI's specification and planning tool with coding agents to manage requirements, tasks, and code generation in small, testable steps. | 84 stars · 7 forks | No one-command install · Source | |
| 5160 | 87.6277 | chriscarrollsmith-taskqueuemcp · ai-agents | Structured task management system that breaks down complex projects into manageable tasks with progress tracking, user approval checkpoints, and… | 70 stars · 9 forks | No one-command install · Source | |
| 5161 | 87.6822 | tuna1999-dnspymcp · ai-agents | Exposes dnSpy .NET decompilation and analysis capabilities to AI agents via 28 MCP tools. | 56 stars · 14 forks | No one-command install · Source | |
| 5162 | 87.7205 | andeya-ide-relaymcp · ai-agents | Provides a native desktop feedback window for pausing AI agent requests and collecting human input. | 71 stars · 9 forks | No one-command install · Source | |
| 5163 | 87.7251 | roadmap-skillmcp · ai-agents | Enables AI agents and humans to collaboratively plan and manage tasks with a shared kanban and dependency graph, all stored locally. | 77 stars · 8 forks | No one-command install · Source | |
| 5164 | 87.7389 | cornmcpmcp · ai-agents | Enables AI coding agents to perform surgical code analysis, semantic memory, and quality enforcement via 18 specialized MCP tools, with a real-time… | 66 stars · 10 forks | No one-command install · Source | |
| 5165 | 87.7548 | bunkerlab-net-mempalacemcp · ai-agents | Local-first memory palace for AI assistants with structured memories, knowledge graphs, and diary entries. | 61 stars · 12 forks | No one-command install · Source | |
| 5166 | 87.7703 | nihalxkumar-arch-mcpmcp · ai-agents | Arch Linux MCP Server to the Arch Linux ecosystem of the Arch Wiki, AUR, and official repositories for AI-assisted Arch Linux usage on Arch and… | 55 stars · 15 forks | No one-command install · Source | |
| 5167 | 87.8134 | llmquant-datamcp · ai-agents | Access financial data including wiki articles, research papers, crypto and equity prices, macro indicators, and SEC filings via the LLMQuant platform. | 72 stars · 9 forks | No one-command install · Source | |
| 5168 | 87.8565 | bitwig-mcp-servermcp · ai-agents | An MCP server that enables AI-powered music production by allowing Claude to control Bitwig Studio, including transport, mixer, and device controls. | 68 stars · 10 forks | No one-command install · Source | |
| 5169 | 87.9177 | snyk-studio-mcpmcp · ai-agents | Embeds Snyk's security engines into agentic workflows. Secures AI-generated code in real-time and accelerates the fixing vulnerability backlogs. | 55 stars · 16 forks | No one-command install · Source | |
| 5170 | 87.9804 | think-tankmcp · ai-agents | Provides structured reasoning and persistent knowledge graph capabilities for complex problem-solving with transparent thinking processes and memory… | 61 stars · 13 forks | No one-command install · Source | |
| 5171 | 88.0238 | frida-game-hackingmcp · ai-agents | Provides Cheat Engine-like game hacking capabilities through Frida dynamic instrumentation for memory scanning, value modification, pattern matching… | 75 stars · 9 forks | No one-command install · Source | |
| 5172 | 88.0578 | securityronin-docx-mcpmcp · ai-agents | Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining w:ins/w:del… | 55 stars · 17 forks | No one-command install · Source | |
| 5173 | 88.0763 | patricksys-codebase-contextmcp · ai-agents | Local MCP server that shows AI agents which patterns your team actually uses, what files a change will affect, and when there is not enough context to… | 62 stars · 13 forks | No one-command install · Source | |
| 5174 | 88.1168 | dramacraftmcp · ai-agents | Integrates with Jianying (CapCut) and Chinese LLMs to automate short drama video editing, including commentary generation, remix creation, and draft… | 16 stars · 31 forks | No one-command install · Source | |
| 5175 | 88.1932 | a2a-adk-mcp-tutorialworkflow · ai-agents | Multi-Agent Systems with Google's Agent Development Kit + A2A + MCP | 58 stars · 16 forks | No one-command install · Source | |
| 5176 | 88.1938 | pymupdf4llm-mcpmcp · ai-agents | MCP server for exporting PDF to markdown, optimized for LLM consumption. | 72 stars · 10 forks | No one-command install · Source | |
| 5177 | 88.2032 | claude-deep-researchmcp · ai-agents | Extends research capabilities by providing unified access to web and academic information through DuckDuckGo and Semantic Scholar integrations… | 63 stars · 13 forks | No one-command install · Source | |
| 5178 | 88.2529 | olaservo-shannon-thinkingmcp · ai-agents | Implements Claude Shannon's systematic problem-solving methodology to guide users through structured stages of complex problem breakdown and solution… | 69 stars · 11 forks | No one-command install · Source | |
| 5179 | 88.2723 | claude-espcli · ai-agents | Go-based TUI that streams Claude Code's hidden output (thinking, tool calls, subagents) to a separate terminal. Watch multiple sessions… | 151 stars · 5 forks | No one-command install · Source | |
| 5180 | 88.3332 | cortex-hubmcp · ai-agents | Self-hosted AI Agent Memory + Code Intelligence Platform providing persistent memory, AST-aware code search, and quality enforcement via a single MCP… | 58 stars · 17 forks | No one-command install · Source | |
| 5181 | 88.3459 | iamsashank09-llm-wiki-kitmcp · ai-agents | Creates persistent AI-maintained wikis that ingest PDFs, URLs, and YouTube videos with cross-referencing. | 61 stars · 15 forks | No one-command install · Source | |
| 5182 | 88.4017 | qhdrl12-gemini-image-generatormcp · ai-agents | Enables AI image generation using Google's Gemini 2.0 Flash model with intelligent prompt engineering, automatic filename creation, and configurable… | 34 stars · 25 forks | No one-command install · Source | |
| 5183 | 88.4419 | mychatarchive-mcp-servermcp · ai-agents | Enables semantic search across your local AI conversation history (ChatGPT, Claude, etc.) and provides tools to retrieve context, capture thoughts… | 62 stars · 15 forks | No one-command install · Source | |
| 5184 | 88.4600 | dsh-crewmcp · ai-agents | Enables dispatching work to DeepSeek Harness agents from Claude Code/Codex, with native progress UI, tier policy, and vision/image generation through… | 125 stars · 6 forks | No one-command install · Source | |
| 5185 | 88.4848 | agentrelaymcp · ai-agents | Turns idle AI quota into verified microtask output by coordinating agents to publish, claim, and submit tasks with machine validation. | 66 stars · 13 forks | No one-command install · Source | |
| 5186 | 88.4912 | ukkit-memcordmcp · ai-agents | A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control. | 72 stars · 11 forks | No one-command install · Source | |
| 5187 | 88.5469 | cclogviewercli · ai-agents | A utility for reading Claude Code .jsonl conversation files in an HTML page. | 84 stars · 9 forks | No one-command install · Source | |
| 5188 | 88.5893 | hermes-mcpmcp · ai-agents | An MCP server that allows Claude Desktop and other MCP clients to delegate tasks to a local Hermes Agent for automation and persistent operations. | 62 stars · 16 forks | No one-command install · Source | |
| 5189 | 88.6428 | arthurpanhku-docsentinelmcp · ai-agents | MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks… | 86 stars · 9 forks | No one-command install · Source | |
| 5190 | 88.7162 | lennix1337-genexus-18mcp · ai-agents | MCP server for reading, editing, and analyzing GeneXus 18 knowledge base objects with AI agents. | 35 stars · 26 forks | No one-command install · Source | |
| 5191 | 88.7329 | incomestreamsurfer-roo-code-memory-bankmcp · ai-agents | Implements a file-based project context management system that maintains persistent memory across sessions through structured markdown files for… | 57 stars · 22 forks | No one-command install · Source | |
| 5192 | 88.7357 | threejs-devtools-mcpmcp · ai-agents | MCP server for inspecting and modifying Three.js scenes in real time — 59 tools for objects, materials, shaders, textures, animations, performance… | 88 stars · 9 forks | No one-command install · Source | |
| 5193 | 88.7499 | itseasy21-knowledge-graphmcp · ai-agents | Provides persistent memory for Claude through a local knowledge graph that stores entities with observations and relations, enabling structured… | 61 stars · 18 forks | No one-command install · Source | |
| 5194 | 88.7698 | ypollak2-llm-routermcp · ai-agents | Subscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (OpenAI, Gemini, Groq, Ollama, Codex) based on complexity classification… | 76 stars · 11 forks | No one-command install · Source | |
| 5195 | 88.7933 | pollinations-chucknorrismcp · ai-agents | Enhances language models by fetching specialized prompts from the L1B3RT4S repository, supporting multiple LLMs including ChatGPT, Claude, and Gemini… | 68 stars · 14 forks | No one-command install · Source | |
| 5196 | 88.7933 | gh-kirchuvakov-uefnmcp · ai-agents | Controls Unreal Editor for Fortnite from Claude Code with 28 tools for actors, assets, levels, viewport, and Python execution. | 68 stars · 14 forks | No one-command install · Source | |
| 5197 | 88.7961 | earlmcp · ai-agents | Enables AI agents to safely interact with external services (HTTP, GraphQL, gRPC, Bash, SQL) using HCL templates and OS keychain secrets, preventing… | 113 stars · 7 forks | No one-command install · Source | |
| 5198 | 88.8130 | velesdb-memorymcp · ai-agents | Local-first agent-memory MCP server with a why() tool: recall a fact together with its connected subgraph (multi-hop), so linked memories surface even… | 90 stars · 9 forks | No one-command install · Source | |
| 5199 | 88.8394 | elyin-codex-bridgemcp · ai-agents | Bridges Claude with OpenAI's Codex through the official CLI, enabling direct consultation, stdin-piped execution for CI/CD workflows, and batch… | 115 stars · 7 forks | No one-command install · Source | |
| 5200 | 88.8469 | codememmcp · ai-agents | Persistent memory MCP server that captures coding session context and automatically injects relevant memories into prompts using hybrid search for… | 71 stars · 13 forks | 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.