Rag Demos
Repository: rag_demos
Author: dappros · Source status: Clear source
Examples of RAG (Retrieval-Augmented Generation) with Ethora, LangChain, and OpenAI.
Score basis:Clear source · Low risk signals · Universal
Compare skills
Pick 2–4 skills and compare what really matters: fit, risk, install effort, and community signal.
Comparison matrix
Highlights show current best; tooltip explains diff/best rules.
SAS-v2.1 diff rules / risk tag notes
Start with the matrix. Open this section when you need to understand audit grades, top threats, control gaps, and best-value highlights.
Suggested baseline
Search to add skills, or paste 2–4 comma-separated slugs.
How differences are detected
A row is marked different when selected skills have distinct values. Only-differences mode hides rows that are identical.
How best values are highlighted
Audit score, evidence confidence, trust score, and community signal prefer higher values; execution risk and install friction prefer lower values.
How to read risk tags
Risk tags come from SAS-v2.1 public-evidence signals and point to command, network, secret, context, or supply-chain items to review before install.
Selected audit signals
feishu-docx
Execution risk:High
Threat tags:unexpected code execution, identity privilege abuse, data exfiltration
Control gaps:missing license, broad permissions, shell without guardrails
TidGi-Desktop
Execution risk:High
Threat tags:unexpected code execution, data exfiltration, memory context poisoning
Control gaps:missing license, broad permissions, shell without guardrails
serena
Execution risk:High
Threat tags:unexpected code execution, data exfiltration, memory context poisoning
Control gaps:missing license, broad permissions, shell without guardrails
| Dimension | feishu-docx | TidGi-Desktop | serena |
|---|---|---|---|
| SAS-v2.1 pre-install audit | |||
Audit grade | D · Limited evidence | C · Review first | C · Review first |
Execution risk | High | High | High |
Threat tags | unexpected code execution, identity privilege abuse, data exfiltration | unexpected code execution, data exfiltration, memory context poisoning | unexpected code execution, data exfiltration, memory context poisoning |
Control gaps | missing license, broad permissions, shell without guardrails | missing license, broad permissions, shell without guardrails | missing license, broad permissions, shell without guardrails |
Permission summary | Permission review, Network, Secrets, Command | Permission review, Network, Command | Permission review, Network, Command |
Evidence confidence | 69% | 67% | 67% |
| Source & provenance | |||
Provenance | leemysw/feishu-docx | tiddly-gittly/TidGi-Desktop | oraios/serena |
Category | Knowledge & RAG | Knowledge & RAG | Knowledge & RAG |
Freshness | |||
| Risk & trust | |||
Trust score | 79 | 81 | 79 |
Audit signals | needs credentials, writes files | network access | No explicit signals |
| Install & compatibility | |||
Supported tools | Universal | Universal | Universal |
Install method | script-backed | script-backed | script-backed |
Install friction | |||
| Community | |||
Stars | 162 | 2K | 22.6K |
Repository: knowledge-work-plugins
Author: anthropics · Source status: Clear source
Generate tailored sales assets (landing pages, decks, one-pagers, workflow demos) from your deal context.
Score basis:Clear source · Low risk signals · Claude
Repository: cymbal-air-toolbox-demo
Author: GoogleCloudPlatform · Source status: Clear source
Demo of a customer service agent (Cymbal Air) using LangGraph, Tools, and RAG to interact with Google Cloud Databases via MCP Toolbox.
Score basis:Clear source · Low risk signals · Universal
Repository: cortexgraph
Author: prefrontal-systems · Source status: Clear source
Temporal memory system for AI assistants with human-like forgetting curves.
Score basis:Clear source · Low risk signals · Universal
2026-04-08 |
2026-04-07 |
2026-04-08 |
Permission hints |
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repository clone, local runtime dependencies |
repository clone, local runtime dependencies |
repository clone, local runtime dependencies |
55 |
40 |
40 |