# Answer Drift Planner: Knowledge Base Change Review (`critd/answer-drift-planner`) Actor See which linked answers and tests need review after knowledge-base updates. Compare prepared inventories and supplied retest results; no code or answer-quality review. - **URL**: https://apify.com/critd/answer-drift-planner.md - **Developed by:** [Critical Distinction](https://apify.com/critd) (community) - **Categories:** Automation, Developer tools - **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks - **User rating**: No ratings yet ## Pricing from $0.25 / completed source-change review This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events. Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have. Learn more: https://docs.apify.com/actors/running/actors-in-store.md#pay-per-event ## What's an Apify Actor? An Actor is a serverless cloud program that runs on the Apify platform. It has two run modes. In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours, and optionally produces a well-defined JSON output, datasets with results, or files in key-value store. In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server. Apify vocabulary and the platform model are defined once, in the agent quickstart at https://apify.com/agents.md. ## How to integrate an Actor? If asked about integration, you help developers integrate Actors into their projects. You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready. Do not guess an integration path. Every one of them is in the agent quickstart at https://apify.com/agents.md: the Apify MCP server, Agent Skills with the Apify CLI, the JavaScript and Python clients, the REST API, and the account-free path for an agent with no human to sign in. It also carries the rule on stating cost before the first paid run. For examples already wired to this Actor's own input schema, see the [API](#api) section below. Each client library has reference documentation the quickstart does not restate: [JavaScript/TypeScript](https://docs.apify.com/api/client/js/docs.md) (`npm install apify-client`) and [Python](https://docs.apify.com/api/client/python/docs.md) (`pip install apify-client`). # README ## Answer Drift Planner: Knowledge Base Change Review **Know which answers need another look when your knowledge base changes.** Compare earlier and later inventories of your knowledge sources, then follow the relationships you supply to answers, citations and tests. Get a focused list of items to recheck, with missing coverage and missing links kept visible. **This is not source-code review.** Here, knowledge sources mean help articles, policies, product documents and similar reference material—not software source code. You supply records describing those materials; the Actor compares their recorded versions, hashes and other evidence. It does not read the documents' meaning, discover dependencies or decide whether an answer is correct. [Try the example](#try-the-fictional-example) · [Prepare your files](#use-your-prepared-inventories-and-links) · [Returned-results example](#fictional-returned-results) · [Pricing](#pricing-and-limits) · [Help](#privacy-recovery-and-help) ### What you receive Open **REPORT.html** for the review. **report.json** retains structured findings and exact relationship references; **summary.txt** provides a portable text summary. The review distinguishes **Revalidation required**, **Source coverage incomplete**, **Dependency mapping missing** and **No change in mapped source fields**. Findings can overlap. A lack of mapped change is not proof that an answer is correct or a test unnecessary. For example, a changed policy revision can flag a linked support answer and its test for another look. A test with no supplied relationship remains a mapping question; it does not disappear simply because its dependency is missing. This is an illustrative use case, not a claim that the Actor understands the policy change. The Actor does not connect to your chatbot or repository, call a model, assess answer truth, inspect software for defects, execute tests or decide which tests can safely be skipped. ### Who this helps Best suited to teams that already maintain knowledge-source inventories and answer/test relationships. A support or knowledge-operations manager can use the result to organize rechecks after a content update and see whether supplied follow-up results match the material under review. Preparing those relationships is still your responsibility. A website, repository or folder of documents alone is not enough. For a small collection with few links, a maintained spreadsheet may be sufficient. The value of this review is in following supplied relationships consistently and keeping gaps and older results visible—not automatically validating your knowledge base. ### Try the fictional example [Open the knowledge-base example](https://apify.com/critd/answer-drift-planner/examples/review-source-change-impact), or select **Try the fictional example** in the form. Check the maximum cost, start the run and open REPORT.html from Output. No knowledge-system connection or model account is required. The example uses fictional inventories and links. Normal pricing applies: **$0.25 per completed report plus $0.00005 per start**. It is not a free exception to that price. ### Use your prepared inventories and links Choose **Review my files**. Supply the earlier knowledge-source inventory, later inventory, items to assess and declared dependency links. An inventory lists document or section identities and recorded versions, hashes and other evidence; it is not the document text. Include each inventory's capture time, scope and completeness. Prepared CSV templates and column mapping avoid hand-writing nested link objects. The strict JSON route is also available. Keep document, section, product version, locale and visibility identifiers explicit and consistent. Do not include protected source text, prompt bodies, personal information or credentials. **Ordinary evaluation exports may not contain the required source relationships.** A dataset row, trace parent or retrieved document does not automatically establish which answer or test depends on a source section. Supply missing relationships separately. The tool does not invent links to make a report look complete. A filtered or failed capture is not a complete inventory; absence from it does not establish document deletion. Hashes and capture declarations are supplied evidence, not independently authenticated facts. There is no blanket native compatibility promise for LangSmith, Copilot or another vendor's exports. ### Review returned retest results **See which retest results belong to this change.** Bring back the results from the tests you chose to run. Match them to the knowledge-source changes and test versions under review, and see missing results, older results and disagreements without losing the original review questions. This compares the records you supply. It does not run a model, verify how a test was performed, prove an answer correct or approve a release. Choose **Review my files** and keep the prepared inventories and explicit dependencies for the change under review. Add the optional **Retest evidence review** object with `contract: "answer-retest-evidence-v1"`, `expectedTests` and `receipts`. Each expected test uses its full scoped identity and an explicit `definitionRevision`; the product version, filename and timestamp are not test-definition revisions. Missing definitions remain unbound. To prepare requests, supply an empty `receipts` array. **RETEST_REQUEST.json** lists the affected declared tests with their exact identities, expected definition revisions and per-test dependency-context fingerprints. It contains no submitted result. All declared and referenced tests remain visible in **report.json**, including unchanged tests and unresolved mappings. After performing the tests separately, add returned receipts with a literal `receiptId`, the exact `test`, `definitionRevision` and `contextFingerprint`, the declared result (`pass`, `fail`, `inconclusive` or `not_run`), and `executedAt` when known. Run another review with the inventories and dependencies you intend those results to cover. The request template is a different contract; copying it unchanged cannot clear review work. Applicability and outcome are separate. An older or differently scoped result is kept visible even if it says pass or has a recent execution time. A matching pass does not remove source-change, missing-coverage or missing-mapping findings. Conflicting receipts remain disagreements; no latest-result rule picks a winner. These fingerprints bind supplied context, not authenticated provenance or execution proof. **A later run reviewing returned results is another paid report at the normal price**, not a free continuation of the first run. #### Fictional returned results In the Input JSON editor, replace the complete input with the JSON below. It selects **Review my files** with strict JSON preparation, so the form's CSV prefills do not apply. Check the maximum cost and start one report. Open **REPORT.html**: T-A has a matching supplied pass, T-B has an older-context supplied pass, and T-gap still has a missing dependency mapping. The original review questions remain visible. These receipts and identifiers are fictional. Normal pricing applies: **$0.25 per completed report plus $0.00005 per start**. ```json { "mode": "review", "format": "strictJson", "before": "{\"capture_id\":\"fictional-before\",\"scope_id\":\"fictional-tenant-a-inventory\",\"captured_at\":\"2026-10-07T12:00:00Z\",\"capture_state\":\"complete\",\"records\":[{\"key\":{\"document\":\"fictional-policy-A\",\"section\":\"fictional-policy-section\",\"product\":\"fictional-handbook\",\"version\":\"kb-2026.10\",\"locale\":\"en-US\",\"visibility\":\"fictional-tenant-a-private\"},\"content_hash\":\"aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa\",\"evidence_hash\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\",\"source_revision\":\"source-A-r1\",\"extractor_version\":\"fictional-extractor-r1\",\"validity\":\"valid\"},{\"key\":{\"document\":\"fictional-policy-B\",\"section\":\"fictional-policy-section\",\"product\":\"fictional-handbook\",\"version\":\"kb-2026.10\",\"locale\":\"en-US\",\"visibility\":\"fictional-tenant-a-private\"},\"content_hash\":\"bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb\",\"evidence_hash\":\"BBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBBB\",\"source_revision\":\"source-B-r1\",\"extractor_version\":\"fictional-extractor-r1\",\"validity\":\"valid\"}]}", "after": "{\"capture_id\":\"fictional-after\",\"scope_id\":\"fictional-tenant-a-inventory\",\"captured_at\":\"2026-10-09T12:00:00Z\",\"capture_state\":\"complete\",\"records\":[{\"key\":{\"document\":\"fictional-policy-A\",\"section\":\"fictional-policy-section\",\"product\":\"fictional-handbook\",\"version\":\"kb-2026.10\",\"locale\":\"en-US\",\"visibility\":\"fictional-tenant-a-private\"},\"content_hash\":\"cccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc\",\"evidence_hash\":\"CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC\",\"source_revision\":\"source-A-r2\",\"extractor_version\":\"fictional-extractor-r1\",\"validity\":\"valid\"},{\"key\":{\"document\":\"fictional-policy-B\",\"section\":\"fictional-policy-section\",\"product\":\"fictional-handbook\",\"version\":\"kb-2026.10\",\"locale\":\"en-US\",\"visibility\":\"fictional-tenant-a-private\"},\"content_hash\":\"dddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddd\",\"evidence_hash\":\"DDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDD\",\"source_revision\":\"source-B-r2\",\"extractor_version\":\"fictional-extractor-r1\",\"validity\":\"valid\"}]}", "dependencies": "{\"items\":[{\"id\":\"T-A\",\"kind\":\"test\",\"product\":\"fictional-help-assistant\",\"version\":\"app-2026.10\",\"locale\":\"en-US\",\"visibility\":\"fictional-tenant-a-private\"},{\"id\":\"T-B\",\"kind\":\"test\",\"product\":\"fictional-help-assistant\",\"version\":\"app-2026.10\",\"locale\":\"en-US\",\"visibility\":\"fictional-tenant-a-private\"},{\"id\":\"T-gap\",\"kind\":\"test\",\"product\":\"fictional-help-assistant\",\"version\":\"app-2026.10\",\"locale\":\"en-US\",\"visibility\":\"fictional-tenant-a-private\"}],\"links\":[{\"from_source\":{\"document\":\"fictional-policy-A\",\"section\":\"fictional-policy-section\",\"product\":\"fictional-handbook\",\"version\":\"kb-2026.10\",\"locale\":\"en-US\",\"visibility\":\"fictional-tenant-a-private\"},\"from_item\":null,\"to\":{\"id\":\"T-A\",\"kind\":\"test\",\"product\":\"fictional-help-assistant\",\"version\":\"app-2026.10\",\"locale\":\"en-US\",\"visibility\":\"fictional-tenant-a-private\"}},{\"from_source\":{\"document\":\"fictional-policy-B\",\"section\":\"fictional-policy-section\",\"product\":\"fictional-handbook\",\"version\":\"kb-2026.10\",\"locale\":\"en-US\",\"visibility\":\"fictional-tenant-a-private\"},\"from_item\":null,\"to\":{\"id\":\"T-B\",\"kind\":\"test\",\"product\":\"fictional-help-assistant\",\"version\":\"app-2026.10\",\"locale\":\"en-US\",\"visibility\":\"fictional-tenant-a-private\"}},{\"from_source\":null,\"from_item\":{\"id\":\"fictional-undeclared-answer\",\"kind\":\"answer\",\"product\":\"fictional-help-assistant\",\"version\":\"app-2026.10\",\"locale\":\"en-US\",\"visibility\":\"fictional-tenant-a-private\"},\"to\":{\"id\":\"T-gap\",\"kind\":\"test\",\"product\":\"fictional-help-assistant\",\"version\":\"app-2026.10\",\"locale\":\"en-US\",\"visibility\":\"fictional-tenant-a-private\"}}]}", "retestReview": { "contract": "answer-retest-evidence-v1", "expectedTests": [ { "test": { "id": "T-A", "kind": "test", "product": "fictional-help-assistant", "version": "app-2026.10", "locale": "en-US", "visibility": "fictional-tenant-a-private" }, "definitionRevision": "test-definition-A-r7" }, { "test": { "id": "T-B", "kind": "test", "product": "fictional-help-assistant", "version": "app-2026.10", "locale": "en-US", "visibility": "fictional-tenant-a-private" }, "definitionRevision": "test-definition-B-r3" }, { "test": { "id": "T-gap", "kind": "test", "product": "fictional-help-assistant", "version": "app-2026.10", "locale": "en-US", "visibility": "fictional-tenant-a-private" }, "definitionRevision": "test-definition-gap-r2" } ], "receipts": [ { "receiptId": "fictional-receipt-A-current", "test": { "id": "T-A", "kind": "test", "locale": "en-US", "product": "fictional-help-assistant", "version": "app-2026.10", "visibility": "fictional-tenant-a-private" }, "definitionRevision": "test-definition-A-r7", "contextFingerprint": "answer-retest-context-v1:299e925a5fe075a31bbfdbd9d18172e8b4b85cb4d656b3082cc45fc3cc5e314a", "declaredResult": "pass", "executedAt": "2026-10-09T12:10:00Z" }, { "receiptId": "fictional-receipt-B-old", "test": { "id": "T-B", "kind": "test", "locale": "en-US", "product": "fictional-help-assistant", "version": "app-2026.10", "visibility": "fictional-tenant-a-private" }, "definitionRevision": "test-definition-B-r3", "contextFingerprint": "answer-retest-context-v1:8b713edc03806cedd874e488f286f585c04e23a2ce4b9758ff42f831557482c9", "declaredResult": "pass", "executedAt": "2026-10-09T12:11:00Z" } ] } } ``` ### Pricing and limits **$0.25 per completed change-impact report**, including this Actor's platform usage, plus **$0.00005 per start**. There is no additional fee per document, test, link or Dataset row. Event prices are the same across plan tiers. Subscriptions, taxes and unrelated services are separate; check the [current Pricing tab](https://apify.com/critd/answer-drift-planner/pricing) before starting. A completed review can consist entirely of unresolved coverage or relationships and is still billable. Invalid preparation and incomplete or unacknowledged report publication do not initiate the completed-report charge. Startup charges can still apply. An unknown charge request may already have settled. Input ceilings are **500 source rows combined across both inventories**, **5,000 dependency links**, **5,000 declared or referenced items** and **1,000 supplied retest receipts**. Optional expected-test declarations also cannot exceed 5,000. Fields are limited to **128 UTF-8 bytes**. Combined input, including mappings, capture metadata and optional retest evidence, is limited to **8 MiB**; combined results, including the request template, are also limited to **8 MiB**. A separate relationship-expansion bound prevents excessive output. Not every maximum-width combination fits. Duplicate scoped identities, cycles and invalid mapping stop the affected job before an analysis report is published. Missing dependencies representable by the accepted contract remain visible in a completed report. Limits do not silently remove inconvenient tests. ### Privacy, recovery and help Reports contain selected identifiers, qualifiers and reasons rather than source-document bodies. Identifiers may still be sensitive. Supply only permitted records and retain source owners' access restrictions in your Apify storage settings. This tool is not an access-control service. The Actor does not connect to private systems, execute or remove tests, call models, relay customer input to our workstation or automatically delete input/output storage. **A stopped run may already have a report or a charge.** Inspect Output and retained completion/billing state before starting another. Unknown does not mean nothing was written or charged. Results are published before the completed-report charge is requested; interrupted effects are not blindly replayed. Use the [Issues tab](https://apify.com/critd/answer-drift-planner/issues) for help, with a run ID and fictional example. Do not post private inventories, source text, credentials or access links. ### Existing saved workflows New users can start with the example. Numbered build **0.2.4** added the returned-retest comparison and request template, as verified on October 9, 2026. Earlier builds such as **0.2.2** provide the ordinary prepared-inventory review but do not gain the retest feature. A saved task can retain an older selection. Preserve original files and read the [public release notes](https://apify.com/critd/answer-drift-planner/changelog) before changing it; use an available exact numbered build when a fixed selection is required. Movable tags such as `latest` and `retest220` are not permanent version identifiers. Prepared inputs and explicit dependency declarations remain the basis of the review. Updating the tool does not validate answer truth, authenticate lineage or clear tests to be skipped. Earlier local file-only prototypes are not selectable public releases. # Changelog This Actor's version history is a separate document: https://apify.com/critd/answer-drift-planner/changelog.md # Actor input Schema ## `mode` (type: `string`): $0.25 per completed report plus $0.00005 per start, including the example. Missing evidence is a billable completed review. Use Review my files for any changed content or controls. ## `format` (type: `string`): CSV uses before, after, items, links and mapping. Strict JSON uses before, after and dependencies; clear items, links and mapping when switching to it. No inferred conversion. ## `before` (type: `string`): Paste prepared file contents. The fictional CSV prefill is a template. Keep exact document/section/product/version/locale/visibility IDs and explicit dependency links; no source text, credentials or private URLs. Combined input including controls and capture metadata is limited to 8 MiB. ## `after` (type: `string`): Paste prepared file contents. The fictional CSV prefill is a template. Keep exact document/section/product/version/locale/visibility IDs and explicit dependency links; no source text, credentials or private URLs. Combined input including controls and capture metadata is limited to 8 MiB. ## `items` (type: `string`): Paste prepared file contents. The fictional CSV prefill is a template. Keep exact document/section/product/version/locale/visibility IDs and explicit dependency links; no source text, credentials or private URLs. Combined input including controls and capture metadata is limited to 8 MiB. ## `links` (type: `string`): Paste prepared file contents. The fictional CSV prefill is a template. Keep exact document/section/product/version/locale/visibility IDs and explicit dependency links; no source text, credentials or private URLs. Combined input including controls and capture metadata is limited to 8 MiB. ## `mapping` (type: `object`): Required for mapped CSV: explicitly select each source column and canonical target; declare null_token and both captures with capture_id, scope_id, captured_at and capture_state (complete, partial or failed). Maximum 64 KiB. Clear this object entirely for strict JSON. No inferred links or completeness. ## `retestReview` (type: `object`): See which retest results belong to this change. Optional in Review my files: supply contract answer-retest-evidence-v1, expectedTests with exact scoped test keys and explicit definitionRevision, and receipts (empty to prepare a request). Download RETEST_REQUEST.json from the report; it is a request, not a submitted result. Returned receipts include receiptId, test, definitionRevision, contextFingerprint, declaredResult (pass, fail, inconclusive or not_run) and executedAt when known. Maximum 1,000 receipts and the existing 8 MiB combined input limit. This compares supplied records; it does not run tests or approve a release. A later run reviewing returned results is another paid report at the normal price. ## `dependencies` (type: `string`): Strict JSON only: {"items":\[scoped item keys],"links":\[{"from_source":scoped source key or null,"from_item":scoped item key or null,"to":scoped item key}]}. Item keys: id,kind(citation/answer/test),product,version,locale,visibility. Source keys: document,section,product,version,locale,visibility. Exactly one from_source/from_item per link. Earlier/later inventory JSON requires capture_id,scope_id,captured_at,capture_state,records; each record requires key,content_hash,evidence_hash,source_revision,extractor_version,validity. Unknown hashes may be null. Clear CSV items, links and mapping. ## Actor input object example ```json { "mode": "example", "format": "mappedCsv", "before": "Key / Document,Key / Section,Key / Product,Key / Version,Key / Locale,Key / Visibility,Content Hash,Evidence Hash,Source Revision,Extractor Version,Validity\nfictional-document-1,fictional-section-1,fictional-assistant,1,en,private,aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa,bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb,source-r1,fictional-extractor-1,valid\n", "after": "Key / Document,Key / Section,Key / Product,Key / Version,Key / Locale,Key / Visibility,Content Hash,Evidence Hash,Source Revision,Extractor Version,Validity\nfictional-document-1,fictional-section-1,fictional-assistant,1,en,private,aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa,cccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc,source-r2,fictional-extractor-1,valid\n", "items": "Id,Kind,Product,Version,Locale,Visibility\nfictional-test-1,test,fictional-assistant,1,en,private\nfictional-test-2,test,fictional-assistant,1,en,private\n", "links": "From Source / Document,From Source / Section,From Source / Product,From Source / Version,From Source / Locale,From Source / Visibility,From Item / Id,From Item / Kind,From Item / Product,From Item / Version,From Item / Locale,From Item / Visibility,To / Id,To / Kind,To / Product,To / Version,To / Locale,To / Visibility\nfictional-document-1,fictional-section-1,fictional-assistant,1,en,private,\\N,\\N,\\N,\\N,\\N,\\N,fictional-test-1,test,fictional-assistant,1,en,private\n\\N,\\N,\\N,\\N,\\N,\\N,fictional-unknown-answer,answer,fictional-assistant,1,en,private,fictional-test-2,test,fictional-assistant,1,en,private\n", "mapping": { "before_capture": { "capture_id": "fictional-source-before", "scope_id": "fictional-declared-source-inventory", "captured_at": "2026-10-01T12:00:00Z", "capture_state": "complete" }, "after_capture": { "capture_id": "fictional-source-after", "scope_id": "fictional-declared-source-inventory", "captured_at": "2026-10-02T12:00:00Z", "capture_state": "complete" }, "null_token": "\\N", "before": [ { "source": "Key / Document", "target": "key.document" }, { "source": "Key / Section", "target": "key.section" }, { "source": "Key / Product", "target": "key.product" }, { "source": "Key / Version", "target": "key.version" }, { "source": "Key / Locale", "target": "key.locale" }, { "source": "Key / Visibility", "target": "key.visibility" }, { "source": "Content Hash", "target": "content_hash" }, { "source": "Evidence Hash", "target": "evidence_hash" }, { "source": "Source Revision", "target": "source_revision" }, { "source": "Extractor Version", "target": "extractor_version" }, { "source": "Validity", "target": "validity" } ], "after": [ { "source": "Key / Document", "target": "key.document" }, { "source": "Key / Section", "target": "key.section" }, { "source": "Key / Product", "target": "key.product" }, { "source": "Key / Version", "target": "key.version" }, { "source": "Key / Locale", "target": "key.locale" }, { "source": "Key / Visibility", "target": "key.visibility" }, { "source": "Content Hash", "target": "content_hash" }, { "source": "Evidence Hash", "target": "evidence_hash" }, { "source": "Source Revision", "target": "source_revision" }, { "source": "Extractor Version", "target": "extractor_version" }, { "source": "Validity", "target": "validity" } ], "items": [ { "source": "Id", "target": "id" }, { "source": "Kind", "target": "kind" }, { "source": "Product", "target": "product" }, { "source": "Version", "target": "version" }, { "source": "Locale", "target": "locale" }, { "source": "Visibility", "target": "visibility" } ], "links": [ { "source": "From Source / Document", "target": "from_source.document" }, { "source": "From Source / Section", "target": "from_source.section" }, { "source": "From Source / Product", "target": "from_source.product" }, { "source": "From Source / Version", "target": "from_source.version" }, { "source": "From Source / Locale", "target": "from_source.locale" }, { "source": "From Source / Visibility", "target": "from_source.visibility" }, { "source": "From Item / Id", "target": "from_item.id" }, { "source": "From Item / Kind", "target": "from_item.kind" }, { "source": "From Item / Product", "target": "from_item.product" }, { "source": "From Item / Version", "target": "from_item.version" }, { "source": "From Item / Locale", "target": "from_item.locale" }, { "source": "From Item / Visibility", "target": "from_item.visibility" }, { "source": "To / Id", "target": "to.id" }, { "source": "To / Kind", "target": "to.kind" }, { "source": "To / Product", "target": "to.product" }, { "source": "To / Version", "target": "to.version" }, { "source": "To / Locale", "target": "to.locale" }, { "source": "To / Visibility", "target": "to.visibility" } ] } } ``` # Actor output Schema ## `OUTPUT` (type: `string`): No description ## `REPORT_html` (type: `string`): No description ## `report_json` (type: `string`): No description ## `RETEST_REQUEST_json` (type: `string`): No description ## `summary_txt` (type: `string`): No description # API You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup. ## JavaScript example ```javascript import { ApifyClient } from 'apify-client'; // Initialize the ApifyClient with your Apify API token // Replace the '' with your token const client = new ApifyClient({ token: '', }); // Prepare Actor input const input = { "before": `Key / Document,Key / Section,Key / Product,Key / Version,Key / Locale,Key / Visibility,Content Hash,Evidence Hash,Source Revision,Extractor Version,Validity fictional-document-1,fictional-section-1,fictional-assistant,1,en,private,aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa,bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb,source-r1,fictional-extractor-1,valid`, "after": `Key / Document,Key / Section,Key / Product,Key / Version,Key / Locale,Key / Visibility,Content Hash,Evidence Hash,Source Revision,Extractor Version,Validity fictional-document-1,fictional-section-1,fictional-assistant,1,en,private,aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa,cccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc,source-r2,fictional-extractor-1,valid`, "items": `Id,Kind,Product,Version,Locale,Visibility fictional-test-1,test,fictional-assistant,1,en,private fictional-test-2,test,fictional-assistant,1,en,private`, "links": `From Source / Document,From Source / Section,From Source / Product,From Source / Version,From Source / Locale,From Source / Visibility,From Item / Id,From Item / Kind,From Item / Product,From Item / Version,From Item / Locale,From Item / Visibility,To / Id,To / Kind,To / Product,To / Version,To / Locale,To / Visibility fictional-document-1,fictional-section-1,fictional-assistant,1,en,private,\N,\N,\N,\N,\N,\N,fictional-test-1,test,fictional-assistant,1,en,private \N,\N,\N,\N,\N,\N,fictional-unknown-answer,answer,fictional-assistant,1,en,private,fictional-test-2,test,fictional-assistant,1,en,private`, "mapping": { "before_capture": { "capture_id": "fictional-source-before", "scope_id": "fictional-declared-source-inventory", "captured_at": "2026-10-01T12:00:00Z", "capture_state": "complete" }, "after_capture": { "capture_id": "fictional-source-after", "scope_id": "fictional-declared-source-inventory", "captured_at": "2026-10-02T12:00:00Z", "capture_state": "complete" }, "null_token": "\\N", "before": [ { "source": "Key / Document", "target": "key.document" }, { "source": "Key / Section", "target": "key.section" }, { "source": "Key / Product", "target": "key.product" }, { "source": "Key / Version", "target": "key.version" }, { "source": "Key / Locale", "target": "key.locale" }, { "source": "Key / Visibility", "target": "key.visibility" }, { "source": "Content Hash", "target": "content_hash" }, { "source": "Evidence Hash", "target": "evidence_hash" }, { "source": "Source Revision", "target": "source_revision" }, { "source": "Extractor Version", "target": "extractor_version" }, { "source": "Validity", "target": "validity" } ], "after": [ { "source": "Key / Document", "target": "key.document" }, { "source": "Key / Section", "target": "key.section" }, { "source": "Key / Product", "target": "key.product" }, { "source": "Key / Version", "target": "key.version" }, { "source": "Key / Locale", "target": "key.locale" }, { "source": "Key / Visibility", "target": "key.visibility" }, { "source": "Content Hash", "target": "content_hash" }, { "source": "Evidence Hash", "target": "evidence_hash" }, { "source": "Source Revision", "target": "source_revision" }, { "source": "Extractor Version", "target": "extractor_version" }, { "source": "Validity", "target": "validity" } ], "items": [ { "source": "Id", "target": "id" }, { "source": "Kind", "target": "kind" }, { "source": "Product", "target": "product" }, { "source": "Version", "target": "version" }, { "source": "Locale", "target": "locale" }, { "source": "Visibility", "target": "visibility" } ], "links": [ { "source": "From Source / Document", "target": "from_source.document" }, { "source": "From Source / Section", "target": "from_source.section" }, { "source": "From Source / Product", "target": "from_source.product" }, { "source": "From Source / Version", "target": "from_source.version" }, { "source": "From Source / Locale", "target": "from_source.locale" }, { "source": "From Source / Visibility", "target": "from_source.visibility" }, { "source": "From Item / Id", "target": "from_item.id" }, { "source": "From Item / Kind", "target": "from_item.kind" }, { "source": "From Item / Product", "target": "from_item.product" }, { "source": "From Item / Version", "target": "from_item.version" }, { "source": "From Item / Locale", "target": "from_item.locale" }, { "source": "From Item / Visibility", "target": "from_item.visibility" }, { "source": "To / Id", "target": "to.id" }, { "source": "To / Kind", "target": "to.kind" }, { "source": "To / Product", "target": "to.product" }, { "source": "To / Version", "target": "to.version" }, { "source": "To / Locale", "target": "to.locale" }, { "source": "To / Visibility", "target": "to.visibility" } ] } }; // Run the Actor and wait for it to finish const run = await client.actor("critd/answer-drift-planner").call(input); // Fetch and print Actor results from the run's dataset (if any) console.log('Results from dataset'); console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`); const { items } = await client.dataset(run.defaultDatasetId).listItems(); items.forEach((item) => { console.dir(item); }); // 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs ``` ## Python example ```python from apify_client import ApifyClient # Initialize the ApifyClient with your Apify API token # Replace '' with your token. client = ApifyClient("") # Prepare the Actor input run_input = { "before": """Key / Document,Key / Section,Key / Product,Key / Version,Key / Locale,Key / Visibility,Content Hash,Evidence Hash,Source Revision,Extractor Version,Validity fictional-document-1,fictional-section-1,fictional-assistant,1,en,private,aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa,bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb,source-r1,fictional-extractor-1,valid """, "after": """Key / Document,Key / Section,Key / Product,Key / Version,Key / Locale,Key / Visibility,Content Hash,Evidence Hash,Source Revision,Extractor Version,Validity fictional-document-1,fictional-section-1,fictional-assistant,1,en,private,aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa,cccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc,source-r2,fictional-extractor-1,valid """, "items": """Id,Kind,Product,Version,Locale,Visibility fictional-test-1,test,fictional-assistant,1,en,private fictional-test-2,test,fictional-assistant,1,en,private """, "links": """From Source / Document,From Source / Section,From Source / Product,From Source / Version,From Source / Locale,From Source / Visibility,From Item / Id,From Item / Kind,From Item / Product,From Item / Version,From Item / Locale,From Item / Visibility,To / Id,To / Kind,To / Product,To / Version,To / Locale,To / Visibility fictional-document-1,fictional-section-1,fictional-assistant,1,en,private,\\N,\\N,\\N,\\N,\\N,\\N,fictional-test-1,test,fictional-assistant,1,en,private \\N,\\N,\\N,\\N,\\N,\\N,fictional-unknown-answer,answer,fictional-assistant,1,en,private,fictional-test-2,test,fictional-assistant,1,en,private """, "mapping": { "before_capture": { "capture_id": "fictional-source-before", "scope_id": "fictional-declared-source-inventory", "captured_at": "2026-10-01T12:00:00Z", "capture_state": "complete", }, "after_capture": { "capture_id": "fictional-source-after", "scope_id": "fictional-declared-source-inventory", "captured_at": "2026-10-02T12:00:00Z", "capture_state": "complete", }, "null_token": "\\N", "before": [ { "source": "Key / Document", "target": "key.document", }, { "source": "Key / Section", "target": "key.section", }, { "source": "Key / Product", "target": "key.product", }, { "source": "Key / Version", "target": "key.version", }, { "source": "Key / Locale", "target": "key.locale", }, { "source": "Key / Visibility", "target": "key.visibility", }, { "source": "Content Hash", "target": "content_hash", }, { "source": "Evidence Hash", "target": "evidence_hash", }, { "source": "Source Revision", "target": "source_revision", }, { "source": "Extractor Version", "target": "extractor_version", }, { "source": "Validity", "target": "validity", }, ], "after": [ { "source": "Key / Document", "target": "key.document", }, { "source": "Key / Section", "target": "key.section", }, { "source": "Key / Product", "target": "key.product", }, { "source": "Key / Version", "target": "key.version", }, { "source": "Key / Locale", "target": "key.locale", }, { "source": "Key / Visibility", "target": "key.visibility", }, { "source": "Content Hash", "target": "content_hash", }, { "source": "Evidence Hash", "target": "evidence_hash", }, { "source": "Source Revision", "target": "source_revision", }, { "source": "Extractor Version", "target": "extractor_version", }, { "source": "Validity", "target": "validity", }, ], "items": [ { "source": "Id", "target": "id", }, { "source": "Kind", "target": "kind", }, { "source": "Product", "target": "product", }, { "source": "Version", "target": "version", }, { "source": "Locale", "target": "locale", }, { "source": "Visibility", "target": "visibility", }, ], "links": [ { "source": "From Source / Document", "target": "from_source.document", }, { "source": "From Source / Section", "target": "from_source.section", }, { "source": "From Source / Product", "target": "from_source.product", }, { "source": "From Source / Version", "target": "from_source.version", }, { "source": "From Source / Locale", "target": "from_source.locale", }, { "source": "From Source / Visibility", "target": "from_source.visibility", }, { "source": "From Item / Id", "target": "from_item.id", }, { "source": "From Item / Kind", "target": "from_item.kind", }, { "source": "From Item / Product", "target": "from_item.product", }, { "source": "From Item / Version", "target": "from_item.version", }, { "source": "From Item / Locale", "target": "from_item.locale", }, { "source": "From Item / Visibility", "target": "from_item.visibility", }, { "source": "To / Id", "target": "to.id", }, { "source": "To / Kind", "target": "to.kind", }, { "source": "To / Product", "target": "to.product", }, { "source": "To / Version", "target": "to.version", }, { "source": "To / Locale", "target": "to.locale", }, { "source": "To / Visibility", "target": "to.visibility", }, ], }, } # Run the Actor and wait for it to finish run = client.actor("critd/answer-drift-planner").call(run_input=run_input) # Fetch and print Actor results from the run's dataset (if there are any) print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}") for item in client.dataset(run.default_dataset_id).iterate_items(): print(item) # 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start ``` ## CLI example ```bash echo '{ "before": "Key / Document,Key / Section,Key / Product,Key / Version,Key / Locale,Key / Visibility,Content Hash,Evidence Hash,Source Revision,Extractor Version,Validity\\nfictional-document-1,fictional-section-1,fictional-assistant,1,en,private,aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa,bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb,source-r1,fictional-extractor-1,valid\\n", "after": "Key / Document,Key / Section,Key / Product,Key / Version,Key / Locale,Key / Visibility,Content Hash,Evidence Hash,Source Revision,Extractor Version,Validity\\nfictional-document-1,fictional-section-1,fictional-assistant,1,en,private,aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa,cccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc,source-r2,fictional-extractor-1,valid\\n", "items": "Id,Kind,Product,Version,Locale,Visibility\\nfictional-test-1,test,fictional-assistant,1,en,private\\nfictional-test-2,test,fictional-assistant,1,en,private\\n", "links": "From Source / Document,From Source / Section,From Source / Product,From Source / Version,From Source / Locale,From Source / Visibility,From Item / Id,From Item / Kind,From Item / Product,From Item / Version,From Item / Locale,From Item / Visibility,To / Id,To / Kind,To / Product,To / Version,To / Locale,To / Visibility\\nfictional-document-1,fictional-section-1,fictional-assistant,1,en,private,\\\\N,\\\\N,\\\\N,\\\\N,\\\\N,\\\\N,fictional-test-1,test,fictional-assistant,1,en,private\\n\\\\N,\\\\N,\\\\N,\\\\N,\\\\N,\\\\N,fictional-unknown-answer,answer,fictional-assistant,1,en,private,fictional-test-2,test,fictional-assistant,1,en,private\\n", "mapping": { "before_capture": { "capture_id": "fictional-source-before", "scope_id": "fictional-declared-source-inventory", "captured_at": "2026-10-01T12:00:00Z", "capture_state": "complete" }, "after_capture": { "capture_id": "fictional-source-after", "scope_id": "fictional-declared-source-inventory", "captured_at": "2026-10-02T12:00:00Z", "capture_state": "complete" }, "null_token": "\\\\N", "before": [ { "source": "Key / Document", "target": "key.document" }, { "source": "Key / Section", "target": "key.section" }, { "source": "Key / Product", "target": "key.product" }, { "source": "Key / Version", "target": "key.version" }, { "source": "Key / Locale", "target": "key.locale" }, { "source": "Key / Visibility", "target": "key.visibility" }, { "source": "Content Hash", "target": "content_hash" }, { "source": "Evidence Hash", "target": "evidence_hash" }, { "source": "Source Revision", "target": "source_revision" }, { "source": "Extractor Version", "target": "extractor_version" }, { "source": "Validity", "target": "validity" } ], "after": [ { "source": "Key / Document", "target": "key.document" }, { "source": "Key / Section", "target": "key.section" }, { "source": "Key / Product", "target": "key.product" }, { "source": "Key / Version", "target": "key.version" }, { "source": "Key / Locale", "target": "key.locale" }, { "source": "Key / Visibility", "target": "key.visibility" }, { "source": "Content Hash", "target": "content_hash" }, { "source": "Evidence Hash", "target": "evidence_hash" }, { "source": "Source Revision", "target": "source_revision" }, { "source": "Extractor Version", "target": "extractor_version" }, { "source": "Validity", "target": "validity" } ], "items": [ { "source": "Id", "target": "id" }, { "source": "Kind", "target": "kind" }, { "source": "Product", "target": "product" }, { "source": "Version", "target": "version" }, { "source": "Locale", "target": "locale" }, { "source": "Visibility", "target": "visibility" } ], "links": [ { "source": "From Source / Document", "target": "from_source.document" }, { "source": "From Source / Section", "target": "from_source.section" }, { "source": "From Source / Product", "target": "from_source.product" }, { "source": "From Source / Version", "target": "from_source.version" }, { "source": "From Source / Locale", "target": "from_source.locale" }, { "source": "From Source / Visibility", "target": "from_source.visibility" }, { "source": "From Item / Id", "target": "from_item.id" }, { "source": "From Item / Kind", "target": "from_item.kind" }, { "source": "From Item / Product", "target": "from_item.product" }, { "source": "From Item / Version", "target": "from_item.version" }, { "source": "From Item / Locale", "target": "from_item.locale" }, { "source": "From Item / Visibility", "target": "from_item.visibility" }, { "source": "To / Id", "target": "to.id" }, { "source": "To / Kind", "target": "to.kind" }, { "source": "To / Product", "target": "to.product" }, { "source": "To / Version", "target": "to.version" }, { "source": "To / Locale", "target": "to.locale" }, { "source": "To / Visibility", "target": "to.visibility" } ] } }' | apify call critd/answer-drift-planner --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "type": "http", "url": "https://mcp.apify.com/?tools=fetch-actor-details,critd/answer-drift-planner" } } } ``` The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer ` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations). ## OpenAPI specification Download the OpenAPI definition: https://api.apify.com/v2/actors/gFcOTLplEJ7WSoyFP/builds/rsk8ftm8vr7UgdhCl/openapi.json