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.
agent-memory-systems
davila7/claude-code-templates/tree/main/cli-tool/components/skills/ai-research/agent-memory-systems · Score 79
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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
langchain4j
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, memory context poisoning
Control gaps：missing license, broad permissions, shell without guardrails
qdrant-loader
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, memory context poisoning
Control gaps：missing license, broad permissions, shell without guardrails
recipe-save-email-to-doc
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
agent-memory-systems
Execution risk：High
Threat tags：data exfiltration, memory context poisoning, human approval gap
Control gaps：missing license, network without allowlist, no human approval
| Dimension | langchain4j | qdrant-loader | recipe-save-email-to-doc | agent-memory-systems |
|---|---|---|---|---|
| SAS-v2.1 pre-install audit | ||||
Audit grade | C · Review first | C · Review first | C · Review first | C · Review first |
Execution risk | High | High | High | High |
Threat tags | unexpected code execution, data exfiltration, memory context poisoning | unexpected code execution, data exfiltration, memory context poisoning | unexpected code execution, data exfiltration, human approval gap | data exfiltration, memory context poisoning, human approval gap |
Control gaps | missing license, broad permissions, shell without guardrails | missing license, broad permissions, shell without guardrails | missing license, broad permissions, shell without guardrails | missing license, network without allowlist, no human approval |
Permission summary | Permission review, Network, Command | Permission review, Network, Command | Permission review, Network, Command | Network, Command |
Evidence confidence | 67% | 67% | 65% | 65% |
| Source & provenance | ||||
Provenance | langchain4j/langchain4j | martin-papy/qdrant-loader | googleworkspace/cli | davila7/claude-code-templates/tree/main/cli-tool/components/skills/ai-research/agent-memory-systems |
Category | Knowledge & RAG | Knowledge & RAG | Integrations & Connectors | Knowledge & RAG |
Freshness | ||||
| Risk & trust | ||||
Trust score | 81 | 81 | 84 | 79 |
Audit signals | No explicit signals | writes files | ||
| Install & compatibility | ||||
Supported tools | Universal | Universal | Claude, Codex, Cursor, Windsurf | Claude, Codex, Cursor, Universal |
Install method | script-backed | script-backed | instruction-only | registry-install |
Install friction | ||||
| Community | ||||
Stars | 11.5K | 37 | 24.1K | 19.9K |
2026-04-08 |
2026-04-06 |
2026-04-09 |
2026-02-04 |
No explicit signals |
Permission hints | repository clone, local runtime dependencies | repository clone, local runtime dependencies | local skill installation, workspace file updates | registry access, remote metadata pull, runtime dependencies may be required |
|---|
40 |
40 |
70 |
50 |
