Comparison
aquila vs skills
Verdict
Pick aquila if aquila is an efficient neural search engine designed for indexing latent vectors and JSON metadata while performing k-NN searches; pick skills if skills for Qdrant vector search provide tools for scaling, performance tuning, model migration, and more.
Markdown twin · aquila alternatives · skills alternatives
GraphCanon updated 2w
Trust & integrity
| Signal | aquila | skills |
|---|---|---|
| Maintenance | Dormant (817d since push) As of 3w · github_public_v1 | Very active (0d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 3w · github_public_v1 | Not a fork · Organization account As of 2w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- aquila
- Efficient Neural Search Engine
- skills
- Agent skills for Qdrant vector search, including scaling, performance optimization, and model migration.
Stars
- aquila
- 379
- skills
- 220
Forks
- aquila
- 26
- skills
- 26
Open issues
- aquila
- 13
- skills
- 17
Language
- aquila
- HTML
- skills
- Shell
Adopt for
- aquila
- Aquila is an efficient neural search engine designed for indexing latent vectors and JSON metadata while performing k-NN searches.
- skills
- Skills for Qdrant vector search provide tools for scaling, performance tuning, model migration, and more.
Persona
- aquila
- -
- skills
- -
Runtime
- aquila
- -
- skills
- -
License
- aquila
- -
- skills
- Apache-2.0
Last pushed
- aquila
- May 6, 2024
- skills
- Aug 5, 2026
Categories
- aquila
- Data & Retrieval, Vector Databases
- skills
- AI Agents, Vector Databases
Trust and health
Maintenance
- aquila
- Dormant (18%)
- skills
- Very active (96%)
Days since push
- aquila
- 817d
- skills
- 0d
Open issues (now)
- aquila
- 13
- skills
- 17
Full report
- aquila
- Trust report
- skills
- Trust report
Choose aquila if…
- aquila is primarily HTML; skills is Shell.
- Tags unique to aquila: approximate-nearest-neighbor-search, embedding, faiss, feature-vectors.
- Also covers Data & Retrieval.
- When deploying a solution that requires the processing of feature vectors in image or video search contexts, where efficiency in approximate nearest neighbor search is necessary
When NOT to use aquila
- If the development team lacks experience with Docker, as Aquila's setup heavily relies on Docker images to run locally or in a big data configuration
- In scenarios where strict control over metadata and vector indexing is required beyond what JSON and latent vectors can provide
Choose skills if…
- skills is primarily Shell; aquila is HTML.
- Tags unique to skills: agent-skills, ai-agents, embeddings, hybrid-search.
- Also covers AI Agents.
- Need help with optimizing or expanding your Qdrant deployment beyond millions of vectors
When NOT to use skills
- Your Qdrant instance is performing well with fewer than a million vectors
- Looking for help beyond vector search, such as database type selection or general AI agent tasks
- Seeking advice on non-Qdrant-specific issues like cloud infrastructure setup outside of integration
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (Aquila-Network/aquila) · observed Aug 2, 2026
- GitHub forks (Aquila-Network/aquila) · observed Aug 2, 2026
- Last push (Aquila-Network/aquila) · observed May 6, 2024
- License file (unknown) · observed Aug 2, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (qdrant/skills) · observed Aug 6, 2026
- GitHub forks (qdrant/skills) · observed Aug 6, 2026
- Last push (qdrant/skills) · observed Aug 5, 2026
- License file (Apache-2.0) · observed Aug 6, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: aquila 379 · skills 220 (synced Aug 2, 2026).
Common questions
- What is the difference between aquila and skills?
- aquila: Efficient Neural Search Engine. skills: Agent skills for Qdrant vector search, including scaling, performance optimization, and model migration.. See the comparison table for live GitHub stats and shared categories.
- When should I choose aquila over skills?
- Choose aquila over skills when aquila is primarily HTML; skills is Shell; Tags unique to aquila: approximate-nearest-neighbor-search, embedding, faiss, feature-vectors; Also covers Data & Retrieval; When deploying a solution that requires the processing of feature vectors in image or video search contexts, where efficiency in approximate nearest neighbor search is necessary.
- When should I choose skills over aquila?
- Choose skills over aquila when skills is primarily Shell; aquila is HTML; Tags unique to skills: agent-skills, ai-agents, embeddings, hybrid-search; Also covers AI Agents; Need help with optimizing or expanding your Qdrant deployment beyond millions of vectors.
- When should I avoid aquila?
- If the development team lacks experience with Docker, as Aquila's setup heavily relies on Docker images to run locally or in a big data configuration In scenarios where strict control over metadata and vector indexing is required beyond what JSON and latent vectors can provide
- When should I avoid skills?
- Your Qdrant instance is performing well with fewer than a million vectors Looking for help beyond vector search, such as database type selection or general AI agent tasks Seeking advice on non-Qdrant-specific issues like cloud infrastructure setup outside of integration
- Is aquila or skills more popular on GitHub?
- aquila has more GitHub stars (379 vs 220). Stars measure visibility, not whether either tool fits your constraints.
- Are aquila and skills open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to aquila or skills?
- GraphCanon lists graph-backed alternatives at aquila alternatives and skills alternatives (aquila markdown twin, skills markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, aquila or skills?
- aquila: Dormant. skills: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for aquila and skills?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: aquila trust report; skills trust report.