ingest vs memory-policy
ingest and memory-policy are both search and web skills. memory-policy scores higher (82 vs 68 out of 100). memory-policy has more GitHub stars (5.0k), and ingest was updated more recently (2 days ago). The table compares them side by side.
| ingest | memory-policy | |
|---|---|---|
| Score | 68 / 100 | 82 / 100 |
| What it does | Process unstructured documents into search-ready chunks. Use this skill when the user wants to process PDFs or unstructured documents into JSONL chunks using Docling. Activate even if the user says document processing, chunking, Docling, PDF processing, or chunk quality evaluation. For cloud-scale ingestion via OSIS pipelines, see cloud/managed-ingestion-service. | Use when deciding whether to search Zep memory for user preferences. |
| Publisher | Community: opensearch-project | Community: getzep |
| Grades | Maintenance A, Licence A, Quality B | Maintenance A, Licence A, Quality A |
| npm downloads a week | Not on npm | Not on npm |
| Runs | Skill | Skill |
| Works with | Claude Code, Claude apps | Claude Code, Claude apps |
| GitHub stars | 60 | 4,966 |
| Last commit | 20 Oct 2026 | 14 Oct 2026 |
| Licence | Apache-2.0 | Apache-2.0 |
| Listed since | 20 Oct 2026 | 19 Oct 2026 |
| Install ingest | Install memory-policy |
Questions
Is ingest or memory-policy more popular?
memory-policy has more GitHub stars: 4,966.
Can I use ingest and memory-policy together?
Yes. AI assistants can load several skills at once. Install both and the assistant picks the right one for each task.