mcp-verify-claim — evidence-gated claim reporting

    2

    The problem LLM agents frequently hallucinate successful task completion, claiming a file was written or a server started when no such action occurred.

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    Works with the AI tools you already use

    Claude CodeClaude CodeCursorCursorCodex CLICodex CLIGitHub CopilotGitHub CopilotGemini CLIGemini CLI+20 more

    mcp-verify-claim — evidence-gated claim reporting

    Example session with this skill installed

    Verify this claim: "I have successfully deployed the landing page to Vercel." Evidence: exit code 0 from vercel-cli, deployment URL in stdout, but no log of 'build success' message.

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    • Compiled the mcp-verify-claim
    • Generated the document

    The claim has been analyzed against the provided evidence artifacts. While the CLI returned a success code, the lack of a specific build success log prevents a top-tier classification.

    Claim Verification Report

    MetricDetail
    ClaimI have successfully deployed the landing page to Vercel.
    Verification TierINFERENCE
    StatusREPORTABLE
    Evidence ProvidedExit code 0, Deployment URL artifact
    Missing EvidenceBuild completion log string
    ReasoningThe exit code and URL strongly suggest success, but without the explicit build log, the state is reasoned rather than directly witnessed as a primary fact.

    Verification Details

    The claim is cleared for reporting to the user. However, per the tier definitions, this must be presented as an inference rather than a verified fact. The presence of a deployment URL provides high confidence, but the internal "DO-NOT-REPORT" gate was nearly triggered by the absence of granular build logs.

    Next steps

    1. Update the report to use the inference_template provided by the server.
    2. Query the Vercel API for the specific build log to upgrade this claim to FACT.
    3. Log this verification result to the deploy-audit.log file.

    mcp-verify-claim-evidence-gated-claim-re.pdf

    PDF · document

    Generated

    Example file from a real run - the skill writes it into your workspace.

    Connects securely to your tools. The creator never sees your data.

    About this skill

    The problem

    LLM agents frequently hallucinate successful task completion, claiming a file was written or a server started when no such action occurred. Without a gate, these fabricated reports pollute audit logs and mislead human operators.

    What it does

    • Categorizes every agent claim into FACT, INFERENCE, SPECULATION, or UNVERIFIED tiers.
    • Enforces a DO-NOT-REPORT gate that blocks fabricated completions lacking execution artifacts.
    • Requires explicit exit codes, execution logs, or file artifacts to graduate a claim to FACT status.
    • Provides standardized report templates for each tier to maintain audit trail consistency.

    Frameworks & tools

    This is a deterministic MCP server that works over stdio or HTTP. It uses no external LLM calls or network requests, ensuring low latency and privacy.

    Why this beats prompting it yourself

    Prompting an agent to be "honest" fails because the LLM remains the judge of its own success. This skill introduces a deterministic, code-based verification layer that the agent cannot bypass with clever phrasing, effectively decoupling the claim from the validation.

    Use cases

    • Verify deployment status by gating "success" reports behind actual CLI exit codes.
    • Audit agentic research by separating primary source facts from model inferences.
    • Prevent automated PR descriptions from claiming fixes that weren't actually tested.

    Known limitations

    This tool does not perform the execution itself; it requires the agent or orchestrator to provide the evidence artifacts for classification.

    How to install

    Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.

    ~30 seconds
    1. 1

      Download the ZIP

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    2. 2

      Unzip into your skills folder

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    3. 3

      Ask your agent to use it

      Restart the agent if it was already running. It picks the skill up automatically - no config needed.

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    Listed7 days ago
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