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.
Session Memory
openclaw/skills · Score 82
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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
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
OpenViking
Execution risk:High
Threat tags:unexpected code execution, identity privilege abuse, data exfiltration
Control gaps:missing license, broad permissions, shell without guardrails
haystack
Execution risk:High
Threat tags:unexpected code execution, data exfiltration, memory context poisoning
Control gaps:missing license, broad permissions, shell without guardrails
Session Memory
Execution risk:High
Threat tags:unexpected code execution, data exfiltration, memory context poisoning
Control gaps:missing license, broad permissions, shell without guardrails
| Dimension | agent-memory-systems | OpenViking | haystack | Session Memory |
|---|---|---|---|---|
| SAS-v2.1 pre-install audit | ||||
Threat tags | data exfiltration, memory context poisoning, human approval gap | 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, network without allowlist, no human approval | missing license, broad permissions, shell without guardrails | missing license, broad permissions, shell without guardrails | missing license, broad permissions, shell without guardrails |
Permission summary | Network, Command | Permission review, Network, Secrets, Command | Permission review, Network, Command | Permission review, Network, Command |
Evidence confidence | 65% | 69% | 67% | 67% |
| Source & provenance | ||||
Provenance | davila7/claude-code-templates/tree/main/cli-tool/components/skills/ai-research/agent-memory-systems | volcengine/OpenViking | deepset-ai/haystack | openclaw/skills |
Freshness | 2026-02-04 | 2026-04-10 | 2026-04-08 | 2026-02-24 |
| Risk & trust | ||||
Trust score | 79 | 79 | 81 | 82 |
Audit signals | No explicit signals | writes files | ||
| Install & compatibility | ||||
Supported tools | Claude, Codex, Cursor, Universal | Universal | Universal | OpenClaw |
Install method | registry-install | script-backed | script-backed | script-backed |
Install friction | ||||
| Community | ||||
Stars | 19.9K | 21.9K | 24.8K | 0 |
network access, runs shell, writes files |
Permission hints | registry access, remote metadata pull, runtime dependencies may be required | repository clone, local runtime dependencies | repository clone, local runtime dependencies | verify source provenance before install |
|---|
50 |
40 |
40 |
50 |