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Exam Code: CCA-F

Exam Name: Claude Certified Architect - Foundations

Certification Provider: Anthropic

Anthropic CCA-F Questions & Answers

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Anthropic CCA-F Practice Test 17

Question 160

A coding assistant repeatedly Greps the local repository for 'open incident' even though the authoritative incident state lives in an issue-tracker MCP server. Both search descriptions look similar to Claude. What should the integration owner change first?

  1. Rename the issue tool to something shorter without changing its description.
  2. Clarify the issue-query tool's description as the authoritative remote source for current issue status, contrasting it with Grep's local-file search.
  3. Force the local Grep tool for all incident questions because it is always available.
  4. Disable the issue-tracker server and summarize its last cached results as current.

Explanation

Correct Answer

B:

The two tools serve different evidence sources. The MCP description should state that it queries live issue records and accepts an incident key or status filter, while Grep searches bytes in the checked-out repository. Making the remote authoritative role explicit can improve selection when the user asks for current incident state. The team should evaluate actual ambiguous requests and verify the connector is available and permitted; descriptions do not fix a disconnected server or missing credentials.

Incorrect Answers

A:

A shorter name does not necessarily distinguish source-of-truth records from local text matches. The model needs to understand the operation's data scope, not just recognize a memorable identifier. The contract should state when to use each tool. Description semantics are what drive meaningful selection.

C:

Local files may contain issue references but cannot guarantee current tracker state. Forcing Grep would bake the misrouting into the application rather than correct it. The agent should use the remote issue connector when verified live status is required. The system would miss the latest incident state.

D:

Cached data can be useful when clearly labeled stale, but it cannot replace live authoritative issue state without qualification. Removing the connector would eliminate the required source. Better tool descriptions and access checks address the original selection error. Staleness must be disclosed when live access fails.

Question 161

A development workspace connects a finance MCP server and a customer-records MCP server. Both advertise get_record with overlapping descriptions, so agents often query the wrong source. Which TWO corrective measures should the integration owner take? (SELECT TWO)

  1. Give the tools distinct service-qualified names and precise record-type descriptions.
  2. Delete the output schemas so Claude can infer each result format from the first response.
  3. Run discovery and routing tests with both servers enabled, using ambiguous and service-specific queries.
  4. Require the agent to call both tools for every query and choose whichever result arrives first.
  5. Disable authorization checks because both services are installed by the same team.

Explanation

Correct Answers

A:

Names and descriptions should expose the meaningful difference between an invoice record and a customer profile. Differentiated interfaces make tool selection less ambiguous when the same query wording could match both domains. Clarify required identifiers, output types, and source-of-truth responsibilities; do not merely append random suffixes. Server permissions should also keep the finance tool inaccessible to agents that need only customer information. This contract-level change addresses tool selection before execution rather than trying to repair wrong results afterwards.

C:

A test with only one connector active cannot reproduce namespace conflicts between two similar tool catalogs. Enable both approved servers and evaluate representative requests for customer data and financial records, then check the actual tool identity and returned source. Record which combinations misroute and confirm that revised names and descriptions correct those cases. This tests the effective configuration, including any scope precedence or tool-discovery changes, rather than relying on an isolated unit test.

Incorrect Answers

B:

Removing schemas hides the type distinction between the two records. The model may then treat a financial amount as a customer field or vice versa. Explicit interfaces should make differences more visible, not less, and should support validation. Output contracts should describe both services accurately.

D:

The earliest response is not necessarily the authoritative source. Querying both tools can expose data outside the user's remit and wastes resources. Tool selection should follow the requested record type and permission checks, not response timing. Source correctness is more important than latency.

E:

Installation ownership does not prove the caller is entitled to every customer or finance record. MCP servers still need per-operation access control. Weakening authorization cannot resolve a naming collision and would create a separate data-protection vulnerability. Per-record access controls are separate from tool naming.

Question 162

A team's ticket-lookup MCP integration works on its author's laptop but fails after every new clone of the repository. The project does contain .mcp.json, yet onboarding scripts assume the author's local executable path and credentials. What is the strongest verification step?

  1. Copy the author's entire home directory to each employee's machine.
  2. Test the project-scoped server from a clean clone with documented dependency setup and per-user credentials.
  3. Keep the author's local path and add it as plain text to the assistant system prompt.
  4. Turn off MCP tool discovery checks so the unavailable server is silently ignored.

Explanation

Correct Answer

B:

A clean environment checks whether the shared MCP definition is actually portable and complete. The test should confirm that the server command or endpoint resolves, required environment variables are documented, tool discovery succeeds, and an authorized sample call works without the original author's private settings. If the project relies on a personal executable path, revise it to a supported installation or portable invocation. Do not commit working tokens merely to make the test green.

Incorrect Answers

A:

That approach transfers unrelated settings and possibly credentials, creating both a maintenance problem and a security risk. It would hide rather than correct assumptions in the project's server definition. A clean-clone test can expose the exact missing dependency. Personal configuration is not an acceptable onboarding template.

C:

A prompt cannot create an executable at an absent path or supply a legitimate authentication configuration. The failure occurs during environment and MCP setup, before ordinary model reasoning. The project must remove hardcoded host-specific assumptions. Executable resolution must be validated in the target runtime.

D:

Suppressing discovery would let the assistant continue without an expected capability and perhaps invent issue statuses. It does not repair the connection. A failed shared integration should be surfaced and corrected or handled with an explicit fallback. It may cause reports to claim unsupported information.

Question 163

An MCP repository-search server used by a documentation agent is authenticated with a service account that can read every private business unit, including projects unrelated to the agent's approved task. What is the most appropriate security redesign?

  1. Keep the unrestricted account and trust the prompt to search only authorized repositories.
  2. Give the agent admin access so it can decide which projects are relevant without permission errors.
  3. Restrict the server identity and repository-level permissions to approved projects, enforcing checks on each request.
  4. Expose all repository names and then rely on the model to omit unauthorized entries from its final answer.

Explanation

Correct Answer

C:

The integration should use narrowly scoped credentials or a delegated user identity and verify authorization before returning records. Tool definitions may guide selection, but backend enforcement must prevent access to other business units regardless of what the model requests. Audit logs should identify the principal and target repository without leaking content. This design constrains the retrieval surface and lowers the impact of prompt injection or mistaken broad searches while preserving legitimate approved documentation access.

Incorrect Answers

A:

Prompt instructions are not an access-control boundary, especially when tool arguments can be influenced by untrusted text. A single mistaken query could retrieve confidential information outside the approved scope. The server's credential and authorization policy must limit what can actually be read.

B:

Administrative access broadens the data exposure further and conflicts with least privilege. Relevance is not the same as authorization. Queries should operate only against repositories the caller is permitted to access, even when broader data might appear useful. The security objective is reducing unnecessary reach.

D:

The sensitive information would already have entered the tool result and model context, even if omitted from a final response. Filtering after retrieval is too late to prevent unauthorized exposure. The server must enforce access before returning restricted records. Protected repository names can themselves be sensitive.

Question 164

A support workflow expects an MCP tool for looking up live incident tickets, but the server failed to connect at startup and its tools are absent from discovery. The assistant has only a previously exported static policy manual. What should the coordinator do?

  1. Call the missing tool name anyway and treat any response as authoritative.
  2. Answer the current ticket status from the static manual because it mentions incident workflows.
  3. Detect that the connector is unavailable and report the live lookup as blocked, offering approved alternatives.
  4. Temporarily install a different unknown MCP server without reviewing its permissions or provenance.

Explanation

Correct Answer

C:

The host should inspect effective tool availability before delegating the required operation. If the issue connector is not discovered, a current ticket status cannot be verified through that route. The assistant can provide general policy from the static manual and recommend a supported ticket portal or human support path, explicitly distinguishing those from the missing live query. Monitoring and alerting on connector discovery failure also helps operators restore service without inventing tool results.

Incorrect Answers

A:

A tool absent from discovery is not a usable integration merely because its name appears in a prompt. Attempting fictitious calls risks a dead-end or a fabricated status. The coordinator should recognize the missing capability and separate static guidance from live ticket facts.

B:

A manual explains procedures, not the live state of a particular incident. Reusing it as a ticket database would falsely imply that an unavailable lookup succeeded. The assistant may provide the documented procedure while clearly withholding current-status claims. Live information requires an available authoritative connection.

D:

A random substitute may have incompatible semantics or expose sensitive credentials. Replacing a failed connector requires a controlled, authorized integration decision. Failure handling should not silently expand the tool surface or the data sources the agent can access. Approved alternatives must preserve existing data access rules.

Question 165

A research agent wants a read-only catalog of available policy documents and their identifiers. The MCP server currently exposes list_policies_and_delete_old as its only discovery method, so each listing risks an unwanted mutation. What design change most closely fits the request?

  1. Keep the mutating list method but tell Claude never to use the deletion flag.
  2. Expose an MCP resource or read-only listing operation for catalog metadata, separate from deletion tools.
  3. Hide all catalog information and require the agent to guess document IDs.
  4. Grant admin permissions to the discovery tool so deletion becomes faster.

Explanation

Correct Answer

B:

MCP resources are designed to expose retrievable contextual data such as a directory of policy identifiers and descriptive titles. The server can return a bounded, access-controlled list without invoking a side-effecting operation. If a callable list tool is preferred, it should likewise be explicitly read-only, with deletion in a distinct authorized interface. This separation lets the assistant discover documents without permission to remove them and makes tool behavior understandable to both the model and human operators.

Incorrect Answers

A:

A combined side-effecting interface still carries unnecessary risk for a catalog task. Untrusted instructions or mistakes could set the wrong argument. Catalog discovery should not require even potential deletion rights. More reliable safety requires removing the side-effecting ability. This permission boundary must be enforced.

C:

Guessing is unreliable and can cause the agent to request the wrong document or a resource outside its remit. Read-only metadata is precisely the information the agent needs. Authorized identifiers should be discoverable through a safe interface. The index should be accessible only to authorized clients.

D:

More authority makes an unnecessary mutation more dangerous and does nothing to improve read-only discovery. Catalog access should be scoped to approved resources. Deletion requires a separate action with explicit authorization and auditability. Authorization must be checked independently of model intent.

Question 166

A knowledge-management agent repeatedly requests the same MCP schema catalog before every question. The schema list rarely changes, and the server reports a version marker when it is updated. Which strategy minimizes repeated calls without serving stale metadata indefinitely?

  1. Cache the authorized catalog and refresh it when the version changes or a defined expiration is reached.
  2. Never refresh the index, even after the server reports a new version.
  3. Disable caching and request all schemas before every individual tool call.
  4. Have the model invent schema entries from the previous conversation whenever the server is slow.

Explanation

Correct Answer

A:

The relevant data is reference metadata, so repeated full listing on every turn is unnecessary if the version is unchanged. A cached index can supply names and identifiers quickly while explicit version checks or a time-to-live trigger refresh when the server updates its catalog. The cache must respect caller permissions and avoid carrying private entries across unrelated users. This approach balances efficiency with correctness rather than assuming that a once-seen schema list remains accurate forever.

Incorrect Answers

B:

A permanent cache can hide newly added resources and retain removed or reclassified entries. If permissions change, stale metadata may also expose outdated names. Version-aware invalidation is essential when the catalog is not truly immutable. A stale list can cause calls to nonexistent tools.

C:

The design would preserve freshness but incur the same repeated overhead already identified. Many uses only need the catalog names and do not justify full discovery. Cache invalidation can provide a more proportionate freshness guarantee. Freshness policies are more efficient than constant reloading.

D:

An invented name may not correspond to any current tool or permitted resource. It could cause failed calls or mislabelled evidence. Cached entries should originate from an authenticated catalog and be marked stale when freshness cannot be established. Tool references should be verified before the model uses them.

Question 167

A maintainer of a legacy TypeScript project asks Claude Code to locate every source occurrence of calculate_tax( so they can identify call sites, regardless of filename. Which built-in tool is most directly suited to the first step?

  1. Glob, because it finds every matching text string within source files.
  2. Grep, searching file contents for the symbol with an appropriate pattern.
  3. Write, creating a new file named calculate_tax_calls.ts.
  4. Bash rm, deleting suspected outdated implementation files.

Explanation

Correct Answer

B:

Grep is the built-in search tool for content matches and can identify occurrences of a symbol across a repository. It should search source text with appropriate escaping or a literal pattern and return enough file and line context to distinguish calls from definitions or comments. After finding candidates, the agent can Read relevant sections to confirm runtime usage. This separates the discovery step from later semantic analysis rather than opening hundreds of files or relying on filename patterns.

Incorrect Answers

A:

Glob matches file paths and patterns such as *.ts; it is not a content search over function bodies. It could narrow candidate filenames, but it cannot establish where calculate_tax is actually invoked. The requirement is to find text occurrences across files.

C:

Creating a file does not discover references in the existing codebase. It would introduce an unnecessary modification before the requested inventory is complete. The agent should begin with read-oriented content search, then inspect the findings. Search results should come from the current repository.

D:

Deletion would be destructive and unrelated to locating symbol references. The engineer has not approved a patch, and the call sites remain unknown. A content search is the proper non-mutating first action. Discovery should not change the repository under examination.

Question 168

A developer wants the paths of all test files whose names end in .test.ts across a monorepo. They do not need to inspect the files' contents yet. What is the most efficient built-in Claude Code tool?

  1. Grep for the words 'test.ts' inside every file.
  2. Read the repository root file repeatedly until every test is mentioned.
  3. Glob with an appropriate pattern such as **/*.test.ts.
  4. Write a new test index file containing names guessed from package conventions.

Explanation

Correct Answer

C:

Glob is designed to match file and directory paths by pattern, making it suitable for enumerating test filenames in nested packages. The suffix is the actual selection criterion, not an expression in the test code, so no content search is required. The result can be sorted or filtered before any Read operation. This preserves efficiency and avoids loading hundreds of test bodies into the model context merely to locate matching files.

Incorrect Answers

A:

Filename suffixes are not guaranteed to appear in file contents. A content search could miss many relevant tests or return unrelated references in documentation. The requirement is purely about paths, so path-pattern discovery is more direct. Repository text and path information serve different purposes.

B:

A root file may list only a subset of tests, and repeated reads cannot enumerate arbitrary nested paths. It also consumes context unnecessarily. The agent should discover matching filenames first and read only files needed for follow-up analysis. Nested package conventions do not prove every filename.

D:

Guessed filenames may not exist and would create an unauthorized workspace mutation. The developer asked for real paths from the repository. Pattern-based discovery produces grounded results without editing source files. A real file listing is required for a correct inventory.

Question 169

A code-change agent has found the handler function it needs to patch, but the exception handling depends on nearby imports and an overloaded return type. A one-line search result does not show those details. Which tool should it use next?

  1. Edit the matched line immediately and infer the surrounding function from the identifier.
  2. Glob for more filenames while ignoring the already located implementation.
  3. Read the relevant file section, including imports, types, and nearby control-flow branches.
  4. Write a replacement implementation file without examining the existing source.

Explanation

Correct Answer

C:

Read provides the context needed to evaluate the proposed patch instead of treating a search hit as a complete implementation. Inspecting imports, return types, and exception branches can reveal assumptions the one-line match omits. The agent should then design a precise edit and run applicable tests. This is especially important in a legacy codebase where a seemingly local change can affect multiple return paths and callers.

Incorrect Answers

A:

The behavior depends on imports and return paths that have not been inspected. Premature editing risks a type or control-flow regression. The agent should first retrieve enough adjacent code to understand the actual implementation. Source context determines whether the patch is even appropriate.

B:

A path search may help broader exploration, but the relevant file is already identified. It does not display the imports or surrounding branches needed for a safe change. The immediate need is source context, not more candidate filenames. More file names will not reveal missing return branches.

D:

Replacing an entire file without reading it can remove unrelated logic or interfaces. The patch is not grounded in current source behavior. A targeted Read followed by a scoped edit is safer than speculative wholesale replacement. Current source code must be preserved during localized changes.

Question 170

A developer must change exactly one unique exception message in src/api/errors.ts, leaving all other code intact. The old string appears once and the replacement is fully specified. Which built-in tool should Claude Code favor?

  1. Write the entire file from memory, including all unchanged functions.
  2. Grep alone, because searching changes the matched line.
  3. Edit using the exact old text and the intended new text in the identified file.
  4. Delete the file and create a new one containing only the replacement message.

Explanation

Correct Answer

C:

Edit is suitable for a targeted replacement when the existing text is a unique, verified anchor. It changes the specified content without reconstructing the rest of the file. The agent should confirm the replacement matches once and inspect the diff to ensure no unintended lines changed. This matches the user's localized request and preserves surrounding imports and functions. If the match proves ambiguous, the agent should stop and inspect before using a broader strategy.

Incorrect Answers

A:

A full rewrite would re-create code that does not need modification and can accidentally alter surrounding logic. The existing string is a unique anchor, so a narrow replacement is safer. File-wide regeneration adds risk without value. The edit should preserve all unrequested behavior.

B:

Grep only locates content; it does not apply a replacement. A search can verify uniqueness, but the modification still needs a writing operation. Choosing a search tool as the final edit would leave the requested change undone. A separate change tool must perform the requested modification.

D:

The file contains more than the message, so deletion would destroy unrelated behavior. There is no requirement to replace the full implementation. A precise in-place edit is the appropriate operation for a unique text change. The unaffected functions remain necessary for application behavior.

Claude Certified Architect - Foundations (CCA-F) Practice Tests