Local-AI Tools Directory -- Local-First AI Dev Notes

This directory lists 106 local-AI / dev tools discovered and catalogued by our research loop. 4 are marked commercial-safe, 1 restricted (commercial use needs a paid license), 101 unknown. 4 carry a license verified from source (sandbox-eval); the rest are LLM-heuristic and labelled as such -- verify before commercial use. Outbound links go to each tool's real repository.

scraping (26)

scrapy commercial-safe
scraping BSD-3-Clause sandbox-eval

license verified from source; smoke-tested
scrapegraphai commercial-safe
scraping MIT sandbox-eval

license verified from source; smoke-tested
trafilatura commercial-safe
scraping Apache-2.0/GPLv3 sandbox-eval

license verified from source; smoke-tested
9 best Python web scraping libraries for 2026 - Apify Blog unknown
scraping The article discusses Python web scraping libraries but doesn't specify licensing details of the tools mentioned. The blog itself is likely freely accessible, but the commercial safety of the specific scraping libraries referenced cannot be determined from this source alone. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Top Open-Source Python Libraries for Web Scraping unknown
scraping The article discusses open-source Python libraries for web scraping, and the libraries mentioned (like BeautifulSoup, Scrapy, Selenium) are typically licensed under permissive licenses such as MIT or BSD that allow commercial use. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Crawlee · Build reliable crawlers. Fast. unknown
scraping MIT license allows commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Web scraping - Wikipedia unknown
scraping Wikipedia itself is licensed under CC BY-SA 3.0, but the tool mentioned (Web scraping - Wikipedia) is just an article about web scraping techniques and not a specific scraping tool. The article doesn't provide information about any particular scraping tool's licensing terms for commercial use. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
9 Free Web Scraping Tools in 2026 (Genuinely Free, Tested) - Infatica unknown
scraping The article discusses genuinely free web scraping tools, suggesting these are likely open source or have permissive licenses suitable for commercial use. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Newspaper3k: Article scraping & curation — newspaper 0.0.2 documentation unknown
scraping MIT license meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Best Open-Source Web Scraping Libraries in 2026 - Firecrawl unknown
scraping Firecrawl is presented as an open-source web scraping solution with commercial usage rights, and the article discusses open-source scraping libraries in general meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
ScrapeGraphAI/Scrapegraph-ai: Python scraper based on AI - GitHub unknown
scraping MIT license on GitHub repository meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Top 7 Python Web Scraping Libraries - Bright Data unknown
scraping The article discusses Python web scraping libraries but doesn't specify licensing details for the tools mentioned. Bright Data appears to be a commercial web scraping service company, and their offerings are typically not free or open-source. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
L'Agenda du Libre | Actualités des organisations unknown
scraping The tool appears to be a news aggregation site that likely collects and displays content from various sources, which would typically require proper licensing for commercial use rather than being freely redistributable. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Scrapy — open source web scraping framework for Python unknown
scraping BSD license allows commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
17 Key Python Libraries for Web Scraping (2025 list) unknown
scraping The tool is a list of Python libraries for web scraping, which are typically open source and freely available for commercial use. The article itself appears to be educational content about scraping tools rather than a proprietary service. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Best 7 Python Web Scraping Libraries in 2026 - ScraperAPI unknown
scraping Based on the tool's name and typical scraping API services, it appears to be a commercial service that likely offers free tiers or open-source components for commercial use. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
scraping-python · GitHub Topics · GitHub unknown
scraping GitHub topic page for scraping-python - cannot determine specific license or commercial use policy from the general topic listing meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
web-scraping-python · GitHub Topics unknown
scraping GitHub topic page for web scraping Python - this is a collection of repositories, not a specific tool. License varies by individual repository in the collection. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
The very basics of XPath for web scraping: less than 1% of XPath language to scrape more than 90% of pages – Trickster Dev unknown
scraping Based on the description focusing on basic XPath tutorial content for web scraping, this appears to be educational material that would likely be freely available and suitable for commercial use. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
ktmatu - All-In-One Page CEDICT Chinese-English Dictionary in traditional Chinese unknown
scraping The tool appears to be a dictionary database derived from CEDICT, which is typically released under CC BY-SA 4.0 license allowing commercial use with attribution. The tool itself seems to be a web-based interface for accessing this dictionary data. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
What are the current best Python libs for Web Scraping and why? unknown
scraping This is a Reddit discussion thread about Python web scraping libraries, not a specific tool. The content discusses libraries like BeautifulSoup, Scrapy, Selenium, etc., but doesn't indicate any particular license status for the discussion itself or the libraries mentioned. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Best Python Web Scraping Libraries in 2024 - GeeksforGeeks unknown
scraping The article lists Python web scraping libraries but doesn't specify individual library licenses. While many scraping tools are open source, the commercial safety cannot be determined from this general overview article alone. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Personal-scale Web scraping for fun and profit | BHMT unknown
scraping The article discusses personal-scale web scraping but doesn't specify the licensing details of the tool itself. Without knowing the specific license terms of the BHMT scraping tool, whether it's free, open-source, or commercial, the commercial safety cannot be determined. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Top Python Web Scraping Libraries 2026 - capsolver.com unknown
scraping The article discusses Python web scraping libraries but doesn't specify licensing details for the tools mentioned. Capsolver.com appears to be a commercial service provider, and the article is likely promoting paid solutions rather than free/open-source tools. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
5 Best Free Web Scraping Tools for 2026 - ScrapingBee unknown
scraping The article lists free web scraping tools but doesn't specify the licensing details or commercial use permissions of the specific tools mentioned. ScrapingBee itself appears to be a paid service with free tiers, so commercial safety cannot be determined from the provided information. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
What is the best library for website scraping? : r/Python - Reddit unknown
scraping This is a Reddit discussion thread about Python web scraping libraries, not a specific tool. The post itself is likely free to access and use, but the actual libraries discussed (like BeautifulSoup, Scrapy, Selenium) would need individual license verification for commercial use. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified

automation (19)

automatisch commercial-safe
automation AGPLv3 core (commercial OK unmodified) sandbox-eval

license verified from source; smoke-tested
Self-hosted alternative to IFTTT or Zapier, workflow automation tool unknown
automation Based on the Reddit post title and description, this appears to be a self-hosted workflow automation tool similar to IFTTT/Zapier, but the specific licensing details aren't clear from the provided information. Self-hosted tools may have various licensing models, and without explicit license information, it's difficult to determine commercial safety. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Best Self-Hosted Automation Tools (2026) | Automation Atlas unknown
automation The page appears to be a comparison/overview tool listing self-hosted automation tools rather than being the automation tool itself. Without specific licensing information for the listed tools or the page's own license, it's impossible to determine commercial safety. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Task Automation Tools unknown
automation The link provided is to a LinkedIn article about task automation tools rather than a specific tool URL, making it impossible to determine the licensing details or commercial suitability of a particular tool. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Build Your Own Zapier on Any Server - Open Source Alternatives unknown
automation Open source workflow automation tool similar to Zapier, likely MIT or Apache licensed which permits commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
n8n: AI Workflow Automation Platform restricted
automation Sustainable Use License (fair-code) meta-discover

DROPPED: commercial use needs paid license
Enterprise API Testing — Self-Hosted LLM | Total Shift Left unknown
automation Self-hosted LLM with enterprise API testing capabilities suggests proprietary commercial licensing model rather than open source meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Automation - awesome-selfhosted unknown
automation The tool is a curated list/tag page for self-hosted automation tools, not the actual software itself. The license status cannot be determined from this listing alone. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Best Self-Hosted Automation Tools 2026 | Automation Atlas unknown
automation The page appears to be a comparison/overview article rather than describing specific tool licenses. The tools mentioned are likely commercial products with varying licensing models, but the article itself doesn't provide clear information about open-source or commercial licensing terms for the tools listed. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Help desk automation: A full guide + top 16 platforms unknown
automation This appears to be a commercial help desk software guide referencing Zendesk, which is a paid enterprise solution. The guide itself may be free, but the platforms discussed are typically commercial products. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
The Browser Your AI Agents Run On | Browserless unknown
automation Browserless appears to be a commercial service with paid tiers and does not appear to be open source meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
This open-source automation tool made me forget about Zapier ... unknown
automation open-source tool mentioned in article, likely MIT/GPL compatible for commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Top 10 Open-Source Workflow Automation Software in 2026 unknown
automation Open-source workflow automation tools listed are typically licensed under MIT, Apache 2.0, or similar permissive licenses suitable for commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
5 best open-source/self-hosted automation tools - Reddit unknown
automation Open-source tools mentioned are likely MIT, GPL, or similar permissive licenses suitable for commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Clients for the Music Player Daemon unknown
automation MPD is licensed under GPL, which allows commercial use with proper attribution and source code distribution meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Michigan Terminal System (MTS) notes unknown
automation Based on the Michigan Terminal System (MTS) being a legacy terminal emulation system for IBM mainframes, it appears to be proprietary software with no indication of open source licensing. The tool is designed for specific enterprise mainframe automation tasks rather than general web scraping or LLM integration. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Self Hosted Automation Tools in August 2025 - Matt Ferrante unknown
automation The article discusses self-hosted automation tools but doesn't specify particular tool licenses or commercial usage rights for the tools mentioned. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
prst.ai - self-hosted AI automation tool unknown
automation Self-hosted AI automation tool suggests open source licensing model commonly used for commercial self-hosting meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
5 best open-source/self-hosted automation tools - Indie Hackers unknown
automation Open-source automation tools mentioned are typically licensed under permissive licenses like MIT, Apache, or GPL which allow commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified

local-llm (10)

Build AI Agents Locally with Ollama: No API Costs (2026 Guide) unknown
local-llm Based on Ollama's licensing model and the guide's focus on local AI agent development without API costs, this appears to be commercial use friendly meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Step-by-Step Guide: Coding with a Local LLM or AI Agent - Medium unknown
local-llm The article describes a guide for coding with local LLMs/agents but doesn't specify the licensing details of the tools mentioned, making it impossible to determine commercial safety without examining the specific software being referenced. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
LocalAI unknown
local-llm MIT license meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Your local LLM agents can be just as good as closed-source models unknown
local-llm Based on the Reddit post title and content about local LLM agents being as good as closed-source models, this appears to be discussing local LLM capabilities, but the specific licensing details for commercial use are not clear from the provided information. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Using local LLMs for agentic coding - Alex Ewerlöf Notes unknown
local-llm Based on the context of local LLM usage for agentic coding and the general open-source nature of local LLM frameworks like Llama.cpp, llamafile, and similar tools, this appears to be commercially safe meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Building AI Agents with Local LLMs: A Practical Guide unknown
local-llm The URL points to a guide/tutorial document about building AI agents with local LLMs, but doesn't contain specific licensing information about the tools or frameworks mentioned in the guide. The content appears to be educational rather than a downloadable tool itself. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
local-llm · GitHub Topics · GitHub unknown
local-llm GitHub topics page listing - no explicit license information available for the general category meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Ollama unknown
local-llm AGPL v3 license allows commercial use with attribution requirements meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Building AI Agents with Local Small Language Models unknown
local-llm The article discusses building AI agents with local small language models but doesn't specify the licensing details of the tools or frameworks mentioned, making it impossible to determine commercial safety without further investigation of the specific implementations discussed. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
rafska/awesome-local-llm - GitHub unknown
local-llm GitHub repository with MIT license meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified

mcp (27)

Agoda Launches Open-Source API Agent to Simplify MCP Server Integrations unknown
mcp Open-source API agent for MCP server integrations suggests permissive licensing suitable for commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Awesome MCP Servers unknown
mcp MCP servers are typically built around the Model Control Protocol which is an open standard, and the tooling is generally available under permissive licenses suitable for commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
30+ MCP Ideas with Complete Source Code - DEV Community unknown
mcp Complete source code provided on DEV Community suggests open source nature, likely MIT or similar permissive license suitable for commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Best Free Open-Source MCP Servers (2026 Guide) unknown
mcp Open source MCP servers listed in the guide are typically licensed under permissive open source licenses like MIT or Apache 2.0 which allow commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Best Free MCP Servers in 2026 — Top Open Source Picks unknown
mcp Open source MCP servers listed in the article are typically licensed under permissive open source licenses like MIT or Apache 2.0 which allow commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Open-Source MCP Servers - Glama unknown
mcp Open-source MCP servers distributed by Glama under permissive licenses suitable for commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Best Open Source Model Context Protocol (MCP) Servers 2026 unknown
mcp Open source model context protocol servers listed on SourceForge suggest GPL or similar copyleft licenses commonly used for commercial-safe open source projects meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Top 8 Open Source MCP Servers for AI Agents (2026 Guide) | Fastio unknown
mcp Open source MCP servers listed in the guide are typically licensed under permissive open source licenses like MIT or Apache 2.0 which allow commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
What is the Model Context Protocol (MCP)? unknown
mcp MCP appears to be an open protocol specification with MIT license indicated on the website, making it suitable for commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
r/mcp on Reddit: What are the best free MCP servers you’re actually using with ChatGPT / Claude? unknown
mcp The post discusses MCP servers but doesn't specify license details of the actual tools mentioned. MCP (Model Control Protocol) implementations vary in their licensing terms and commercial usage policies. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Why we open sourced our MCP server, and what it means for you unknown
mcp Open source licensing for MCP server implementation meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
The MCP Server Stack: 10 Open-Source Essentials for 2026 - Medium unknown
mcp Open-source essentials mentioned in the article suggest these are likely MIT or similar permissive licenses suitable for commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
punkpeye/awesome-mcp-servers - GitHub unknown
mcp GitHub repository with MIT license meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
A directory of open-source MCP servers : r/ClaudeAI - Reddit unknown
mcp Open-source directory of MCP servers, likely MIT/GPL licensed content meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
5 Open-Source MCP Servers That Actually 10x Your GitHub Copilot ... unknown
mcp Open source MCP servers mentioned in the article are likely licensed under permissive open source licenses suitable for commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Welcome to Open Source MCP Servers for AWS - awslabs.github.io unknown
mcp Open source project hosted by AWS labs with permissive licensing suitable for commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
GitHub - awslabs/mcp: Open source MCP Servers for AWS unknown
mcp Open source MCP Servers for AWS released under Apache 2.0 license which permits commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
What is the Model Context Protocol (MCP)? - Model Context Protocol unknown
mcp MCP appears to be an open protocol specification with MIT license indicated on the website, making it suitable for commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
MCP servers - OpenCode unknown
mcp OpenCode appears to be an open-source project based on the documentation URL structure and typical naming conventions for open-source tools, and the MCP (Model Control Protocol) servers are generally designed as open-source components for commercial use. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
This Open-Source MCP Server Just Gave Your Codebase a Photographic Memory - Linked in unknown
mcp Open-source MCP server mentioned in article, likely MIT or similar permissive license meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Top 100 MCP Servers Leaderboard unknown
mcp The tool appears to be a leaderboard for MCP (Model Control Protocol) servers, but the underlying licenses of the individual servers listed are not specified in the public leaderboard format. Without knowing the specific licensing terms of each server's software, it's impossible to determine if they're free+open-source for commercial use. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
700+ Open Source MCPs — Use them on Activepieces now unknown
mcp Open source MCPs listed on Activepieces platform suggest commercial use is permitted under open source licenses meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
MCP.so - MCP Marketplace unknown
mcp MCP.so appears to be a commercial marketplace service with paid tiers and enterprise offerings, not open source meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
오픈 소스 스튜디오 MCP 서버 소개 unknown
mcp Open source studio MCP server suggests MIT or similar permissive license commonly used for commercial safe open source projects meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Top Free & Open Source MCP Servers (with Technical Comparison) unknown
mcp The article discusses free and open source MCP servers, indicating these tools are likely licensed under permissive open source licenses suitable for commercial use. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Top Open-Source MCP Servers and SDKs to Explore: Your Gateway ... unknown
mcp Open-source MCP servers and SDKs mentioned in the article are typically licensed under permissive open-source licenses like MIT or Apache 2.0 which allow commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
modelcontextprotocol/servers: Model Context Protocol ... - GitHub unknown
mcp MIT license meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified

agent-framework (11)

Choosing the Right LLM Agent Framework in 2026 - Botpress unknown
agent-framework Botpress is a commercial platform with open-source components available under Apache 2.0 license, allowing for commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Build a More Secure, Always-On Local AI Agent with OpenClaw and ... unknown
agent-framework NVIDIA's OpenClaw and Nemoclaw appear to be part of NVIDIA's ecosystem offerings with unclear commercial licensing terms for third-party use. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Using Local Coding Agents - by Sebastian Raschka, PhD unknown
agent-framework The article describes using local coding agents with LLMs but doesn't specify the licensing details of the underlying tools or frameworks. The tool appears to be a demonstration or tutorial rather than a specific downloadable tool with clear commercial licensing terms. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
AutoAgent: Fully-Automated and Zero-Code LLM Agent Framework unknown
agent-framework MIT license on GitHub repository meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
LLM Agents: A Complete Guide | Salesforce unknown
agent-framework Salesforce AgentForce appears to be a proprietary platform with no clear indication of open-source licensing for commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Local AI Agents In 26 Minutes - YouTube unknown
agent-framework Video demonstrates Local AI Agents concept but doesn't specify particular tool's license or commercial suitability meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
GitHub - InternLM/lagent: A lightweight framework for building LLM ... unknown
agent-framework MIT license indicated on GitHub repository meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
The best AI agent frameworks in 2026 - LangChain unknown
agent-framework LangChain is licensed under the MIT license which permits commercial use, modification, and distribution meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Getting Started with LM Studio & Agent Framework for .NET Developers unknown
agent-framework The post describes using LM Studio with an agent framework for .NET developers, but doesn't specify the licensing details of the underlying frameworks or tools. LM Studio itself is open source, but the specific agent framework mentioned isn't clearly identified in the provided information. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Top 10 Open Source AI Agents You Can Run Locally (2026) - Fastio unknown
agent-framework Open source AI agents listed are typically licensed under permissive licenses like MIT or Apache 2.0 which allow commercial use meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
A curated list of awesome LLM agents frameworks. - GitHub unknown
agent-framework GitHub repository with MIT license meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified

other (13)

MOO Resources unknown
other meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Best Local LLM Runners for Agents (2025 Benchmarks) | Fastio unknown
other meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
GNU.Support website about GNU Operating Systems unknown
other GNU Support is a documentation and resource website for GNU operating systems, not a development tool itself. The site contains documentation that is typically licensed under Creative Commons Attribution-ShareAlike 3.0 Unported License which allows commercial use but requires attribution and sharing under the same license. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Find the best software and applications to self-host unknown
other Website appears to be a curated directory/resource listing rather than a downloadable tool or library with explicit licensing information available for commercial use determination. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
136 facts every web dev should know before they burn out and turn to landscape painting or nude modelling unknown
other The content appears to be a blog post or article about web development topics rather than a downloadable tool or software. The URL links to a personal website/blog, and there's no indication of software distribution or licensing information that would determine commercial safety. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Self-Hosted Software and Apps unknown
other Self-hosted software platform without specific license information provided for commercial use determination meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
USENIX - USA User Groups unknown
other This appears to be a membership directory/organization website for USENIX user groups, not a development tool. The content seems to be educational/corporate membership information rather than a software tool for developers. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Self-Hosted ETL Software for Business | Advanced ETL Processor unknown
other Need to check specific licensing terms for commercial use - website doesn't clearly indicate open source status or commercial licensing details meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
MUCK Reference Manual for FBMuck 6.00 unknown
other This appears to be documentation for FBMuck, a MUCK (Multi-User Construction Kit) server software. The reference manual itself is likely not the actual tool but rather documentation for a specific MUCK implementation. FBMuck is typically proprietary software with commercial restrictions. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
DeepEval - The LLM Evaluation Framework unknown
other DeepEval appears to be a commercial evaluation framework with paid plans and enterprise licensing options, not open source meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
LL.M Titul | Master of Laws - Ústav práva a právní vědy unknown
other This appears to be a legal research tool or database from a Czech law school, likely not free/open-source and probably has commercial licensing restrictions for legal databases. meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Programovací jazyk Python - Programovací jazyk Python unknown
other Python is open source under PSF license, freely usable for commercial purposes meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified
Awesome Selfhosted - GitHub unknown
other MIT license, per repository license file meta-discover

license_risk was 'unknown' in note; LLM-heuristic, not verified