Skill comparison
Compare agent skills before installing.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
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.
| Signal | Unsupervised 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. |
| Adoption | 101 stars 0 installs | 14K stars 0 installs | 12K stars 0 installs | 13K stars 0 installs |
| Freshness | Nov 27, 2022 | May 14, 2026 | Apr 22, 2026 | Jun 22, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Reranking, Claude Code | Python, Search, Claude Code | Python, Embeddings, Claude Code | Python, Semantic Search, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata |
| Best for | RAG and knowledge workflows · Claude Code teams · builders willing to evaluate younger projects | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that require actively maintained dependencies · production agents without a repository review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review |
| OpenAgentSkill engagement | 0 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 |