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
Meilisearch is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
Meilisearch
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Meilisearch
Best first install candidate based on install readiness and adoption.
Freshest repo
Meilisearch
Most recent maintenance signal among this shortlist.
| Signal | Cocoindex Incremental engine for long horizon agents 🌟 Star if you like it! | Txtai 💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows | Meilisearch A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications. | Memvid Memory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give your agents instant retrieval and long-term memory. |
|---|---|---|---|---|
| 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. |
| Adoption | 10K stars Verified outcomes are shown on each skill page | 13K stars Verified outcomes are shown on each skill page | 59K stars Verified outcomes are shown on each skill page | 16K stars Verified outcomes are shown on each skill page |
| Freshness | Jun 19, 2026 | Jun 22, 2026 | Jul 18, 2026 | May 27, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Rust, Semantic Search, Claude Code | Python, Semantic Search, Claude Code | Rust, Semantic Search, Claude Code | Rust, Semantic Search, Claude Code |
| Warnings | No major risk signals from current metadata | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | 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 | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | 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 | teams that need a vendor-supported SLA · high-compliance environments without internal security review |
| OpenAgentSkill engagement | 7 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add cocoindex-io/cocoindex | $ npx skills add neuml/txtai | $ npx skills add meilisearch/meilisearch | $ npx skills add memvid/memvid |