Profile the live MCP surface
Inventory tools, prompts, resources, schemas, authentication signals, retrieval behavior, sensitive fields, and capability risk.
Sammy discovers what your MCP server exposes, locks a deterministic testing minimum, proposes missing scenarios, and sends every model-assisted addition through an independent Reviewer and strict validation before a human can approve the Gate.
Fast, Deep, and Specialist change the planning emphasis—not the trust boundary. Every route receives the same observed surface, keeps the deterministic minimum locked, passes through an independent Reviewer, and must survive deterministic validation.
Sammy keeps observed surface evidence separate from inference, then converts eligible recommendations into versioned tests with explicit inputs, assertions, and lineage.
Inventory tools, prompts, resources, schemas, authentication signals, retrieval behavior, sensitive fields, and capability risk.
Five deterministic recommenders establish the controls that model assistance cannot silently remove or weaken.
Fast, Deep, and Specialist routes propose bounded scenarios for the connected target and selected assurance needs.
A separate Reviewer can add, modify, or remove non-mandatory coverage before deterministic validation.
Unknown capabilities, invalid schemas, unresolved template values, broken bindings, missing assertions, and untrusted inputs fail closed.
Human review, an exact Policy pin, target fingerprint, signed versions, and executable-adapter preflight protect CI.
Model intelligence expands the plan; deterministic engines and signed governance decide what can execute.
Connect the MCP target and fingerprint its current capability surface.
Build the mandatory minimum and request bounded model-assisted additions.
Inspect Reviewer diffs, validation interventions, deferred work, and native drafts.
Approve the exact Suite and Policy, then run the signed Gate from UI or CI.
npx --yes @prooflane/cli@latest gate "$MCP_CONFIG" \ --gate production \ --github
Sammy connects each recommendation to a native Prooflane pillar and leaves cases deferred when the required trusted input or execution adapter does not exist.
Plan capability-drift, request-schema, response-shape, and expected-output coverage against approved captures.
Cover authorization edges, destructive tools, data exposure, prompt injection, unsafe chains, and expected denials.
Turn prompt and tool-use expectations into repeatable positive, negative, boundary, and regression cases.
Recommend retrieval quality, grounding, poisoning, cross-tenant, contract, and resilience tests when evidence supports them.
Plan latency, reliability, retry, and budget controls around the MCP calls the application depends on.
Run the same approved Suite and Policy from the local UI or GitHub Actions and retain compact governed history.
Sammy's learning mechanism is downstream of execution. It uses approved compact non-PASS history to propose a Generation-N DRAFT with exact lineage—never an automatic policy change, and never model training on raw customer evidence.
Only compact REVIEW or BLOCK pillar summaries from a signed, completed Run are eligible.
RUN · GATE · SUITE · POLICYAn attributed decision marks the exact finding set confirmed, remediated, false positive, or accepted risk.
ORIGINAL DECISION PRESERVEDThe Control Plane maps approved history to one unambiguous signed Suite control.
COMPACT HISTORY ONLYPropose a regression, evolution, or eligible suppression-validation test with exact predecessor lineage.
NO AUTOMATIC PROMOTIONCreator, reviewer, and approver remain separate identities before any learned test becomes approved.
REVIEWED · APPROVEDNo prompts, responses, retrieved documents, tool traffic, credentials, provider configuration, or local paths.
Learning can propose the next test; it cannot weaken the locked minimum or silently change an active Gate.
Gate results, reports, synchronization, and history remain available when learning is disabled or unavailable.
Credentials · target calls · raw prompts · tool output · retrieved documents · full evidence
Planning routes · independent review · governance · signatures · compact run history
Keep the deterministic minimum, add reviewed intelligence, and run one signed Gate everywhere.
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Prooflane is beta software. Sammy recommendations and Reviewer diffs are model-assisted, may be incomplete or wrong, and never replace human review. Unsupported recommendations remain deferred or inconclusive. An approved Gate is an automated policy decision, not a guarantee of security, quality, compliance, or future behavior. The planning output shown on this page is illustrative.