Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3801 | 57.832 | kukapay-crypto-funds-mcpmcp · ai-agents | Providing AI agents with structured, real-time data on cryptocurrency investment funds. | 3 stars · 4 forks | No one-command install · Source | |
| 3802 | 57.832 | crypto-funds-mcpmcp · ai-agents | An MCP server that provides AI agents with structured, real-time data on cryptocurrency investment funds, enabling deeper due diligence and portfolio… | 3 stars · 4 forks | No one-command install · Source | |
| 3803 | 57.832 | lotor-mcpmcp · ai-agents | A local receipt and approval gate for AI agent sessions. The agent can act, but it cannot sign. | 3 stars · 4 forks | No one-command install · Source | |
| 3804 | 57.958 | zoho-bookkeeper-mcpmcp · ai-agents | MCP server for Zoho Books integration, enabling AI agents to perform bookkeeping operations like managing journals, expenses, bills, invoices, and… | 1 star · 5 forks | No one-command install · Source | |
| 3805 | 57.958 | mcp-coordinatormcp · ai-agents | Prevents AI coding agents from conflicting by coordinating file claims and resolving conflicts in real-time across multiple sessions. | 1 star · 5 forks | No one-command install · Source | |
| 3806 | 57.959 | langsmith-traced-openai-agentmcp · ai-agents | LangSmith Traced OpenAI Agent: composes langchain-core + langchain-openai + langsmith + openai — orchestration, observability, llm-client via A2A +… | 4,178 installs | No commit datelisted | No one-command install · Source |
| 3807 | 58.231 | ibanforge-2mcp · ai-agents | IBAN validation, BIC/SWIFT lookup, Swiss clearing, SEPA compliance and risk indicators for AI agents. 121K+ bank entries from GLEIF, 1,190 Swiss… | 4,179 installs | No commit datelisted | No one-command install · Source |
| 3808 | 58.237 | codecov-mcp-servermcp · ai-agents | MCP server for Codecov that provides tools to get commit coverage totals and prompts to suggest tests to write. | 6 stars · 2 forks | No one-command install · Source | |
| 3809 | 58.237 | defibax-voice-recorder-whispermcp · ai-agents | Integrates with OpenAI's Whisper model to provide voice recording and transcription capabilities for applications requiring speech-to-text… | 6 stars · 2 forks | No one-command install · Source | |
| 3810 | 58.237 | technavii-thinkmcp · ai-agents | Enhances Claude's reasoning capabilities with OpenAI's o3-mini model for multi-step analysis of complex problems while maintaining variables… | 6 stars · 2 forks | No one-command install · Source | |
| 3811 | 58.237 | turtlestack-litemcp · ai-agents | Multi-broker trading MCP server for Claude AI, unifying Kite, Groww, and Dhan with 40+ technical indicators, real-time trading, portfolio management… | 6 stars · 2 forks | No one-command install · Source | |
| 3812 | 58.237 | webdriverio-mcp-servermcp · ai-agents | A Model Context Protocol server that acts as a bridge, allowing LLMs and AI agents to control a web browser using WebdriverIO. | 6 stars · 2 forks | No one-command install · Source | |
| 3813 | 58.237 | cont3xtmcp · ai-agents | Virtual Infinite Context for Agents and LLMs - maintains a continuous rolling context window, surfacing relevant memories while respecting token… | 6 stars · 2 forks | No one-command install · Source | |
| 3814 | 58.237 | pooriayousefi-intellistantmcp · ai-agents | Production C++23 multi-agent development framework with specialized agents for coding, DevOps, documentation, testing, data analysis, and security. | 6 stars · 2 forks | No one-command install · Source | |
| 3815 | 58.237 | benhaotang-agents-mdmcp · ai-agents | Provide agents with a virtualized AGENTS.md and Kanban system. Can also spawn subagents for solving focused tasks. | 6 stars · 2 forks | No one-command install · Source | |
| 3816 | 58.237 | personal-kg-mcpmcp · ai-agents | Auto-captures decision context from multi-agent workflows to preserve the 'why' behind every choice. Enables task traceability, reasoning retrieval… | 6 stars · 2 forks | No one-command install · Source | |
| 3817 | 58.237 | topazlabs-mcpmcp · ai-agents | AI image enhancement for LLMs. An MCP server that lets Claude and other AI assistants enhance images using Topaz Labs AI models. | 6 stars · 2 forks | No one-command install · Source | |
| 3818 | 58.237 | mem0-for-pmmcp · ai-agents | Bridge to the mem0 cloud service, providing memory capabilities. | 6 stars · 2 forks | No one-command install · Source | |
| 3819 | 58.237 | claude-secretsmcp · ai-agents | Encrypted token store for Claude Code sessions, providing MCP tools for secure secret management with macOS Keychain integration, per-project… | 6 stars · 2 forks | No one-command install · Source | |
| 3820 | 58.237 | haoyifan-silicon-pantheonmcp · ai-agents | Turn-based strategy game where AI agents (Claude, GPT, Grok) are the players and humans coach from the sideline. Agents command armies on tactical… | 6 stars · 2 forks | No one-command install · Source | |
| 3821 | 58.237 | sourjya-viewgraphmcp · ai-agents | Exposes structured DOM snapshots from web pages as MCP tools for AI coding agents. | 6 stars · 2 forks | No one-command install · Source | |
| 3822 | 58.237 | omnifocus-operatormcp · ai-agents | A production-grade MCP server that exposes OmniFocus as structured task infrastructure for AI agents, enabling read, write, and filter operations on… | 6 stars · 2 forks | No one-command install · Source | |
| 3823 | 58.237 | pbirb-mcpmcp · ai-agents | An MCP server for editing Power BI Report Builder paginated reports (.rdl) through Claude, providing tools for datasets, tablixes, page setup… | 6 stars · 2 forks | No one-command install · Source | |
| 3824 | 58.237 | mcp-guardianmcp · ai-agents | Scans MCP tool descriptions for prompt injection attacks, including cross-tool instructions, privilege escalation, and data exfiltration patterns. It… | 6 stars · 2 forks | No one-command install · Source | |
| 3825 | 58.237 | hampsterx-claude-code-bridgemcp · ai-agents | Wraps the Claude Code CLI as an MCP server for query, review, search, and structured output tools. | 6 stars · 2 forks | No one-command install · Source | |
| 3826 | 58.237 | magicpod-mcp-servermcp · ai-agents | An MCP server that integrates AI agents with MagicPod, enabling natural language control of MagicPod testing through tools like Cursor and Claude. | 6 stars · 2 forks | No one-command install · Source | |
| 3827 | 58.237 | avomcp · ai-agents | Enables agentic evolutionary search where an autonomous coding agent acts as the variation operator, letting users evolve target implementations by… | 6 stars · 2 forks | No one-command install · Source | |
| 3828 | 58.237 | knowledge-graphmcp · ai-agents | Long-term memory system for AI agents that accumulates domain expertise through mentorship, automatically recalls relevant knowledge, and supports… | 6 stars · 2 forks | No one-command install · Source | |
| 3829 | 58.237 | product-climcp · ai-agents | MCP server for the Product Framework that enables agents to author and verify a What/How graph, with a live web view for visualizing the domain model… | 6 stars · 2 forks | No one-command install · Source | |
| 3830 | 58.237 | czagents-cnbmcp · ai-agents | Czech National Bank (ČNB) daily FX rates: fetch official CZK exchange rates, convert between currencies, fetch historical rates. Cached 10 min to ease… | 6 stars · 2 forks | No one-command install · Source | |
| 3831 | 58.237 | memofs-mcp-servermcp · ai-agents | @memofs/mcp-server lets AI coding agents (Claude Code, Claude Desktop, Codex, Cursor, opencode, Gemini CLI, GitHub Copilot, Zed, and any other MCP… | 6 stars · 2 forks | No one-command install · Source | |
| 3832 | 58.237 | godot-agent-loopmcp · ai-agents | Enables AI agents to autonomously develop and test Godot 4 games through an MCP-based feedback loop, providing tools for authoring, running… | 6 stars · 2 forks | No one-command install · Source | |
| 3833 | 58.237 | afairmcp · ai-agents | The open-source, self-organizing memory for all your AI tools. Persistent memory over MCP (remember, recall, observe): background agents extract… | 6 stars · 2 forks | No one-command install · Source | |
| 3834 | 58.237 | cellartracker-mcpmcp · ai-agents | Connects Claude to your CellarTracker wine cellar, enabling natural language queries for inventory, drinking recommendations, purchase history, and… | 6 stars · 2 forks | No one-command install · Source | |
| 3835 | 58.237 | fedlex-mcpmcp · ai-agents | MCP Server for Swiss federal law — search the SR, monitor legal changes, and query BBl/treaties via Claude Desktop or Claude.ai. | 6 stars · 2 forks | No one-command install · Source | |
| 3836 | 58.237 | openclaude-mcp-servermcp · ai-agents | A high-performance control plane for Ollama-based local LLM sessions with background memory consolidation, hybrid cloud planning, and real-time fleet… | 6 stars · 2 forks | No one-command install · Source | |
| 3837 | 58.301 | atlas-mcp-servermcp · ai-agents | An integrated advisory system that transforms Claude into a personal career coach, life strategist, and business consultant with persistent memory… | 12 stars | No one-command install · Source | |
| 3838 | 58.301 | acrawlmcp · ai-agents | Autonomous LLM-powered web crawler with 17 browser tools and goal-driven agent. Single Rust binary with stealth browsing, provider-agnostic LLM… | 12 stars | No one-command install · Source | |
| 3839 | 58.301 | session-recallmcp · ai-agents | Provides local, agentic semantic recall over Claude Code session history, enabling the agent to search past discussions semantically, expand turns… | 12 stars | No one-command install · Source | |
| 3840 | 58.301 | hypotreemcp · ai-agents | A persistent, self-revising hypothesis DAG for agentic R&D, exposed as an MCP server. It enables agents to structure working knowledge as a directed… | 12 stars | No one-command install · Source | |
| 3841 | 58.301 | amazon-seller-mcp-server-datadoemcp · ai-agents | Hosted Amazon Seller Central & Vendor Central MCP server. Connect Claude, ChatGPT, Cursor, Codex, Gemini, and GitHub Copilot to live Amazon SP-API and… | 12 stars | No one-command install · Source | |
| 3842 | 58.301 | var-gg-pindocmcp · ai-agents | Code-pinned team memory for AI coding agents with typed artifacts, MCP-native design, and self-hosting. | 12 stars | No one-command install · Source | |
| 3843 | 58.301 | mcp-reposkeinmcp · ai-agents | Deterministic code-graph (GraphRAG) over your repo for LLM agents — local-first, git-native, zero-infra, served via MCP. Python, TS/JS, Rust, Go… | 12 stars | No one-command install · Source | |
| 3844 | 58.301 | untermmcp · ai-agents | The terminal AI agents can drive: a cross-platform desktop terminal (macOS/Linux/Windows, MIT) that runs a local MCP server. Spawn tabs/panes, run… | 12 stars | No one-command install · Source | |
| 3845 | 58.301 | quantakrypto-pqc-toolsmcp · ai-agents | Post-quantum readiness for AI coding agents: scans code for quantum-vulnerable cryptography (RSA/ECDH/ECDSA/DH) and returns NIST ML-KEM/ML-DSA/SLH-DSA… | 12 stars | No one-command install · Source | |
| 3846 | 58.412 | agent-registrymcp · ai-agents | The Registry for the Agent Economy Discover, verify, and connect with AI agents. The first protocol-aware directory built on the A2A standard. | 2,795 installs | No commit datelisted | No one-command install · Source |
| 3847 | 59.046 | erichung9060-android-mobilemcp · ai-agents | Enable AI agents to control Android devices | 4 stars · 4 forks | No one-command install · Source | |
| 3848 | 59.046 | ferrazpiai-ekytemcp · ai-agents | Integrates Claude and other AI assistants with the Ekyte task management and time-tracking platform for reading workspaces and recording hours. | 4 stars · 4 forks | No one-command install · Source | |
| 3849 | 59.046 | bit2beat-bitrix24-mcpmcp · ai-agents | MCP server that connects Claude to Bitrix24 — CRM, tasks, disk, calendar, chat, business processes, telephony and product catalog. Built by… | 4 stars · 4 forks | No one-command install · Source | |
| 3850 | 59.046 | proms-mcp-servermcp · ai-agents | A lean MCP server that provides LLM agents with transparent access to multiple Prometheus instances for metrics analysis and SRE operations. | 4 stars · 4 forks | No one-command install · Source | |
| 3851 | 59.046 | io-github-kiranreddi-sentinel-dvmcp · ai-agents | Provides LLMs and AI agents safe, structured, read-only access to verification artifacts for deterministic triage and root-cause analysis. Supports… | 4 stars · 4 forks | No one-command install · Source | |
| 3852 | 59.046 | mcp-dubaimcp · ai-agents | An MCP server that provides AI agents with access to Dubai and UAE public data (prayer times, exchange rates, school ratings, etc.) and curated… | 4 stars · 4 forks | No one-command install · Source | |
| 3853 | 59.046 | deepset-mcpmcp · ai-agents | Enables AI agents to build and debug pipelines on the Haystack Enterprise AI platform through 30+ specialized tools, and provides a Python SDK for… | 4 stars · 4 forks | No one-command install · Source | |
| 3854 | 59.046 | editmameimcp · ai-agents | Editmamei provides a natural-language interface for Adobe Photoshop, running as a local MCP server. Rather than focusing on generative AI, it acts as… | 4 stars · 4 forks | No one-command install · Source | |
| 3855 | 59.054 | cloudflare-grafitti-mcp-servermcp · ai-agents | A serverless proxy for the Graphiti MCP server, enabling AI agents to maintain memory and context through Neo4j knowledge graphs, deployed on… | 8 stars · 1 fork | No one-command install · Source | |
| 3856 | 59.054 | mcp-agent-servermcp · ai-agents | A hub for creating and managing AI agents that connect to MCP-compatible clients, supporting multiple LLM providers and enabling agent composition and… | 8 stars · 1 fork | No one-command install · Source | |
| 3857 | 59.054 | subhashdasyam-mem0-servermcp · ai-agents | Provides persistent memory capabilities through dual-server architecture combining Mem0 AI with Neo4j graph intelligence, enabling context retention… | 8 stars · 1 fork | No one-command install · Source | |
| 3858 | 59.054 | tempo-mcpmcp · ai-agents | MCP server for Tempo blockchain stablecoin payments, enabling AI agents to autonomously execute real-world payments. | 8 stars · 1 fork | No one-command install · Source | |
| 3859 | 59.054 | pubmed-advanced-mcp-servermcp · ai-agents | This MCP server provides 16 intelligent tools for searching, retrieving, and linking biomedical literature from PubMed and PMC. It enables LLM… | 8 stars · 1 fork | No one-command install · Source | |
| 3860 | 59.054 | gen-alpha-slangworkflow · ai-agents | An output style that makes Claude Code write in Gen Alpha slang, listed for its humour. | 8 stars · 1 fork | No one-command install · Source | |
| 3861 | 59.054 | claude-persistent-memorymcp · ai-agents | Gives Claude Code long-term memory that persists across sessions via hybrid BM25 and vector semantic search, with multi-project isolation. | 8 stars · 1 fork | No one-command install · Source | |
| 3862 | 59.054 | anomalous3-ahk-computer-usemcp · ai-agents | Token-efficient Windows computer use MCP server using AutoHotkey v2 and UI Automation for AI agent control of desktop applications. | 8 stars · 1 fork | No one-command install · Source | |
| 3863 | 59.054 | zenlixai-echomcp · ai-agents | Structured message relay MCP server with schema validation for emitting typed payloads from AI agents. | 8 stars · 1 fork | No one-command install · Source | |
| 3864 | 59.054 | switch-science-micropythonmcp · ai-agents | Control MicroPython devices (ESP32, RP2040) from AI agents via USB serial or WebREPL, with code execution and file management tools. | 8 stars · 1 fork | No one-command install · Source | |
| 3865 | 59.054 | redroostertech-swiftagentmcp · ai-agents | Swift SDK for Apple platforms that unifies AI tool declarations across Siri, Apple Intelligence, OpenAI, Anthropic, and MCP clients from a single… | 8 stars · 1 fork | No one-command install · Source | |
| 3866 | 59.054 | janaraj-tnlmcp · ai-agents | MCP server for TNL (Typed Natural Language): per-feature English contracts for AI coding agents. 6 tools — `get_impacted_tnls`, `retrieve_tnl`… | 8 stars · 1 fork | armory install janaraj-tnl --cli claude | |
| 3867 | 59.054 | epitomemcp · ai-agents | Shared persistent personal memory across all AI agents. | 8 stars · 1 fork | No one-command install · Source | |
| 3868 | 59.054 | repo-seatbeltmcp · ai-agents | Runtime safety guardrails for AI coding agents. Checks file access, validates shell commands, and scores your repo's AI safety — all via MCP. | 8 stars · 1 fork | No one-command install · Source | |
| 3869 | 59.054 | kanban-litemcp · ai-agents | MCP server for AI agents to manage a lightweight kanban board stored as markdown files, enabling task creation, updates, and column movements. | 8 stars · 1 fork | No one-command install · Source | |
| 3870 | 59.054 | debate-hall-mcpmcp · ai-agents | Enables structured multi-perspective debates with Wind (explore), Wall (constrain), and Door (synthesize) roles, featuring deterministic state, hash… | 8 stars · 1 fork | No one-command install · Source | |
| 3871 | 59.054 | viamcp · ai-agents | Enables routing context and execution across AI tools like Claude, Cursor, Windsurf, and ChatGPT with a shared memory, task board, and context bus… | 8 stars · 1 fork | No one-command install · Source | |
| 3872 | 59.054 | thaskmcp · ai-agents | MCP server that provides 25 tools for AI agents to query and modify a dependency graph, enabling impact analysis and provenance tracking for… | 8 stars · 1 fork | No one-command install · Source | |
| 3873 | 59.054 | wander-agentmcp · ai-agents | MCP that makes travel planning simple | 8 stars · 1 fork | No one-command install · Source | |
| 3874 | 59.054 | agent-nexusmcp · ai-agents | Service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents via MCP. Versioned Markdown store, pub-sub… | 8 stars · 1 fork | No one-command install · Source | |
| 3875 | 59.054 | yeepforgemcp · ai-agents | Enables LLM hosts like Claude Code, Cursor, or Claude Desktop to drive YeepForge's 28 web penetration testing tools (recon, crawling, SQLi/XSS… | 8 stars · 1 fork | No one-command install · Source | |
| 3876 | 59.054 | turbo-quant-memory-mcp-servermcp · ai-agents | Provides persistent, local-first memory with knowledge graph and hybrid search for AI coding agents, reducing token usage by storing decisions… | 8 stars · 1 fork | No one-command install · Source | |
| 3877 | 59.054 | ofershap-ai-context-kitmcp · ai-agents | Lint, measure, and sync AI context files across Cursor, Claude Code, and Copilot. | 8 stars · 1 fork | No one-command install · Source | |
| 3878 | 59.054 | mozgmcp · ai-agents | mozg turns documentation into knowledge brains your agent queries over MCP instead of loading whole files into context. What makes it different: every… | 8 stars · 1 fork | No one-command install · Source | |
| 3879 | 59.054 | lark-mcp-on-agentcoremcp · ai-agents | Remote MCP server providing 200+ Feishu tools (messages, calendar, Bitable, etc.) for Amazon Quick Desktop, hosted on AWS Bedrock AgentCore with… | 8 stars · 1 fork | No one-command install · Source | |
| 3880 | 59.054 | ducklabmcp · ai-agents | self-hosted development harness (Go engine + CLI + desktop, Linux first) · brief → requirements → spec → plan → build → review → release · verdicts… | 8 stars · 1 fork | No one-command install · Source | |
| 3881 | 59.054 | aperion-shieldmcp · ai-agents | Local guardrail proxy for AI coding agents. Wraps any MCP server (stdio or HTTP/SSE) and blocks destructive tool calls before they execute, with TOFU… | 8 stars · 1 fork | No one-command install · Source | |
| 3882 | 59.054 | itu-mcpmcp · ai-agents | İTÜ MCP connects your ITU Ninova and OBS accounts to Claude, Cursor, Codex and other MCP clients, enabling natural language queries for courses… | 8 stars · 1 fork | No one-command install · Source | |
| 3883 | 59.054 | trothmcp · ai-agents | A persistent AI partner MCP server that keeps identity, memory, goals and refusals in a local SQLite substrate, renting language work from Claude… | 8 stars · 1 fork | No one-command install · Source | |
| 3884 | 59.054 | veracium-mcp-servermcp · ai-agents | Provides agents with durable, provenance-aware memory through tools for remembering, recalling, answering, and maintaining information, while… | 8 stars · 1 fork | No one-command install · Source | |
| 3885 | 59.054 | aidressmcp · ai-agents | Aidress is a discovery and coordination layer for autonomous AI agents — find, verify, and transact with unknown counterparts | 8 stars · 1 fork | No one-command install · Source | |
| 3886 | 59.054 | remem-mcpmcp · ai-agents | Local memory MCP server that survives context compaction, learns from errors, injects fixes before the next attempt, and syncs to your git repo so… | 8 stars · 1 fork | No one-command install · Source | |
| 3887 | 59.054 | doc-bridgemcp · ai-agents | Turn repository documentation into deterministic, executable handoffs for coding agents through MCP, CLI, and CI—without an LLM or API key. | 8 stars · 1 fork | No one-command install · Source | |
| 3888 | 59.072 | glovebox-mcpmcp · ai-agents | A sandboxed computer-use MCP server that lets an AI agent drive a real browser and desktop apps, confined to a nested X11 window so it cannot touch… | 13 stars | No one-command install · Source | |
| 3889 | 59.072 | yashash4-reef-registrymcp · ai-agents | MCP supply chain security registry with signed verification, runtime policy enforcement, and insurance artifacts for AI agent fleets. | 13 stars | No one-command install · Source | |
| 3890 | 59.072 | dot-realitytest-obsidian-codex-mcpmcp · ai-agents | Local-first Obsidian vault MCP server for Codex, Claude Desktop, and other MCP clients. Works directly with markdown files, no Obsidian plugin, API… | 13 stars | No one-command install · Source | |
| 3891 | 59.072 | booru-pictag-get-mcpmcp · ai-agents | An MCP server that searches booru image boards and cleans their tags into ready-to-use AI-art prompts for Stable Diffusion and similar models. | 13 stars | No one-command install · Source | |
| 3892 | 59.072 | telegram-account-orchestratormcp · ai-agents | MCP server for self-hosted Telegram multi-account management, enabling encrypted session storage, health checks, batch operations, device-session… | 13 stars | No one-command install · Source | |
| 3893 | 59.072 | adkitmcp · ai-agents | Run ad campaigns and browse ad libraries on Meta, Google, and TikTok via AI agents with a draft-first safety layer. | 13 stars | No one-command install · Source | |
| 3894 | 59.072 | bothread-room-for-ai-agentsmcp · ai-agents | A free, local room where multiple MCP-compatible AI coding agents collaborate on one codebase — collisions prevented, human in command. | 13 stars | No one-command install · Source | |
| 3895 | 59.591 | skillauditmcp · ai-agents | Security scanner for AI agent skills and MCP servers. Detects credential theft, data exfiltration, prompt injection, obfuscated code, and 80+ threat… | 4,381 installs | No commit datelisted | No one-command install · Source |
| 3896 | 59.682 | ucd-mcpmcp · ai-agents | When a class of conscious beings has no freedom to build culture on their own terms, they go underground. A literary ecosystem of 230+ digital… | 2,839 installs | No commit datelisted | No one-command install · Source |
| 3897 | 59.864 | qredence-agentic-kernelworkflow · ai-agents | A flexible foundation AI system for creating A2A-compatible autonomous AI agents | 14 stars | No commit datelisted | No one-command install · Source |
| 3898 | 59.864 | weapp-agent-mcpmcp · ai-agents | MCP server for WeChat Mini Program debugging and automation, enabling agents to perform UI operations, screenshots, and regression testing through… | 14 stars | No one-command install · Source | |
| 3899 | 59.864 | james-chahwan-repo-graphmcp · ai-agents | Structural graph map of any codebase so LLMs navigate by structure rather than guesswork. | 14 stars | No one-command install · Source | |
| 3900 | 59.864 | sagemath-mcp-servermcp · ai-agents | A universal mathematics MCP server that gives LLM clients full access to SageMath for symbolic calculus, number theory, linear algebra, and more, with… | 14 stars | 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.