Skill comparison

Compare agent skills before installing.

Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.

Comparing 4 skills

Use this as a shortlist, then open the skill detail page before adopting.

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Decision summary

Khoj is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.

Strongest overall

Khoj

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Fastest prototype

Khoj

Best first install candidate based on install readiness and adoption.

Freshest repo

Awesome Opensource AI

Most recent maintenance signal among this shortlist.

SignalHaystack

Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.

SurfSense

An open source, privacy focused alternative to NotebookLM for teams with no data limits. Join our Discord: https://discord.gg/ejRNvftDp9

Awesome Opensource AI

Curated list of the best truly open-source AI projects, models, tools, and infrastructure.

Khoj

Your AI second brain. Self-hostable. Get answers from the web or your docs. Build custom agents, schedule automations, do deep research. Turn any online or local LLM into your personal, autonomous AI (gpt, claude, gemini, llama, qwen, mistral). Get started - free.

Quality
100/100
Excellent
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Adoption26K stars
Verified outcomes are shown on each skill page
15K stars
Verified outcomes are shown on each skill page
4.6K stars
Verified outcomes are shown on each skill page
35K stars
Verified outcomes are shown on each skill page
FreshnessJun 12, 2026Jun 27, 2026Aug 18, 2026Jun 24, 2026
Use-case fit
Workflow fit
Platform hintsMDX, RAG, Claude Code, OpenAI AgentsPython, RAG, Claude Code, LangChainPython, RAG, Claude CodePython, RAG, Claude Code, OpenAI Agents
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forRAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signalsRAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signalsRAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signalsRAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
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Install
$ npx skills add deepset-ai/haystack
$ npx skills add MODSetter/SurfSense
$ npx skills add alvinreal/awesome-opensource-ai
$ npx skills add khoj-ai/khoj