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SKILL verified MIT Self-run

Verify

skill-albatrossflyon-coder-claude-token-operator-kit-verify · by albatrossflyon-coder

Cross-check a Claude output using Jim (Gemini) for factual accuracy. Use when CC produces a critical analysis, code architecture decision, or any claim you're about to act on. Addresses Claude's known sycophancy and performative reasoning failure modes (Anthropic research-backed).

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Install

$ agentstack add skill-albatrossflyon-coder-claude-token-operator-kit-verify

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No 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.

View the full security report →

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Reliability & compatibility

Security review passed
0 installs to date
no reviews yet
1mo ago

Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

Preview Execution monitoring

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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.

Install and usage instructions live in the source repository linked above.

Reviews

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Versions

  • v0.1.0 Imported from the upstream source.