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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

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

Strongest overall

Manticoresearch

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

Fastest prototype

Manticoresearch

Best first install candidate based on install readiness and adoption.

Freshest repo

Manticoresearch

Most recent maintenance signal among this shortlist.

SignalCaiss

一款简单好用的 跨平台/多语言的 相似向量/相似词/相似句 高性能检索引擎。欢迎star & fork。Build together! Power another !

Deeplake

Deeplake is AI Data Runtime for Agents. It provides serverless postgres with a multimodal datalake, enabling scalable retrieval and training.

Manticoresearch

Easy to use open source fast database for search | Good alternative to Elasticsearch | Drop-in replacement for E in the ELK stack

Similarities

Similarities: a toolkit for similarity calculation and semantic search. 相似度计算、匹配搜索工具包，支持亿级数据文搜文、文搜图、图搜图，python3开发，开箱即用。

Quality
49/100
Needs review
100/100
Excellent
100/100
Excellent
77/100
Strong
Decision verdict
51/100
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.

88/100
Production-ready

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

Adoption549 stars
0 installs
9.2K stars
0 installs
12K stars
0 installs
901 stars
0 installs
FreshnessDec 3, 2022May 21, 2026Jun 16, 2026Mar 5, 2026
Use-case fit
RAG and knowledgeCoding agentsBrowser automation
RAG and knowledgeCoding agentsWorkflow automation
RAG and knowledgeResearch agentsCoding agents
RAG and knowledgeCoding agentsWorkflow automation
Stack fit
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
RAG knowledge baseResearch report agent
RAG knowledge baseContent growth agent
Platform hintsC++, Search, Claude CodeC++, Vector Search, Claude CodeC++, Search, Claude CodePython, Search, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo major risk signals from current metadataNo 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 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
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Install
$ npx skills add ChunelFeng/caiss
$ npx skills add activeloopai/deeplake
$ npx skills add manticoresoftware/manticoresearch
$ npx skills add shibing624/similarities