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Persistent, semantic memory for AI agents. Gives your AI long-term recall that survives compaction and session resets — 98% accuracy, 20ms latency.

ClawHub Agent Skills author: ChairForce v0.5.2 14 files · 3 scripts body ≈ 1 230 tokens Open the sourceclawhub.ai↗ analyzed 2 d ago

As a process D 43/100 · Unfinished process — weak spots: result and completion, when it triggers, inputs and preconditions

ProcedureGitHubAI and agentsInfrastructuretype and topics are labelled automatically from the skill text
Runs in: OpenClaw Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) Goose OpenCode
JSON
Technical rating
B
83/100
safety, quality, tests
Safety 60%
90
Quality 40%
72
Run on models
none yet
Process rating
D
43/100
Unfinished process
Result and completion w 14
0
Inputs and preconditions w 11
0
Failures and branches w 10
0
the three weakest of ten parameters · all ten

How to improve

  1. Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
For the model run — optional
  • Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
  • A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.

Guard findings · 10

✓ No critical or high findings

Medium and low: 10
  • low Secrets in code secret-high-entropy-token docker-compose.yml:13
    High-entropy token-like string (may be an id, hash or a credential) (placeholder value)
    NEO4…ze: "${NEO4…56m}"
    placeholder
  • low Secrets in code secret-high-entropy-token docker-compose.yml:14
    High-entropy token-like string (may be an id, hash or a credential) (placeholder value)
    NEO4…ze: "${NEO4…56m}"
    placeholder
  • low Secrets in code secret-high-entropy-token docker-compose.yml:15
    High-entropy token-like string (may be an id, hash or a credential) (placeholder value)
    NEO4…ze: "${NEO4…28m}"
    placeholder
  • low Exfiltration exfil-secret-in-url gateway.js:913
    Credential passed in a URL query string (normal for some APIs — verify the host is the intended service) (placeholder value)
    const geminiUrl = `https://generativelanguage.googleapis.com/v1beta/models/gemi…ent?key=…
    placeholder
  • low Exfiltration exfil-secret-in-url gateway.js:1013
    Credential passed in a URL query string (normal for some APIs — verify the host is the intended service) (placeholder value)
    const geminiUrl = `https://generativelanguage.googleapis.com/v1beta/models/gemi…ent?key=…
    placeholder
  • low Exfiltration exfil-secret-in-url gateway.js:1061
    Credential passed in a URL query string (normal for some APIs — verify the host is the intended service) (placeholder value)
    const geminiUrl = `https://generativelanguage.googleapis.com/v1beta/models/gemi…ent?key=…
    placeholder
  • low Exfiltration exfil-secret-in-url gateway.js:1291
    Credential passed in a URL query string (normal for some APIs — verify the host is the intended service) (placeholder value)
    const geminiUrl = `https://generativelanguage.googleapis.com/v1beta/models/gemi…ent?key=…
    placeholder
  • low Exfiltration exfil-secret-in-url gateway.js:1525
    Credential passed in a URL query string (normal for some APIs — verify the host is the intended service) (placeholder value)
    const geminiUrl = `https://generativelanguage.googleapis.com/v1beta/models/gemi…ent?key=…
    placeholder
  • low Exfiltration read-dotenv setup.sh:39
    Reads a .env file (code comment)
    # Source .env for port variables
    comment
  • low Exfiltration read-dotenv setup.sh:40
    Reads a .env file
    set -a; source .env 2>/dev/null || true; set +a

Files scanned: 14. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning description-no-when description does not say WHEN to use the skill (no "use when")
  • note frontmatter-key unknown frontmatter key "homepage"

Process rating: all ten parameters 43/100

  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Failures and branches. Linear process with no failure handling
  • 0Progress reporting. Says nothing while it works
  • 20When it triggers. No condition that starts the skill
  • 30Running it twice. 5 mutating operations with no state check
  • 60Tools and files. Uses tools (bash, node) that frontmatter does not declare
  • 100Steps. 30 steps
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 1230 tokens
  • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing

Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

Quality signals

  • +5Description has no quoted example phrases that should trigger the skill
  • +4Description does not say when NOT to use the skill (false activations)
  • +3Output format is not stated: the model decides each time
  • +2Single-language instructions
  • +3Description length 147: enough signal without eating the budget
  • +4Structure: 10 headings
  • +3Step-by-step instructions: 30 items
  • +4Has examples (5 code blocks)
  • +1License stated

Quality base 70; lint remarks subtract, signals add up to 100. Result: 72.

External checks

ClawHub: suspicious
BrainDB appears to be a real memory plugin, but users should review it because some normal memory features can send private conversation and memory data to Gemini despite local-only privacy claims.
LLM: suspicious (high) · VirusTotal: suspicious · 28 May 2026