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.

Add more skills

Decision summary

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

Strongest overall

Searx

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

Fastest prototype

Searx

Best first install candidate based on install readiness and adoption.

Freshest repo

Txtai

Most recent maintenance signal among this shortlist.

SignalUnsupervised Passage Reranking

Code, datasets, and checkpoints for the paper "Improving Passage Retrieval with Zero-Shot Question Generation (EMNLP 2022)"

Searx

Privacy-respecting metasearch engine

FlagEmbedding

Retrieval and Retrieval-augmented LLMs

Txtai

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows

Quality
41/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
31/100
Needs manual review

Do a manual repository review before adding this to an agent workflow.

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.

Adoption101 stars
0 installs
14K stars
0 installs
12K stars
0 installs
13K stars
0 installs
FreshnessNov 27, 2022May 14, 2026Apr 22, 2026Jun 22, 2026
Use-case fit
Stack fit
Platform hintsPython, Reranking, Claude CodePython, Search, Claude CodePython, Embeddings, Claude CodePython, Semantic Search, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo major risk signals from current metadata
Best forRAG and knowledge workflows · Claude Code teams · builders willing to evaluate younger projectsRAG 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 require actively maintained dependencies · production agents without a repository 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
OpenAgentSkill engagement0 views
0 install copies
0 views
0 install copies
0 views
0 install copies
3 views
0 install copies
Install
$ npx skills add DevSinghSachan/unsupervised-passage-reranking
$ npx skills add searx/searx
$ npx skills add FlagOpen/FlagEmbedding
$ npx skills add neuml/txtai