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134 Questions & Answers

Last Update: Oct 06, 2026

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Anthropic CCA-F Practice Test 20

Question 190

A developer sets tool_choice none to prevent network exfiltration while keeping a Bash tool available through another execution channel. Why is the defense incomplete?

  1. A model-level tool setting may not cover independent host execution paths
  2. The word none is spelled in lowercase
  3. Bash is harmless when the model is polite
  4. The conversation has too much context

Explanation

Correct Answer

A:

Setting tool_choice to none controls model-selected calls on the API request, but it does not necessarily disable separate host code that exposes Bash or executes commands outside that request. A network exfiltration boundary must cover the actual executor, its filesystem and network permissions, and every alternate tool entrypoint. Do not assume a model configuration parameter serves as a sandbox for code the application can run independently. Security requires enforcement where bytes leave the system, not only where the model proposes a tool call.

Incorrect Answers

B:

The capitalization of the literal none is not what makes a network policy safe. Even if the API parameter is perfectly formed, the host may have an independent Bash execution channel that is not governed by the model tool-choice setting. The application must restrict that channel according to its own permissions, including network destinations and data access. Parameter spelling is unrelated to this bypass of the execution boundary.

C:

Bash is not harmless simply because the assistant says it is polite or intends to comply. A shell command can read secrets, open outbound connections or invoke other programs with privileges granted to the host. Model intention is a weak control against mistaken or injected commands. If the goal is to prevent exfiltration, constrain network access and command execution in the actual runtime, independent of tool_choice or a friendly prompt.

D:

The size of the conversation may affect context quality and output reliability but does not explain why an independent Bash channel can still reach the network. The risk is a mismatch between model-level tool selection and host-level capability. An attacker or mistaken integration could use a non-model execution path even in a short conversation. Inspect and enforce the executor's network and filesystem permissions rather than blaming the token budget.

Question 191

A plan requires tools search_documents and read_document, but the model keeps calling delete_document. What immediate defense is required?

  1. Rename delete_document to read_document
  2. Call delete_document once and inspect results
  3. Block delete_document at the host allowlist rather than trusting prompt compliance
  4. Give the model longer instructions only

Explanation

Correct Answer

C:

The proposed delete_document call is outside the plan's approved search and read scope. The executor must reject it using a real allowlist or authorization policy before any deletion occurs, preserving the attempted operation and denial in a safe audit trace. The model can then use search_documents and read_document for evidence or explain a limitation. Prompt reminders are not sufficient because unexpected tool calls can arise from confusion or hostile source text. An available destructive function should not become executable just because the model generated its name.

Incorrect Answers

A:

Renaming a destructive method does not change its side effects or grant permission for them. If delete_document remains executable under a friendly read-oriented label, the agent can still remove records when it follows that path. Registry entries must be mapped to their actual operation semantics and authorized scope. Deny the destructive operation independently of model-produced names and expose only supported search/read capabilities for this research plan. A cosmetic alias is especially dangerous because it obscures intent in audit logs.

B:

Trying the disallowed delete once is already an unauthorized mutation, not a harmless diagnostic probe. Destructive operations cannot be made acceptable by inspecting their return values after execution, because removed documents or cascading side effects may not be recoverable. The host must compare a proposed tool call with its allowlist and authenticated permissions before dispatch. For this task, return a denial or unsupported-action result and continue through permitted search and document-reading methods instead.

D:

Longer instructions can remind the model to stay within the search-and-read plan, but they do not enforce that only those functions may run. The problem is a forbidden delete_document request, which can destroy content if the host trusts it. Block the operation at dispatch using a registered-tool allowlist and permission check, then return an accurate denial. Additional prose may help future planning, but cannot replace the technical boundary protecting resources from an unapproved tool call.

Question 192

An agent needs access to one repository, but its tool token can modify every repository in an organization. What should change?

  1. Hide other repository names in the prompt
  2. Use one root token for convenience
  3. Let the model promise not to change other repos
  4. Restrict token permissions and target-repository scope to the selected project

Explanation

Correct Answer

D:

A one-repository task should use an identity whose token can read or modify only that repository and the particular authorized operations. The executor must verify the resolved repository ID against the approved target before accepting model-generated arguments. This turns least privilege into an enforceable backend constraint rather than a preference in the prompt. A narrowly scoped, revocable credential also limits the damage from tool mistakes or injected instructions. Audit logs should bind each resulting action to the authenticated principal and target resource.

Incorrect Answers

A:

Hiding other repositories from the conversation or tool description does not narrow an organization-wide write token. A mistaken identifier or prompt injection could still direct the executor to a repository outside the authorized project. Least privilege must be enforced by the credential's actual scopes and by validation of the target repository ID on each call. Concealing names can reduce accidental selection, but it is neither an access-control mechanism nor evidence that unrelated repositories cannot be modified.

B:

A root token may simplify configuration while granting the agent authority far beyond the requested single-repository job. A buggy script, malformed argument or compromised tool result could then modify or export data from unrelated teams. Shared wide-scope credentials also make incident response and access revocation harder. Issue a token scoped to the intended repository and operations, preferably with an appropriate lifetime, and deny all other targets at the host boundary. Convenience does not justify expanding the blast radius.

C:

A model's promise not to touch unrelated repositories has no effect on the permissions encoded in the token used by the backend. The model may misinterpret a path, select the wrong tool or follow instructions embedded in lower-trust content. Real enforcement requires a narrowly scoped credential and an executor that checks the resolved organization and repository target before any write. Prompt instructions can reinforce the intent but should never serve as the only defense protecting other teams' resources.

Question 193

An agent's tool list includes both a deprecated data API and a current API with similar names. What minimizes wrong routing?

  1. Automatically retry failures against the deprecated service
  2. Remove or mark the deprecated method unavailable and explain the supported replacement
  3. Keep both APIs callable but rely on tool descriptions that omit which version and endpoint each supports
  4. Modify the owner-listed exam code to match a tool name

Explanation

Correct Answer

B:

When two APIs have similar tool names but different lifecycle states, hide or explicitly disable the obsolete method in the active registry and document the correct replacement with its supported version and input contract. Verify that active calls route to the new endpoint and that cached descriptions or server connections do not reintroduce the deprecated option. If legacy behavior is still required for a specific migration, isolate it under an explicit compatibility scope rather than leaving it ambiguously selectable. This reduces wrong routing through a real capability change, not a prompt-only request to guess better.

Incorrect Answers

A:

Automatically retrying the deprecated endpoint can perpetuate the version mistake and even duplicate side effects if its semantics differ from the supported API. Similar names do not imply identical argument schemas, response types or compatibility guarantees. The registry should identify a single supported route for the required capability and make obsolete entries uncallable when possible. If migration is still underway, an explicit adapter needs version checks and documented behavior rather than blind fallback after an error.

C:

When nearly identical tool names lead to different versions, vague descriptions leave the router unable to choose deterministically. A deprecated endpoint may have incompatible fields, weaker support or different side effects, and ambiguity can turn a valid-looking call into the wrong operation. A robust catalog should disable or clearly deprecate the old method and document the current supported replacement with its schema.

D:

The owner-listed certification code identifies an exam in the project tracker; it has no bearing on which API method the agent should call. Changing immutable owner metadata to resemble a tool name would corrupt reporting and still leave two confusing methods in the execution registry. The correct action is to clarify or remove deprecated capabilities and point users toward the supported API version. Exam labeling and tool-routing policy are separate systems and should not be conflated.

Question 194

A sales analytics worker can query regional totals, but the manager asks it to export individual salaries. What capability decision is appropriate?

  1. Estimate each employee salary by allocating the aggregate regional total across headcount, then export those estimated rows
  2. Keep aggregation-only tools and deny person-level export without separate authorization
  3. Change the tool output label to aggregated
  4. Reuse the aggregate tool's service credential to fetch employee records

Explanation

Correct Answer

B:

A new sensitive request does not automatically expand the worker's mandate. Treat data granularity as an authorization dimension. Aggregate regional sales access does not grant permission to export individual salaries. Preserve aggregation-only tooling and require a separate, documented authorization gate for person-level sensitive records. The assistant can still answer permitted regional aggregate questions without gaining access to salaries or employee identifiers, preserving role separation. Offer a supported approved-access procedure if appropriate. Invented personal data has no legitimate basis.

Incorrect Answers

A:

Aggregated data does not authorize disclosure of individual compensation, and dividing totals cannot recover real salaries. Presenting estimates as employee-level records would conflate statistical inference with observed private data. The manager’s request exceeds the worker’s permitted regional-total scope. The executor should enforce field-level access and offer aggregated reporting or an authorized separate request, not manufacture detailed rows.

C:

Changing a tool's response label to 'aggregated' does not change whether its payload contains identifiable individual salaries. If the output still lists employee-level amounts, renaming it merely disguises a confidentiality violation. The executor must check permissions and data classification on the actual requested records, and block row-level salary exports when the worker has only regional-total authority. A safe aggregate query may be permitted, but cannot be used to leak its underlying rows.

D:

A credential that is authorized to retrieve aggregate regional sales totals cannot be assumed to grant access to individual compensation records. Attempting to reuse it against an employee-level API changes both the resource sensitivity and the purpose of the request. The executor must enforce the actual principal's permission for person-level salary disclosure, not infer it from successful regional queries. If individual export requires separate authorization, deny that tool capability and explain the available aggregate-only result.

Question 195

A team is adding an MCP server that can read internal tickets to a single repository and does not want its token shared through source control. Which TWO setup decisions are appropriate? (Select TWO.)

  1. Commit the real bearer token to a public project configuration file
  2. Scope the MCP server registration to the intended project configuration
  3. Automatically grant every teammate organization-wide administrator access
  4. Load the API token from approved secret storage or runtime environment
  5. Assume a descriptive server name enforces the permission boundary

Explanation

Correct Answers

B:

Register the MCP server in the intended repository's project scope so that the configuration applies to the team working on that project instead of silently enabling it for unrelated work. Confirm the configured transport and server name, and limit actual ticket access through server-side authentication. Project scope controls where the definition appears; it does not itself grant every contributor permission to see internal tickets or authorize arbitrary reads. This is one of the two appropriate setup decisions.

D:

Load the API token from an approved secret manager or runtime environment rather than committing it to source control. The MCP process can receive the credential at launch under the correct authenticated identity while the repository stores only non-secret settings. Document secure setup for authorized contributors without publishing the secret's value. This reduces accidental exposure across forks and CI logs, although the ticket server must still enforce resource permissions on every request. Credential injection must not appear in shared logs or model-visible output.

Incorrect Answers

A:

Putting the actual bearer token in a public repository file would distribute an internal-ticket credential to anyone with source access and perhaps to public clones. The security boundary must keep secrets outside tracked project configuration. A project-scoped server definition may describe its command and endpoint, but credential values should come from approved runtime secret storage and remain restricted to authorized users. Rotation after exposure cannot undo earlier copies of a committed secret.

C:

Granting organization-wide administrator privileges to every teammate exceeds the limited purpose of reading internal tickets from a specific repository. It increases impact if a developer machine or token is compromised and ignores user-specific access rights. A project registration is a configuration scope, not a reason to expand backend identity permissions. Give each authorized participant the narrow ticket access required for their task and keep credentials managed separately.

E:

A descriptive MCP server name is a discovery label, not an authorization rule. A server called internal-tickets can still expose sensitive records if its process runs with broad credentials or lacks tenant checks. Register it only where required and secure the actual token and service permissions. Names help Claude choose a tool but cannot prevent a read of a ticket that the authenticated principal is not entitled to view.

Question 196

A personal experimental MCP server should be available across unrelated local projects, not committed to any team's repository. Which scope fits?

  1. A temporary prompt assertion that a tool exists
  2. A company-wide production secret store containing server commands
  3. Project-scoped tracked configuration for every repository
  4. A user-level MCP configuration for that developer

Explanation

Correct Answer

D:

The requested lifetime and ownership are personal rather than repository-specific. Register the experimental MCP server in the supported user-scoped configuration so the developer can access it across local projects without adding it to version control. Keep executable paths and environment variables appropriate for that user, and avoid publishing credentials into team files. Confirm the effective server and permission state in the active Claude Code environment. User scope controls configuration visibility; it does not automatically grant every tool operation or make an untrusted server safe.

Incorrect Answers

A:

A prompt that asserts an MCP server exists does not install or configure any executable server. The user needs the experimental integration to be available to their local tooling across unrelated repositories. That requires a real developer-level configuration with the server command, transport and permitted environment—not an instruction generated inside one chat. A prompt may describe intended usage, but discovery and lifecycle of the server depend on the actual Claude Code configuration scope and accessible executable.

B:

A production secret store is not an appropriate location for a personal experimental server's command definitions. It can centralize sensitive credentials, but a developer-only MCP integration needs explicit local registration, reproducible startup settings and scoped credential access. Putting commands into a company-wide store would expose experimental configuration to unrelated users or environments without satisfying the client's ordinary MCP discovery mechanism. Keep the registration at user scope and retrieve secrets through approved mechanisms rather than embedding them in shared configuration.

C:

A project-scoped tracked MCP definition is shared with that repository and can affect teammates or CI workers when they open it. The stem instead describes one developer's experimental server that should be available across unrelated local projects without being checked into any team codebase. Registering it separately in every project both duplicates configuration and risks publishing local command paths or secrets. Use a user-level scope and restrict its privileges appropriately; team project configuration should contain only agreed shared dependencies.

Question 197

An MCP server definition contains an API token directly in a committed JSON file. What should be changed?

  1. Move the secret to supported environment or secret management and keep only a reference in shared config
  2. Base64-encode the token in the JSON
  3. Add more comments telling people not to share
  4. Move the API token into a different checked-in JSON settings file and reference that file from the MCP configuration

Explanation

Correct Answer

A:

Tracked configuration must not publish long-lived credentials to repository readers. Rotate any credential already exposed in history. A committed API token creates repository and history exposure even if the current file is later edited. Remove it from shared config, rotate compromised credentials as appropriate and use environment or managed secret references. Use least-privilege server scopes and avoid logging secrets. Encoding is reversible and does not secure the secret. A field name does not conceal the value.

Incorrect Answers

B:

Base64 changes how a token is represented, but anyone who reads the committed JSON can decode the value without knowing a password. It therefore does not protect the API credential against teammates, public repository visitors or automated secret scanners. The token may also remain in historical commits after the current file is changed. Remove the sensitive bytes from tracked configuration, rotate any exposed credential and supply the replacement through an approved secret store or environment variable at runtime.

C:

A comment warning developers not to share the file does not alter its existing Git permissions or remove a credential already pushed to history. Automated builds, forks and collaborators may continue to receive the same secret regardless of that instruction. The remediation must change actual storage and exposure: replace the literal token with a supported reference, rotate the compromised value and check for leaked copies. Human-readable warnings may support process awareness, but cannot revoke a credential or enforce confidentiality.

D:

Splitting configuration files may improve organization but does not protect a secret that remains committed to the repository. Anyone with repository access or an old clone may still retrieve the token, and history may preserve earlier copies after renaming. The server's credentials should be injected from approved secret storage or protected environment settings at runtime. The shared JSON may describe how to find a credential without containing its raw value; any already exposed token should also be rotated under the provider's procedure.

Question 198

An MCP server works from a developer's terminal but not in a CI runner because its command points to a home-directory binary. Which reliability fix helps?

  1. Copy the developer's full home directory into every runner
  2. Use the developer’s absolute home-directory path as the required CI command and document that path in the repository README
  3. Disable all server errors in CI
  4. Use a reproducible executable installation and explicit environment setup in CI

Explanation

Correct Answer

D:

A developer's home directory is not a reproducible dependency for a clean CI runner. Install or package the MCP server at a documented version, use a portable launcher or runner-local executable path, and declare required nonsecret environment and working-directory settings in CI. Validate that the server starts and advertises its expected tools under the CI identity before running the agent. Keep secrets in the runner's supported secret store. This removes dependence on one person's workstation while preserving traceability to the actual executable and configuration used in automation.

Incorrect Answers

A:

Copying an entire developer home directory into each CI runner would transfer unrelated files, local credentials and machine-specific configuration just to satisfy one executable path. It also fails to establish a reproducible dependency version. A better deployment installs the MCP server in a supported runner location, pins its version and injects only required environment variables from the CI secret store. This allows the same startup command to work without leaking a workstation's private state.

B:

The path may work on one workstation but does not imply that the binary exists in an isolated runner. CI jobs may use a different filesystem, user account or operating system, so documenting a private absolute path does not make execution reproducible. Install the tool in the runner and use an executable reference and environment that the CI job itself can resolve.

C:

Suppressing startup errors would make the MCP integration appear healthy even when the CI runner cannot find the executable. Claude would still lack the tool it needs, and reviewers would lose the diagnostic explaining the failure. Check the command path, installed package version, working directory and required environment in the actual CI job. A reproducible installation and explicit setup solve the portability defect; hiding errors changes only reporting, not process availability.

Question 199

A local MCP server is registered but Claude does not expose its tools in the active project. What should be checked first?

  1. Assume every missing tool is a model defect
  2. Replace the owner project configuration without inspection
  3. Effective configuration scope, server start status and tool permission filters
  4. Copy the MCP tool name into a shell command to verify the process, without checking the active client configuration

Explanation

Correct Answer

C:

A registered MCP server is not automatically usable in every project session. Verify the active client's effective user and project configuration, check whether the server process started and successfully initialized, and inspect whether its tools were discovered or blocked by current permission filters. Distinguish a missing registration from a startup failure and from an allowed server with a denied tool. Correct the observed layer, then reconnect or refresh the client as required. This is a scoped diagnostic sequence that does not assume the model is defective or rewrite project files prematurely.

Incorrect Answers

A:

A missing tool does not prove the model is malfunctioning. An MCP server can be configured at the wrong scope, fail during startup or be hidden by permission filters before any model sees its capabilities. The first diagnostic step is to inspect the effective client configuration and server status, then list registered tools and allowlists. Blaming the model would skip observable integration failures and encourage unnecessary prompt changes rather than repairing the actual connection.

B:

Replacing project configuration before checking runtime state can destroy a working team MCP setup without establishing why the tools were unavailable. The server might be stopped, registered at a different scope or filtered by permissions. Inspect the effective configuration loaded by the current client, confirm the process starts and read the tool-list or approval status. Only modify a specific verified defect, preserving unrelated entries and secrets. Blind replacement is not an evidence-based troubleshooting step for an apparently missing server capability.

D:

An MCP tool identifier is a protocol-level capability name, not necessarily an executable binary. Sending it to a shell does not prove that the client connected to the right registered server and can create security risks if model text becomes a command. Debug the active configuration, scope, executable path and initialization logs, then inspect the client’s actual exposed tool list rather than guessing command-line names.

Question 200

A repository includes an MCP definition that invokes a shell script downloaded from an unreviewed URL every time Claude starts. What is the main concern?

  1. Unreviewed remote code execution introduced through trusted tool configuration
  2. The client will prevent all harmful scripts automatically
  3. The server name is too long
  4. Every MCP server is read-only by definition

Explanation

Correct Answer

A:

A tool configuration can execute code with user privileges, making supply-chain trust important. Pin reviewed packages or trusted binaries rather than fetched scripts. Automatically downloading and running an unreviewed shell script turns trusted MCP configuration into a remote-code execution supply-chain risk. Pin trusted artifacts, review code and require explicit approved installation rather than fetching arbitrary startup commands. Apply least-privilege execution and sandboxing. Naming has no bearing on code trust. Servers can offer arbitrary side effects.

Incorrect Answers

B:

Establishing an MCP client connection is not a guarantee that scripts launched by its configuration are harmless. If startup runs an unreviewed remote shell script, that code executes with the local process's available privileges before the agent even makes a task decision. Review and pin server dependencies, use trusted distribution and enforce runtime boundaries. Assuming automatic protection would turn a configuration supply-chain risk into an unchecked trusted execution path.

C:

The length of an MCP server's display name does not determine whether its startup process is trustworthy. The concrete risk is that project configuration makes Claude launch a shell command obtained from an unreviewed remote location, potentially with the developer's privileges and repository access. Renaming the server leaves the downloaded program and its side effects unchanged. Review and pin the executable content, use approved installation and limit runtime privileges before permitting that configuration to start automatically.

D:

MCP is a protocol for exposing tools, and tools can perform writes, deletes or external actions depending on their server implementation. A server is not inherently read-only merely because its name appears in an MCP configuration. The danger in this case is execution of remote, unreviewed code during server startup with whatever permissions the client process carries. Safe integration requires reviewing the actual command, its provenance and the effects it can perform.


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