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What

  • Add Support for 1M context for Anthropic LLM adapters

Why

  • This was a highly requested feature from our customers.

How

  • Added a new input Enable Extended Context in our adapter creation form.
  • Enabling the checkbox will pass in a parameter extra_headers={"anthropic-beta": "context-1m-2025-08-07"} to the anthropic LLM instance.

Can this PR break any existing features. If yes, please list possible items. If no, please explain why. (PS: Admins do not merge the PR without this section filled)

  • No, this is an introduction of a new feature and doesn't cause any issues with existing parameters.

Database Migrations

Env Config

Relevant Docs

Related Issues or PRs

Dependencies Versions

Notes on Testing

  • Tested running prompts in prompt-studio but still needs to be tested with large documents surpassing 200k tokens.

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Checklist

I have read and understood the Contribution Guidelines.

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coderabbitai bot commented Jan 7, 2026

Summary by CodeRabbit

  • New Features

    • Added support for an extended-context (1M token) mode for Anthropic LLMs.
    • Added a toggle to enable extended-context mode and ensure related reasoning controls behave consistently.
  • Documentation

    • Updated guidance for the “thinking”/extended-thinking behavior and included a learn-more link for extended-context usage.

✏️ Tip: You can customize this high-level summary in your review settings.

Walkthrough

Extended Anthropic adapter support: added enable_extended_context to schema and updated AnthropicLLMParameters.validate to detect and enable 1M-token context from headers, manage related metadata exclusions, and append the appropriate anthropic-beta context header when active.

Changes

Cohort / File(s) Summary
Extended Context Validation Logic
unstract/sdk1/src/unstract/sdk1/adapters/base1.py
Added handling in AnthropicLLMParameters.validate to detect anthropic-beta: context-1m in extra_headers, enable enable_extended_context, preserve/manage thinking-related controls, exclude control fields from validation metadata, and append anthropic-beta: context-1m-2025-08-07 when active.
Anthropic LLM Schema
unstract/sdk1/src/unstract/sdk1/adapters/llm1/static/anthropic.json
Added boolean enable_extended_context property (default: false) with description and Learn more link; updated enable_thinking description to reference Anthropic documentation and clarified wording.

Estimated code review effort

🎯 3 (Moderate) | ⏱️ ~20 minutes

🚥 Pre-merge checks | ✅ 2 | ❌ 1
❌ Failed checks (1 warning)
Check name Status Explanation Resolution
Docstring Coverage ⚠️ Warning Docstring coverage is 0.00% which is insufficient. The required threshold is 80.00%. Write docstrings for the functions missing them to satisfy the coverage threshold.
✅ Passed checks (2 passed)
Check name Status Explanation
Title check ✅ Passed The title clearly and concisely summarizes the main feature addition: support for 1M context in Anthropic LLM adapters, matching the changeset objectives.
Description check ✅ Passed The description covers all required template sections with appropriate detail: explains what, why, and how; addresses breaking changes; includes notes on testing. Only optional sections (Database Migrations, Env Config, Relevant Docs, etc.) are empty.

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Actionable comments posted: 1

🧹 Nitpick comments (1)
unstract/sdk1/src/unstract/sdk1/adapters/llm1/static/anthropic.json (1)

56-61: Consider adding model validation to enforce compatibility with 1M context feature.

The description correctly states this feature is available for Claude Sonnet 4 and Sonnet 4.5 models and requires Usage Tier 4 organizations. The implementation properly uses the beta header context-1m-2025-08-07 per Anthropic's API documentation.

However, the schema currently allows any model to enable this feature without restrictions. Since enable_extended_context is only compatible with specific Sonnet models, consider adding JSON schema validation using conditional rules (via allOf with if/then statements), similar to how budget_tokens is conditionally enforced when enable_thinking is enabled. This would prevent misconfiguration and improve user experience.

📜 Review details

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Cache: Disabled due to Reviews > Disable Cache setting

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Reviewing files that changed from the base of the PR and between fa9c162 and 302da69.

📒 Files selected for processing (2)
  • unstract/sdk1/src/unstract/sdk1/adapters/base1.py
  • unstract/sdk1/src/unstract/sdk1/adapters/llm1/static/anthropic.json
⏰ Context from checks skipped due to timeout of 90000ms. You can increase the timeout in your CodeRabbit configuration to a maximum of 15 minutes (900000ms). (1)
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🔇 Additional comments (3)
unstract/sdk1/src/unstract/sdk1/adapters/llm1/static/anthropic.json (1)

54-55: LGTM! Documentation reference improves clarity.

The updated description now references Anthropic's official documentation, which is more maintainable and provides users with authoritative information about extended thinking.

unstract/sdk1/src/unstract/sdk1/adapters/base1.py (2)

571-580: LGTM! Field exclusion logic is correct.

The validation metadata correctly excludes control fields (enable_extended_context, extra_headers) before Pydantic validation, then conditionally adds back extra_headers to the final result when extended context is enabled. This mirrors the existing pattern for thinking configuration.


588-591: Verify the beta header value and clarify temperature handling.

The hardcoded beta header value "context-1m-2025-08-07" should be verified against Anthropic's current API documentation. If this value is incorrect, all API calls with extended context enabled will fail.

Additionally, unlike the thinking mode (which sets temperature = 1 on line 568), extended context mode doesn't modify the temperature. Please clarify whether this is intentional or if temperature should also be adjusted for extended context mode.

The beta header value can be confirmed using the web search already requested for the schema file. If temperature adjustment is required, please update the logic:

if enable_extended_context:
    validated["extra_headers"] = {"anthropic-beta": "context-1m-2025-08-07"}
    # Add this if temperature should be modified:
    # validated["temperature"] = 1

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LGTM - left a minor comment

"type": "boolean",
"title": "Enable Extended Context (1M)",
"default": false,
"description": "Enables 1 million token context window. Available for Claude Sonnet 4 and Sonnet 4.5 models. Currently in beta for Usage Tier 4 organizations."
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NIT: Consider linking any relevant docs from Anthropic so that we future proof ourselves if they decide to add / remove support for other models

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Looks good.

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Test Results

Summary
  • Runner Tests: 11 passed, 0 failed (11 total)
  • SDK1 Tests: 66 passed, 0 failed (66 total)

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Actionable comments posted: 1

🤖 Fix all issues with AI agents
In @unstract/sdk1/src/unstract/sdk1/adapters/llm1/static/anthropic.json:
- Around line 56-61: Update the "description" value for the JSON property
"enable_extended_context" to use the correct Anthropic docs domain: replace the
link host platform.claude.com with docs.anthropic.com so the URL becomes
https://docs.anthropic.com/en/docs/build-with-claude/context-windows#1-m-token-context-window;
modify only the string for the "description" key under "enable_extended_context"
to reflect this corrected URL, keeping the rest of the text unchanged.
📜 Review details

Configuration used: Organization UI

Review profile: CHILL

Plan: Pro

Cache: Disabled due to Reviews > Disable Cache setting

Knowledge base: Disabled due to Reviews -> Disable Knowledge Base setting

📥 Commits

Reviewing files that changed from the base of the PR and between 302da69 and 72b971b.

📒 Files selected for processing (1)
  • unstract/sdk1/src/unstract/sdk1/adapters/llm1/static/anthropic.json
⏰ Context from checks skipped due to timeout of 90000ms. You can increase the timeout in your CodeRabbit configuration to a maximum of 15 minutes (900000ms). (1)
  • GitHub Check: build
🔇 Additional comments (1)
unstract/sdk1/src/unstract/sdk1/adapters/llm1/static/anthropic.json (1)

54-55: LGTM!

The enhanced description with documentation link improves user guidance for the extended thinking feature.

Comment on lines +56 to 61
"enable_extended_context": {
"type": "boolean",
"title": "Enable Extended Context (1M)",
"default": false,
"description": "Enables 1M token context window (beta). Available for Sonnet 4 and 4.5. [Learn more](https://platform.claude.com/docs/en/build-with-claude/context-windows#1-m-token-context-window)"
}
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⚠️ Potential issue | 🟡 Minor

🧩 Analysis chain

🏁 Script executed:

# First, let's examine the file to see both enable_thinking and enable_extended_context properties
cat -n unstract/sdk1/src/unstract/sdk1/adapters/llm1/static/anthropic.json | sed -n '48,65p'

Repository: Zipstack/unstract

Length of output: 958


🌐 Web query:

Anthropic 1M token context window documentation URL official

💡 Result:

Here are the official Anthropic docs pages for the 1M‑token context window:

Sources: [1] Anthropic Docs — Context windows; [2] Claude Docs — Context windows.


🌐 Web query:

Anthropic Claude Sonnet 4 4.5 1M token context window support models

💡 Result:

Short answer: Yes — Claude Sonnet 4 and Claude Sonnet 4.5 support a 1,000,000‑token context window (beta). Use the beta header context-1m-2025-08-07; access is limited to eligible orgs (usage tier 4 / custom rate limits) and is available on Anthropic’s API and cloud partners (Bedrock, Vertex). [1][2]

Sources:

  • Anthropic docs: Context windows (Sonnet 4 — 1M token beta + beta header and tier requirements). [1]
  • Claude docs: Sonnet 4 and Sonnet 4.5 1M context details and context‑awareness notes. [2]

Correct the documentation URL domain.

The documentation link uses platform.claude.com, which is not an official Anthropic documentation domain. Change it to docs.anthropic.com to match the enable_thinking property and align with official Anthropic documentation. The model availability claim for Sonnet 4 and 4.5 is accurate.

Suggested fix:

"description": "Enables 1M token context window (beta). Available for Sonnet 4 and 4.5. [Learn more](https://docs.anthropic.com/en/docs/build-with-claude/context-windows#1-m-token-context-window)"
🤖 Prompt for AI Agents
In @unstract/sdk1/src/unstract/sdk1/adapters/llm1/static/anthropic.json around
lines 56 - 61, Update the "description" value for the JSON property
"enable_extended_context" to use the correct Anthropic docs domain: replace the
link host platform.claude.com with docs.anthropic.com so the URL becomes
https://docs.anthropic.com/en/docs/build-with-claude/context-windows#1-m-token-context-window;
modify only the string for the "description" key under "enable_extended_context"
to reflect this corrected URL, keeping the rest of the text unchanged.

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