Memory Fabric
This orchestration layer sits between Claude and the memory MCP server to handle the messy parts of knowledge graph queries: parsing natural language into entity searches, deduplicating results above 85% similarity, and boosting scores when entities cross-reference each other. It ranks everything by recency times relevance times source authority, then hands back unified results. You'd reach for this when basic memory search isn't cutting it and you need multi-hop graph traversal or entity relationship tracking. The complexity is high and it's not user-invocable, so it's really infrastructure for other skills that need smarter memory retrieval. Think of it as a query optimization layer that prevents you from missing relevant context scattered across your knowledge graph.
- skills.sh installs
- 243
- GitHub stars
- 301
- last updated
- Aug 21, 2026
Install
$ npx -y skills add yonatangross/orchestkit --skill memory-fabric --agent claude-codeInstalls into .claude/skills of the current project.
Files
Memory Fabric - Graph Orchestration
Knowledge graph orchestration via mcp__memory__* for entity extraction, query parsing, deduplication, and cross-reference boosting.
Overview
- Comprehensive memory retrieval from the knowledge graph
- Cross-referencing entities within graph storage
- Ensuring no relevant memories are missed
- Building unified context from graph queries
Architecture Overview
Sponsors
Agent CaffeineSponsoredClose your lid, come back to finished work
SnugSponsoredThe clipboard manager for the AI eraPromote your product hereReach 125k+ visitors monthly
WaxSponsoredBlock anything with supervision, without erasing your iPhonePromote your product hereReach 125k+ visitors monthly
knobsSponsoredSee your site on any phone, any day, in any languageDetails
- Repository
- github.com/yonatangross/orchestkit
- Category
- Automation & Workflows
- First seen
- Jun 3, 2026
More from yonatangross/orchestkit
All 61- Multimodal Llm242
- Database Patterns238
- Architecture Patterns236
- Performance232
- Github Operations228
- Remember228
- Doctor227
- React Server Components Framework227
- Web Research Workflow227
- Explore224
- Errors223
- Issue Progress Tracking221
- Release Management220
- Fix Issue217
- Review Pr217
- Llm Integration216
- I18n Date Patterns215
- Task Dependency Patterns214
- Api Design211
- Assess211
- Analytics210
- Commit210
- Skill Evolution210
- Verify210
Recommended
More Automation & Workflows
surrealdb24601/surreal-skillsExpert SurrealDB 3 skill. Use when working with SurrealDB, SurrealQL queries, multi-model data modeling (document, graph, vector, time-series, geospatial), sche242skills.sh installs
adaptyvdavila7/claude-code-templatesCloud laboratory platform for automated protein testing and validation. Use when designing proteins and needing experimental validation including binding assays242skills.sh installs
audiobook-productionguia-matthieu/clawfu-skillsMaster ACX-compliant audiobook production using Audible's technical standards and Richard Mayer's multimedia learning principles for engaging, professional audi242skills.sh installsai-video-conceptguia-matthieu/clawfu-skillsDéveloppez une idée créative et structurez un script vidéo optimisé pour la génération IA, en suivant la méthode des scènes de 8 secondes de PJ Ace. Use when: *241skills.sh installszarr-pythondavila7/claude-code-templatesChunked N-D arrays for cloud storage. Compressed arrays, parallel I/O, S3/GCS integration, NumPy/Dask/Xarray compatible, for large-scale scientific computing pi239skills.sh installspylabrobotdavila7/claude-code-templatesLaboratory automation toolkit for controlling liquid handlers, plate readers, pumps, heater shakers, incubators, centrifuges, and analytical equipment. Use this238skills.sh installs