feat(langgraph): Add tool support to LangGraph templates by andreiborza · Pull Request #130 · getsentry/testing-ai-sdk-integrations

andreiborza · 2026-04-02T08:57:08Z

This PR adds tool calls to LangGraph templates. It creates tools using @langchain/core/tools with zod schemas.

This PR adds tool calls to LangGraph templates. It creates tools using `@langchain/core/tools` with zod schemas.

src/runner/templates/agents/browser/langgraph/template.njk

constantinius · 2026-04-02T09:02:04Z

Looks good!

This reminded me that createReactAgent is deprecated. Not sure what the replacement is. We should tackle that as well. This PR could the be the opportunity for doing that.

andreiborza · 2026-04-02T09:03:30Z

Yep, the alternative is https://docs.langchain.com/oss/javascript/releases/langchain-v1#createagent, we'll need to instrument that too at some point.

src/runner/templates/agents/browser/langgraph/template.njk

nicohrubec

🚀

github-actions · 2026-04-02T09:38:52Z

🔴 AI SDK Integration Test Results

Status: 2 regressions detected

Summary

Metric	main	PR	Change
Total Tests	667	667	—
Passed	386	388	+2 ✅
Failed	163	163	—

🔴 Regressions

These tests were passing on main but are now failing:

browser/openai :: Multi-Turn LLM Test (blocking)

Error: Browser test timed out (60s)

Browser test timed out (60s)

node/google-genai :: Conversation ID LLM Test (blocking)

Error: 2 check(s) failed:

2 check(s) failed:
Attribute validation failed:
  Span 50c37a2f: Attribute 'gen_ai.usage.input_tokens' must exist but is missing
  Span 50c37a2f: Attribute 'gen_ai.usage.output_tokens' must exist but is missing
Token usage validation failed:
  input_tokens must exist
  output_tokens must exist
  total_tokens must exist
gen_ai.response.model is missing (optional but recommended)

✅ Fixed

These tests were failing on main but are now passing:

cloudflare/vercel :: Conversation ID Agent Test (blocking, function, openai)
browser/google-genai :: Basic LLM Test (blocking)
cloudflare/google-genai :: Multi-Turn LLM Test (blocking)
cloudflare/langchain :: Multi-Turn LLM Test (streaming)

Test Matrix

Agent Tests

SDK	Basic Agent Test	Conversation ID Agent Test	Long Input Agent Test	Tool Call Agent Test	Tool Error Agent Test	Vision Agent Test
browser/langgraph	❌_{blk, combined} ❌_{blk, compiled} ❌_{blk, custom-state} ❌_{blk, graph} ❌_{blk, langchain} ❌_{str, combined} ❌_{str, compiled} ❌_{str, custom-state} ❌_{str, graph} ❌_{str, langchain}	❌_{blk, combined} ❌_{blk, compiled} ❌_{blk, custom-state} ❌_{blk, graph} ❌_{blk, langchain} ❌_{str, combined} ❌_{str, compiled} ❌_{str, custom-state} ❌_{str, graph} ❌_{str, langchain}	❌_{blk, combined} ❌_{blk, compiled} ❌_{blk, custom-state} ❌_{blk, graph} ❌_{blk, langchain} ❌_{str, combined} ❌_{str, compiled} ❌_{str, custom-state} ❌_{str, graph} ❌_{str, langchain}	❌_{blk, combined} ❌_{blk, compiled} ❌_{blk, custom-state} ❌_{blk, graph} ❌_{blk, langchain} ❌_{str, combined} ❌_{str, compiled} ❌_{str, custom-state} ❌_{str, graph} ❌_{str, langchain}	❌_{blk, combined} ❌_{blk, compiled} ❌_{blk, custom-state} ❌_{blk, graph} ❌_{blk, langchain} ❌_{str, combined} ❌_{str, compiled} ❌_{str, custom-state} ❌_{str, graph} ❌_{str, langchain}	❌_{blk, combined} ❌_{blk, compiled} ❌_{blk, custom-state} ❌_{blk, graph} ❌_{blk, langchain} ❌_{str, combined} ❌_{str, compiled} ❌_{str, custom-state} ❌_{str, graph} ❌_{str, langchain}
cloudflare/langgraph	❌	❌	❌	❌	❌	❌
cloudflare/vercel	❌_{blk, class, anthropic} ❌_{blk, class, openai} ✅_{blk, function, anthropic} ✅_{blk, function, openai} ❌_{str, class, anthropic} ❌_{str, class, openai} ✅_{str, function, anthropic} ✅_{str, function, openai}	❌_{blk, class, anthropic} ❌_{blk, class, openai} ✅_{blk, function, anthropic} ✅🔧_{blk, function, openai} ❌_{str, class, anthropic} ❌_{str, class, openai} ✅_{str, function, anthropic} ✅_{str, function, openai}	❌_{blk, class, anthropic} ❌_{blk, class, openai} ✅_{blk, function, anthropic} ✅_{blk, function, openai} ❌_{str, class, anthropic} ❌_{str, class, openai} ✅_{str, function, anthropic} ✅_{str, function, openai}	❌_{blk, class, anthropic} ❌_{blk, class, openai} ✅_{blk, function, anthropic} ✅_{blk, function, openai} ❌_{str, class, anthropic} ❌_{str, class, openai} ✅_{str, function, anthropic} ✅_{str, function, openai}	❌_{blk, class, anthropic} ❌_{blk, class, openai} ✅_{blk, function, anthropic} ✅_{blk, function, openai} ❌_{str, class, anthropic} ❌_{str, class, openai} ✅_{str, function, anthropic} ✅_{str, function, openai}	❌_{blk, class, anthropic} ❌_{blk, class, openai} ✅_{blk, function, anthropic} ✅_{blk, function, openai} ❌_{str, class, anthropic} ❌_{str, class, openai} ✅_{str, function, anthropic} ✅_{str, function, openai}
nextjs/mastra	✅	❌	—	✅	✅	✅
nextjs/vercel	❌_{blk, class, anthropic} ❌_{blk, class, openai} ✅_{blk, function, anthropic} ✅_{blk, function, openai} ❌_{str, class, anthropic} ❌_{str, class, openai} ✅_{str, function, anthropic} ✅_{str, function, openai}	❌_{blk, class, anthropic} ❌_{blk, class, openai} ✅_{blk, function, anthropic} ✅_{blk, function, openai} ❌_{str, class, anthropic} ❌_{str, class, openai} ✅_{str, function, anthropic} ✅_{str, function, openai}	❌_{blk, class, anthropic} ❌_{blk, class, openai} ✅_{blk, function, anthropic} ✅_{blk, function, openai} ❌_{str, class, anthropic} ❌_{str, class, openai} ✅_{str, function, anthropic} ✅_{str, function, openai}	❌_{blk, class, anthropic} ❌_{blk, class, openai} ✅_{blk, function, anthropic} ✅_{blk, function, openai} ❌_{str, class, anthropic} ❌_{str, class, openai} ✅_{str, function, anthropic} ✅_{str, function, openai}	❌_{blk, class, anthropic} ❌_{blk, class, openai} ✅_{blk, function, anthropic} ✅_{blk, function, openai} ❌_{str, class, anthropic} ❌_{str, class, openai} ✅_{str, function, anthropic} ✅_{str, function, openai}	❌_{blk, class, anthropic} ❌_{blk, class, openai} ✅_{blk, function, anthropic} ✅_{blk, function, openai} ❌_{str, class, anthropic} ❌_{str, class, openai} ✅_{str, function, anthropic} ✅_{str, function, openai}
node/langgraph	❌	❌	❌	❌	❌	❌
node/manual	✅	✅	✅	✅	✅	✅
node/mastra	✅	❌	❌	❌	❌	❌
node/vercel	❌_{blk, class, anthropic} ❌_{blk, class, openai} ✅_{blk, function, anthropic} ✅_{blk, function, openai} ❌_{str, class, anthropic} ❌_{str, class, openai} ✅_{str, function, anthropic} ✅_{str, function, openai}	❌_{blk, class, anthropic} ❌_{blk, class, openai} ✅_{blk, function, anthropic} ✅_{blk, function, openai} ❌_{str, class, anthropic} ❌_{str, class, openai} ✅_{str, function, anthropic} ✅_{str, function, openai}	❌_{blk, class, anthropic} ❌_{blk, class, openai} ✅_{blk, function, anthropic} ✅_{blk, function, openai} ❌_{str, class, anthropic} ❌_{str, class, openai} ✅_{str, function, anthropic} ✅_{str, function, openai}	❌_{blk, class, anthropic} ❌_{blk, class, openai} ✅_{blk, function, anthropic} ✅_{blk, function, openai} ❌_{str, class, anthropic} ❌_{str, class, openai} ✅_{str, function, anthropic} ✅_{str, function, openai}	❌_{blk, class, anthropic} ❌_{blk, class, openai} ✅_{blk, function, anthropic} ✅_{blk, function, openai} ❌_{str, class, anthropic} ❌_{str, class, openai} ✅_{str, function, anthropic} ✅_{str, function, openai}	❌_{blk, class, anthropic} ❌_{blk, class, openai} ✅_{blk, function, anthropic} ✅_{blk, function, openai} ❌_{str, class, anthropic} ❌_{str, class, openai} ✅_{str, function, anthropic} ✅_{str, function, openai}
python/langgraph	❌_a ❌_s	❌_a ❌_s	❌_a ❌_s	❌_a ❌_s	❌_a ❌_s	❌_a ❌_s
python/manual	✅_a ✅_s	✅_a ✅_s	✅_a ✅_s	✅_a ✅_s	✅_a ✅_s	✅_a ✅_s
python/openai-agents	❌	❌	❌	❌	❌	❌
python/pydantic-ai	❌_{a, fallback} ❌_{a, single}	❌_{a, fallback} ❌_{a, single}	❌_{a, fallback} ❌_{a, single}	❌_{a, fallback} ❌_{a, single}	❌_{a, fallback} ❌_{a, single}	❌_{a, fallback} ❌_{a, single}

Embedding Tests

SDK	Basic Embeddings Test
browser/google-genai	✅
browser/langchain	❌
browser/openai	✅
cloudflare/google-genai	✅
cloudflare/langchain	❌
cloudflare/openai	✅
cloudflare/vercel	✅
nextjs/google-genai	✅
nextjs/langchain	❌
nextjs/openai	✅
nextjs/vercel	✅
node/google-genai	✅
node/langchain	❌
node/openai	✅
node/vercel	✅
python/google-genai	❌_{a, blk} ❌_{s, blk}
python/langchain	❌_{a, blk} ❌_{s, blk}
python/litellm	❌_{a, blk} ❌_{s, blk}
python/manual	✅_{a, blk} ✅_{s, blk}
python/openai	✅_{a, blk} ✅_{s, blk}

LLM Tests

SDK	Basic Error LLM Test	Basic LLM Test	Conversation ID LLM Test	Long Input LLM Test	Multi-Turn LLM Test	Vision LLM Test
browser/anthropic	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str
browser/google-genai	✅_blk ✅_str	✅🔧_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str
browser/langchain	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str
browser/openai	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	❌📉_blk ❌_str	✅_blk ✅_str
cloudflare/anthropic	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str
cloudflare/google-genai	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅🔧_blk ✅_str	✅_blk ✅_str
cloudflare/langchain	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅🔧_str	✅_blk ✅_str
cloudflare/openai	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str
nextjs/anthropic	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str
nextjs/google-genai	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str
nextjs/langchain	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str
nextjs/openai	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str
node/anthropic	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str
node/google-genai	✅_blk ✅_str	✅_blk ✅_str	❌📉_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str
node/langchain	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str
node/manual	—	✅	✅	✅	✅	✅
node/openai	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str	✅_blk ✅_str
python/anthropic	✅_{a, blk} ❌_{a, str} ✅_{s, blk} ❌_{s, str}	✅_{a, blk} ✅_{a, str} ✅_{s, blk} ✅_{s, str}	✅_{a, blk} ✅_{a, str} ✅_{s, blk} ✅_{s, str}	✅_{a, blk} ✅_{a, str} ✅_{s, blk} ✅_{s, str}	✅_{a, blk} ✅_{a, str} ✅_{s, blk} ✅_{s, str}	✅_{a, blk} ✅_{a, str} ✅_{s, blk} ✅_{s, str}
python/google-genai	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}
python/langchain	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}
python/litellm	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}
python/manual	—	✅_{a, blk} ✅_{s, blk}	✅_{a, blk} ✅_{s, blk}	✅_{a, blk} ✅_{s, blk}	✅_{a, blk} ✅_{s, blk}	✅_{a, blk} ✅_{s, blk}
python/openai	✅_{a, blk} ✅_{a, str} ✅_{s, blk} ✅_{s, str}	✅_{a, blk} ❌_{a, str} ✅_{s, blk} ❌_{s, str}	✅_{a, blk} ❌_{a, str} ✅_{s, blk} ❌_{s, str}	✅_{a, blk} ❌_{a, str} ✅_{s, blk} ❌_{s, str}	✅_{a, blk} ❌_{a, str} ✅_{s, blk} ❌_{s, str}	❌_{a, blk} ❌_{a, str} ❌_{s, blk} ❌_{s, str}

MCP Tests

SDK	Basic MCP Tool Call Test	MCP Multiple Tool Calls Test	MCP Prompt Get Test	MCP Resource Read Test	MCP Tool Error Test
node/mcp	✅_sse ✅_io	✅_sse ✅_io	✅_sse ✅_io	✅_sse ✅_io	✅_sse ✅_io
python/fastmcp	✅_{a, blk, sse} ✅_{a, blk, io}	✅_{a, blk, sse} ✅_{a, blk, io}	✅_{a, blk, sse} ✅_{a, blk, io}	✅_{a, blk, sse} ✅_{a, blk, io}	✅_{a, blk, sse} ✅_{a, blk, io}
python/mcp	✅_{a, blk, sse, hi} ✅_{a, blk, sse, lo} ✅_{a, blk, io, hi} ✅_{a, blk, io, lo}	✅_{a, blk, sse, hi} ✅_{a, blk, sse, lo} ✅_{a, blk, io, hi} ✅_{a, blk, io, lo}	✅_{a, blk, sse, hi} ✅_{a, blk, sse, lo} ✅_{a, blk, io, hi} ✅_{a, blk, io, lo}	✅_{a, blk, sse, hi} ✅_{a, blk, sse, lo} ✅_{a, blk, io, hi} ✅_{a, blk, io, lo}	✅_{a, blk, sse, hi} ✅_{a, blk, sse, lo} ✅_{a, blk, io, hi} ✅_{a, blk, io, lo}

Generated by AI SDK Integration Tests

src/runner/templates/agents/browser/langgraph/template.njk

cursor

Cursor Bugbot has reviewed your changes and found 1 potential issue.

^{Bugbot Autofix is OFF. To automatically fix reported issues with cloud agents, enable autofix in the Cursor dashboard.}

src/runner/templates/agents/cloudflare/langgraph/template.njk

constantinius · 2026-04-02T11:22:40Z

src/test-cases/checks.ts

        let actualArgs: Record<string, unknown>;
        const argsRaw =
          foundCall.arguments ||
+          foundCall.args ||


Not sure if we should do that. This comes from the gen_ai.output.messages (or the old tool_call one) which includes the tool calls as ToolCallRequestPart, which has "arguments", not "args".

Here's the relevant schema:

"ToolCallRequestPart": { "additionalProperties": true, "description": "Represents a tool call requested by the model.", "properties": { "type": { "const": "tool_call", "description": "The type of the content captured in this part.", "title": "Type", "type": "string" }, "id": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null, "description": "Unique identifier for the tool call.", "title": "Id" }, "name": { "description": "Name of the tool.", "title": "Name", "type": "string" }, "arguments": { "default": null, "description": "Arguments for the tool call.", "title": "Arguments" } },

I would opt to fix that in the integration, tbh.

Hm, ok. But doesn't foundCall.function also go against this schema? As far as I can tell that is also there for OpenAI's format.

Not saying we should add yet another exception, I can remap it in the SDK but remapping logic becomes brittle quick.

Let me know what you think @constantinius.

I went ahead and reverted in 8976eee and will normalize on the SDK side for the time being.

sentry · 2026-04-02T14:48:55Z

src/runner/templates/agents/node/langgraph/template.njk

+    name: "{{ toolDef.name }}",
+    description: "{{ toolDef.description }}",
+    schema: z.object({
+{% if toolDef.parameters and toolDef.parameters.properties %}
+{% for paramName, paramDef in toolDef.parameters.properties %}
+      {{ paramName }}: {{ zodType(paramDef.type) }}{% if paramDef.description %}.describe("{{ paramDef.description }}"){% endif %},


Bug: Tool definition properties like name and description are rendered into a JavaScript template without escaping, which can lead to syntax errors if they contain special characters.
_{Severity: HIGH}

Suggested Fix

Apply an appropriate escaping mechanism to the toolDef.name, toolDef.description, and toolDef.error variables within the Nunjucks template. Using a filter that JSON-encodes the string, similar to the | dump filter used for toolDef.result, would ensure the output is a valid JavaScript string literal.

Prompt for AI Agent

Review the code at the location below. A potential bug has been identified by an AI agent. Verify if this is a real issue. If it is, propose a fix; if not, explain why it's not valid. Location: src/runner/templates/agents/node/langgraph/template.njk#L44-L49 Potential issue: The Nunjucks template at `src/runner/templates/agents/node/langgraph/template.njk` directly interpolates tool definition properties like `toolDef.name`, `toolDef.description`, and `toolDef.error` into JavaScript string literals. Since Nunjucks is configured with `autoescape: false` and no specific JavaScript escaping filter is applied, any special characters (e.g., double quotes, backslashes, newlines) within these properties will break the syntax of the generated JavaScript. This will cause the generated test script to fail with a `SyntaxError` at runtime when a tool's metadata contains such characters.

feat(langgraph): Add tool support to LangGraph templates

6085de8

This PR adds tool calls to LangGraph templates. It creates tools using `@langchain/core/tools` with zod schemas.

andreiborza requested review from constantinius and nicohrubec April 2, 2026 08:57

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Use zodType macro for JSON Schema type mapping

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Guard tool import by variant

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Add toolcalls to cloudflare too

390aa97

andreiborza force-pushed the ab/add-langgraph-tool-calls branch from d84fd14 to 390aa97 Compare April 2, 2026 09:59

Check langchain style function args as well

db8a738

andreiborza requested review from constantinius and nicohrubec April 2, 2026 10:53

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andreiborza requested a review from constantinius April 2, 2026 14:11

Revert expansion of toolcall args to be in line with OTel

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feat(langgraph): Add tool support to LangGraph templates#130

feat(langgraph): Add tool support to LangGraph templates#130
andreiborza wants to merge 6 commits intomainfrom
ab/add-langgraph-tool-calls

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andreiborza commented Apr 2, 2026

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🔴 AI SDK Integration Test Results

Summary

🔴 Regressions

✅ Fixed

Test Matrix

Agent Tests

Embedding Tests

LLM Tests

MCP Tests

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constantinius Apr 2, 2026 • edited Loading Uh oh! There was an error while loading. Please reload this page.

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