Open source alternatives to content-hash-cache-pattern
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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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 content-hash-cache-pattern

content-hash-cache-pattern
Cache expensive file processing results using SHA-256 content hashes
content-hash-cache-pattern is an agent skill from the ECC collection by affaan-m, listed on skills.sh. It teaches a pattern for caching expensive file processing, such as PDF parsing, text extraction and image analysis, using a SHA-256 hash of the file's content as the cache key. Because the key is the content and not the path, cached results survive moves and renames, and they are invalidated automatically when the content changes. The skill includes how to add a --cache or --no-cache option to a CLI, and how to wrap existing pure functions with caching without changing them. A service-layer separation is part of the pattern. It applies when a pipeline reprocesses the same files and the processing cost is high. A skill is a SKILL.md file of instructions that an AI agent loads when a task calls for it. It is free and open source.
- Price
- Free
- Made by
- affaan-m
- Category
- AI Skills
- Website
- github.com/affaan-m/ecc/content-hash-cache-pattern











