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.
Score-basis 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
Repository: openclaw/skills
Author: cinience · Source status: Clear source
Use when working with OpenSearch vector search edition via the Python SDK (ha3engine) to push documents and run HA/SQL searches.
Score basis：Clear source · High execution risk · Claude · Evidence completeness 69%
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
Pre-install score, evidence completeness, 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
ByteRover
Execution risk：High
Threat tags：unexpected code execution, identity privilege abuse, data exfiltration
Control gaps：missing repo, missing license, broad permissions
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
Memory Stack Core
Execution risk：High
Threat tags：unexpected code execution, identity privilege abuse, data exfiltration
Control gaps：missing license, broad permissions, shell without guardrails
| Dimension | ByteRover | agent-memory-systems | Memory Stack Core |
|---|---|---|---|
| Pre-install decision | |||
Pre-install score | 79 · Evidence missing | 79 · Manual review | 85 · Manual review |
Score basis | Source needs review, High execution risk, Claude | Clear source, High execution risk, Claude | Clear source, High execution risk, Claude |
Execution risk | High | High | High |
Threat tags | unexpected code execution, identity privilege abuse, data exfiltration | data exfiltration, memory context poisoning, human approval gap | unexpected code execution, identity privilege abuse, data exfiltration |
Control gaps | missing repo, missing license, broad permissions | missing license, network without allowlist, no human approval | missing license, broad permissions, shell without guardrails |
Permission summary | Permission review, Network, Secrets, Command | Network, Command | Permission review, Network, Secrets, Command |
Evidence completeness | 69% | 65% | 71% |
| Source & provenance | |||
Provenance | Source needs review | davila7/claude-code-templates/tree/main/cli-tool/components/skills/ai-research/agent-memory-systems | openclaw/skills |
Category | Knowledge & RAG | Knowledge & RAG | Knowledge & RAG |
Freshness | |||
| Risk & permission signals | |||
Audit signals | needs credentials, network access, runs shell, writes files | No explicit signals | needs credentials, writes files |
Permission hints | review skill metadata before install, check required credentials in skill docs | registry access, remote metadata pull, runtime dependencies may be required | verify source provenance before install |
| Install & compatibility | |||
Supported tools | Codex, OpenClaw, Claude, Cursor, Universal | Claude, Codex, Cursor, Universal | Claude, OpenClaw |
Install method | instruction-only | registry-install | script-backed |
Install friction | |||
| Community | |||
Stars | 108 | 19.9K | 0 |
Repository: openclaw/skills
Author: lookupmark · Source status: Clear source
Find and send local files to a chat channel (Telegram, Discord, WhatsApp, Signal, Slack).
Score basis：Clear source · High execution risk · OpenClaw · Evidence completeness 67%
Repository: openclaw/skills
Author: ngocgd · Source status: Clear source
Reduce Anthropic API costs (cache read, compaction, context bloat) for OpenClaw agents.
Score basis：Clear source · High execution risk · Claude · Evidence completeness 69%
Repository: openclaw/skills
Author: james-le-twelve-labs · Source status: Clear source
Search inside videos, generate summaries, and analyze video content using TwelveLabs video understanding AI.
Score basis：Clear source · High execution risk · OpenClaw · Evidence completeness 67%
Repository: openclaw/skills
Author: eternal0404 · Source status: Clear source
The all-in-one master skill — unified interface for every capability domain.
Score basis：Clear source · High execution risk · Claude · Evidence completeness 67%
2026-04-08 |
2026-02-04 |
2026-04-02 |
100 |
50 |
55 |
