Open source alternatives to identify-assumptions-existing
24 open source AI Skills apps to use instead, best rated first.
Top picks
- G

github-ops
Launchgithub-ops is an agent skill from the ECC collection by affaan-m, listed on skills.sh. It manages a GitHub repository with a focus on community health, CI reliability and the experience of contributors. It covers triaging issues by classify
Open source
- O

opensource-pipeline
Launchopensource-pipeline is an agent skill from the ECC collection by affaan-m, listed on skills.sh. It prepares a private project for safe public release through a three-stage pipeline. The fork stage strips secrets from a copy. The sanitise st
Open source
- A

andrej-karpathy-skills
Launchandrej-karpathy-skills is a single CLAUDE.md file from the multica-ai project that is meant to improve how Claude Code behaves on coding tasks. It is derived from Andrej Karpathy's public observations about LLM coding pitfalls. The file dis
Open source
- M

microsoft/markitdown
Launchmarkitdown-mcp is the MCP server package for MarkItDown, Microsoft's tool for converting many file formats to Markdown for language models. It is a lightweight server that runs over stdio, Streamable HTTP or SSE, and exposes one tool, conve
Open source
- O

od-contribute
Launchod-contribute is an agent skill in the OpenDesign project that provides a guided, one-click contribution flow to the OpenDesign repository, written so that people without a coding background can send a real pull request. It is locked to the
Open source
- G

github-deep-research
Launchgithub-deep-research is an agent skill from the DeerFlow project that researches a single GitHub repository in several rounds and writes a report in Markdown. It is for requests that need more than a README summary, such as a comprehensive
Open source
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modelcontextprotocol/server-memory
Knowledge graph-based persistent memory for maintaining context

netdata/netdata#Netdata
Discovery, exploration, reporting and root cause analysis over Netdata metrics

Learn Claude Code
by shareAI-lab - A really interesting analysis of how coding agents like Claude
About identify-assumptions-existing

identify-assumptions-existing
Identify risky assumptions
identify-assumptions-existing is an agent skill that acts as a devil's advocate for a feature idea in a product that already exists. It surfaces the risky assumptions behind the idea across four risk areas: value, usability, viability and feasibility. The skill argues from three perspectives, those of the product manager, the designer and the engineer, and asks why each might fail. The product manager's view covers business viability, market fit and strategic alignment. The designer's view covers usability, user experience and barriers to adoption. The engineer's view covers technical feasibility. You describe your product, your objective, the market segment and the feature idea, and if you provide designs, PRDs or research, the skill reads them first. The result is a list of assumptions to test before the team commits to building. It is part of the pm-skills collection by phuryn and is listed on skills.sh as free.
- Price
- Free
- Made by
- phuryn
- Category
- AI Skills
- Website
- github.com/phuryn/pm-skills/identify-assumptions-existing











