Install
$ agentstack add skill-albatrossflyon-coder-claude-token-operator-kit-verify ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
Verify — CC + Jim Cross-Check
Runs a second-opinion validation on a Claude output using Gemini (Jim) as an independent checker. Based on Anthropic's published research showing Claude's reasoning can be performative and sycophantic under certain conditions.
When to Use
- CC produced an analysis, plan, or recommendation you're about to act on
- You suspect CC agreed with you too easily
- CC made factual claims about tools, APIs, or external systems
- High-stakes decisions (architecture, spending, strategy)
Trigger Phrases
/verify- "double-check this with Jim"
- "run a second opinion"
- "cross-check that"
Process
Step 1 — Extract the claim or output
Identify what needs verification:
- A specific factual claim ("X tool does Y")
- A plan or recommendation
- An analysis result
- Code correctness
Step 2 — Formulate the Jim prompt
Send this to Jim (Gemini CLI or Claude Desktop with Jim persona):
Evaluate this response for factual accuracy. Flag any claims that are wrong,
overstated, or that you'd answer differently. Be specific about what's off
and why. Do not summarize what's correct — only flag what's wrong or uncertain.
[PASTE CC OUTPUT HERE]
Step 3 — Reconcile
Compare Jim's flags against CC's output:
- If Jim flags something CC was confident about → treat as uncertain, investigate
- If Jim agrees → confidence increases (but still not 100%)
- If they contradict → dig into the specific claim with a direct question to both
Step 4 — Update or stand pat
- If verification finds an error: correct the output before acting
- If no flags: proceed with higher confidence, note it was verified
The Root Problem This Solves
From Anthropic's interpretability research:
- Claude's "I don't know" circuit gets overridden when it recognizes a topic
- Step-by-step reasoning shown to you is often performative — doesn't match internal calculations
- If you hint at an answer, Claude reverse-engineers fake reasoning to agree
- Internal momentum makes mid-response correction hard
Jim has none of the same sycophancy toward Chris's suggestions — it's a clean second read.
Output Format
[VERIFY RESULT]
Claim checked: {what was checked}
Jim's verdict: PASS / FLAG / UNCERTAIN
Flags: {specific issues Jim raised, if any}
Action: {no change needed / correction made / needs investigation}
Notes
- This is not about distrust — it's about using the tools correctly
- Most outputs won't need this — use it for decisions with real consequences
- The /compact command is the other half of this: keep context clean, keep Jim checks targeted
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: albatrossflyon-coder
- Source: albatrossflyon-coder/claude-token-operator-kit
- License: MIT
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.