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DebugPilot AI — AI-Powered Debugging Workflow#156

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DebugPilot AI — AI-Powered Debugging Workflow#156
Yashyr190 wants to merge 9 commits into
Lamatic:mainfrom
Yashyr190:debugpilot-ai-submission

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@Yashyr190 Yashyr190 commented May 12, 2026

DebugPilot AI — AI-Powered Debugging Assistant

Contribution Type

  • Kit Contribution

Overview

DebugPilot AI is an AI-powered debugging assistant designed to help developers analyze runtime errors, deployment failures, API issues, and stack traces through structured engineering-focused workflows.

The kit provides:

  • Root cause analysis
  • Runtime error interpretation
  • Deployment failure diagnosis
  • Structured debugging reports
  • Production-safe debugging guidance
  • Confidence-scored engineering insights

Repository Structure Validation

  • Uses kits/debugpilot-ai/
  • Includes lamatic.config.ts
  • Includes README.md
  • Includes agent.md
  • Includes flows/
  • Includes constitutions/default.md
  • Includes apps/

App Structure

The kit includes a minimal Next.js application scaffold with:

  • apps/package.json
  • apps/app/page.tsx
  • apps/.env.example
  • apps/next.config.mjs
  • apps/tsconfig.json

Flow Configuration

The kit defines:

  • debugpilot-flow
  • environment binding through DEBUGPILOT_FLOW_ID

Local Validation

  • Verified required AgentKit structure
  • Verified file layout against CONTRIBUTING.md
  • Verified minimal app scaffold
  • Verified deterministic dependency versions
  • Verified markdownlint formatting fixes
  • Verified npm install completes successfully
  • Verified npm run dev starts locally
  • Verified all current GitHub Actions checks pass

Notes

This submission focuses on establishing the foundational kit structure, workflow configuration, and debugging-oriented AI experience aligned with AgentKit contribution guidelines.

  • kits/debugpilot-ai/lamatic.config.ts — Kit metadata and steps; declares required step debugpilot-flow with env binding DEBUGPILOT_FLOW_ID.
  • kits/debugpilot-ai/flows/debugpilot-flow.ts — Exports getDebugPilotFlow() defining the flow:
    • meta: id "debugpilot-flow", name "DebugPilot Root Cause Analysis Flow", version "1.0.0"
    • inputs: required string error
    • references: output bound directly to debugLLMNode
    • nodes:
      • GraphQL trigger node (nodeType: graphqlNode, name: "Debug Trigger") — declares error field and serves as entry trigger
      • LLM analysis node (nodeType: llmNode / LLMNode, name: "Debug Analysis" / debugLLMNode) — configured with model/generation params and a fixed analysis prompt to produce debugging output
    • edges: trigger → LLM (triggerNode wires to debugLLMNode)
    • High-level behavior: accepts an error string via a GraphQL trigger, forwards it to an LLM node that runs a fixed analysis prompt to produce a structured debugging analysis; scaffold intended for later expansion.
  • kits/debugpilot-ai/constitutions/default.md — Constitution with rules emphasizing actionable, non‑hallucinated, production‑safe, deterministic debugging recommendations.
  • kits/debugpilot-ai/README.md — Full project README: problem/solution, feature list (incident triage, severity classification, subsystem ID, root‑cause analysis, next steps/checklists, prevention guidance, confidence scoring), architecture, getting‑started, demo links and screenshots, and tech stack.
  • kits/debugpilot-ai/agent.md — Agent documentation describing DebugPilot AI capabilities (runtime error interpretation, logs/stack trace summarization, deployment failure diagnosis, root‑cause analysis, suggested fixes).
  • kits/debugpilot-ai/apps/package.json — Next.js app manifest for debugpilot-ai with scripts (dev/build/start/lint) and pinned deps (next@14.2.5, react@18.2.0, react-dom@18.2.0) and TypeScript dev deps.
  • kits/debugpilot-ai/apps/app/page.tsx — Minimal Next.js page component rendering "DebugPilot AI".
  • kits/debugpilot-ai/apps/next.config.mjs — Default empty Next.js config export.
  • kits/debugpilot-ai/apps/tsconfig.json — TypeScript config (sets jsx: "preserve").
  • kits/debugpilot-ai/apps/.env.example — Environment template: LAMATIC_API_KEY, LAMATIC_PROJECT_ID, DEBUGPILOT_FLOW_ID.
  • kits/debugpilot-ai/.gitignore — Ignores node_modules, .next, .env, .env.local, dist.

Overall note: flow uses two node types (graphqlNode trigger and llmNode analysis) wired in a simple trigger→LLM pattern; the codebase changes are primarily a foundational scaffold (app scaffold, flow config, docs, and kit metadata).

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  • kits/debugpilot-ai/flows/debugpilot-flow.ts

Walkthrough

Adds a new DebugPilot AI kit: lamatic kit config and static flow, README/agent/constitution docs, a minimal Next.js app scaffold with env examples and package config, and a .gitignore for dev/build artifacts.

Changes

DebugPilot AI Kit Initialization

Layer / File(s) Summary
Kit configuration and flow
kits/debugpilot-ai/lamatic.config.ts, kits/debugpilot-ai/flows/debugpilot-flow.ts, kits/debugpilot-ai/.gitignore
Adds a Lamatic kit config exporting a default kit object (metadata, mandatory debugpilot-flow step bound to DEBUGPILOT_FLOW_ID, links); introduces getDebugPilotFlow() returning a static flow (GraphQL trigger + LLM analysis node, inputs/outputs, edge); and adds .gitignore entries for node_modules, .next, .env, .env.local, and dist.
Documentation and AI behavior guidelines
kits/debugpilot-ai/README.md, kits/debugpilot-ai/agent.md, kits/debugpilot-ai/constitutions/default.md
Adds a full README (overview, architecture, features, workflow, setup, demo), an agent overview listing debugging capabilities, and a constitution describing deterministic, production-safe debugging rules.
Next.js scaffold and environment configuration
kits/debugpilot-ai/apps/package.json, kits/debugpilot-ai/apps/tsconfig.json, kits/debugpilot-ai/apps/.env.example, kits/debugpilot-ai/apps/app/page.tsx, kits/debugpilot-ai/apps/next.config.mjs
Creates a private Next.js app with pinned dependencies and scripts, sets jsx: "preserve" in tsconfig, provides example env vars (LAMATIC_API_KEY, LAMATIC_PROJECT_ID, DEBUGPILOT_FLOW_ID), adds a minimal landing Page component displaying "DebugPilot AI", and exports a default empty nextConfig.

Suggested reviewers

  • amanintech
  • d-pamneja

Act like the agent handler from Mission: Impossible — your mission, should you choose to accept it: review the kit setup and docs.

🚥 Pre-merge checks | ✅ 4 | ❌ 1

❌ Failed checks (1 inconclusive)

Check name Status Explanation Resolution
Description check ❓ Inconclusive The description provides detailed project information and validation steps, but does not fully address the structured PR checklist template requirements, particularly file structure verification and GitHub Actions confirmation. Explicitly confirm that all checklist items from the template have been satisfied, particularly file structure validation (config.json presence, flows structure, .env.example content) and GitHub Actions workflow status.
✅ Passed checks (4 passed)
Check name Status Explanation
Title check ✅ Passed The title 'DebugPilot AI — AI-Powered Debugging Workflow' accurately captures the main contribution: a new AI-powered debugging kit with clear, concise language.
Docstring Coverage ✅ Passed Docstring coverage is 100.00% which is sufficient. The required threshold is 80.00%.
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.

✏️ Tip: You can configure your own custom pre-merge checks in the settings.

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  • Create PR with unit tests

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@Yashyr190
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Hi maintainers

This PR was submitted for the agentkit-challenge.

I don’t appear to have permission to add labels from my side, so requesting the agentkit-challenge label to enable review automation.

Thank you!

@akshatvirmani
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Hello @Yashyr190

The structure is not right. Can you please check and update?

Reference: https://github.com/Lamatic/AgentKit/blob/main/CONTRIBUTING.md#repository-layout

@coderabbitai coderabbitai Bot requested review from amanintech and d-pamneja May 15, 2026 15:35
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Actionable comments posted: 5

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@kits/debugpilot-ai/.gitignore`:
- Around line 1-4: The .gitignore currently lists .env.local but omits .env,
risking secret leaks; update the .gitignore by adding an entry for `.env`
(alongside the existing `.env.local`, node_modules, .next, dist) so both
environment files are ignored and secrets cannot be committed.

In `@kits/debugpilot-ai/agent.md`:
- Line 14: The file ends without a trailing newline (MD047) at the end of the
line containing "Suggested engineering fixes"; open kits/debugpilot-ai/agent.md,
go to the final line with that text, and add exactly one newline character so
the file ends with a single trailing newline while not adding any extra blank
lines.

In `@kits/debugpilot-ai/apps/package.json`:
- Around line 7-10: The dependency entries for react and react-dom use caret
ranges and must be pinned to exact versions; update the package.json
dependencies so the "react" and "react-dom" fields use exact version strings
(e.g., "18.2.0" without the ^) to satisfy the locked-version requirement and
ensure deterministic installs.

In `@kits/debugpilot-ai/constitutions/default.md`:
- Line 7: Add a single trailing newline character at the end of the file so the
last line "Prefer deterministic debugging approaches" ends with a newline
(fixing MD047); open kits/debugpilot-ai/constitutions/default.md, move to the
end of the file and ensure there is one newline character after that final line.

In `@kits/debugpilot-ai/README.md`:
- Around line 162-170: Add a blank line after each screenshot heading to satisfy
markdownlint MD022: insert an empty line between the "Landing Interface" heading
and its <img ...> tag, between the "Structured Debugging Report" heading and its
first <img ...> tag, and between the "Deployment Failure Analysis" heading and
its <img ...> tag so each heading is followed by a blank line before the image.
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  • Push a commit to this branch (recommended)
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📒 Files selected for processing (10)
  • kits/debugpilot-ai/.gitignore
  • kits/debugpilot-ai/README.md
  • kits/debugpilot-ai/agent.md
  • kits/debugpilot-ai/apps/.env.example
  • kits/debugpilot-ai/apps/app/page.tsx
  • kits/debugpilot-ai/apps/package.json
  • kits/debugpilot-ai/apps/tsconfig.json
  • kits/debugpilot-ai/constitutions/default.md
  • kits/debugpilot-ai/flows/debugpilot-flow.ts
  • kits/debugpilot-ai/lamatic.config.ts

Comment thread kits/debugpilot-ai/.gitignore
Comment thread kits/debugpilot-ai/agent.md Outdated
Comment thread kits/debugpilot-ai/apps/package.json Outdated
Comment thread kits/debugpilot-ai/constitutions/default.md Outdated
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Actionable comments posted: 3

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@kits/debugpilot-ai/apps/package.json`:
- Around line 4-6: The package.json currently only defines the "dev" script;
update the "scripts" object to add production and quality commands by adding
"build" (run Next's production compile, e.g., "next build"), "start" (run the
compiled server, e.g., "next start"), and a "lint" script (run ESLint over the
repo, e.g., "next lint" or "eslint . --ext .js,.jsx,.ts,.tsx"); edit the same
"scripts" object where "dev" is defined so CI and deploys can invoke "npm run
build", "npm run start", and "npm run lint".
- Around line 7-11: The package.json currently lists only runtime deps under
"dependencies" but is missing TypeScript tooling required for building .tsx
files; add "typescript" and appropriate type packages (e.g., "@types/react",
"@types/react-dom", and "@types/node") to the project
dependencies/devDependencies in package.json so the TypeScript compiler and type
definitions are available for the tsconfig.json-based build and editor tooling;
update the "dependencies"/"devDependencies" section accordingly and run the
install to ensure tsc and the React/Node types are present.

In `@kits/debugpilot-ai/flows/debugpilot-flow.ts`:
- Around line 1-9: The current getDebugPilotFlow() only returns metadata;
replace it with a Lamatic-style flow object containing top-level keys meta,
inputs, references, nodes, and edges to match execute-flow.ts structure; add a
trigger node named triggerNode of type graphqlNode, at least one processing node
(e.g., debugLLMNode or LLMNode) to perform analysis, create edges connecting
triggerNode -> debugLLMNode -> any output node, and populate references with
output mappings so the flow can export results to Studio; ensure the function
still exports the flow as getDebugPilotFlow.
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Review profile: ASSERTIVE

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Run ID: 474e4ecb-5d27-4875-a36c-2e473e6192ca

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Reviewing files that changed from the base of the PR and between ad8fa96 and fd97f72.

📒 Files selected for processing (9)
  • kits/debugpilot-ai/.gitignore
  • kits/debugpilot-ai/README.md
  • kits/debugpilot-ai/agent.md
  • kits/debugpilot-ai/apps/app/page.tsx
  • kits/debugpilot-ai/apps/next.config.mjs
  • kits/debugpilot-ai/apps/package.json
  • kits/debugpilot-ai/constitutions/default.md
  • kits/debugpilot-ai/flows/debugpilot-flow.ts
  • kits/debugpilot-ai/lamatic.config.ts

Comment thread kits/debugpilot-ai/apps/package.json
Comment thread kits/debugpilot-ai/apps/package.json
Comment thread kits/debugpilot-ai/flows/debugpilot-flow.ts
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♻️ Duplicate comments (1)
kits/debugpilot-ai/flows/debugpilot-flow.ts (1)

4-8: ⚠️ Potential issue | 🔴 Critical | 🏗️ Heavy lift

Mission-critical: this export is metadata-only, not a runnable flow definition.

Your mission, should you choose to accept it: replace this with a full Lamatic flow object (meta, inputs, references, nodes, edges). In its current form, Line 4-8 cannot execute as an actual workflow and will block the debugpilot-flow contract.

#!/bin/bash
# Read-only verification: compare this flow shape with established kit flow files.
# Expected result: this file should expose full flow keys; currently likely only id/name.
set -euo pipefail

echo "== Target flow =="
cat -n kits/debugpilot-ai/flows/debugpilot-flow.ts

echo
echo "== Compare against existing flow implementations (if present) =="
fd -t f "flow.ts" kits | xargs -I{} sh -c 'echo "--- {} ---"; rg -n "meta|inputs|references|nodes|edges" "{}" || true'
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@kits/debugpilot-ai/flows/debugpilot-flow.ts` around lines 4 - 8, The current
export getDebugPilotFlow returns only id/name metadata and must be replaced with
a full Lamatic flow object: update the exported function getDebugPilotFlow to
return an object containing meta, inputs, references, nodes, and edges (not just
id/name) so it is a runnable flow; populate meta (id, name, description,
version), define inputs schema expected by the debugpilot kit, add references
for any external tools/services, and implement nodes and edges representing the
flow graph (use existing flow implementations as a template for node/edge shapes
and naming conventions) so the debugpilot-flow contract can execute.
🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Duplicate comments:
In `@kits/debugpilot-ai/flows/debugpilot-flow.ts`:
- Around line 4-8: The current export getDebugPilotFlow returns only id/name
metadata and must be replaced with a full Lamatic flow object: update the
exported function getDebugPilotFlow to return an object containing meta, inputs,
references, nodes, and edges (not just id/name) so it is a runnable flow;
populate meta (id, name, description, version), define inputs schema expected by
the debugpilot kit, add references for any external tools/services, and
implement nodes and edges representing the flow graph (use existing flow
implementations as a template for node/edge shapes and naming conventions) so
the debugpilot-flow contract can execute.

ℹ️ Review info
⚙️ Run configuration

Configuration used: Repository UI (base), Organization UI (inherited)

Review profile: ASSERTIVE

Plan: Pro

Run ID: 9e4ed1eb-2928-47ef-ad23-388625277a3d

📥 Commits

Reviewing files that changed from the base of the PR and between fd97f72 and 7dd5d04.

📒 Files selected for processing (2)
  • kits/debugpilot-ai/apps/package.json
  • kits/debugpilot-ai/flows/debugpilot-flow.ts

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@EXDEV-oss
Really appreciate that,
Yeah, I’m building DebugPilot seriously long-term. Right now I’m mainly focused on getting the backend architecture and debugging workflow foundation correct before expanding the product surface.
The idea is to make debugging and incident analysis more structured and replayable instead of just throwing AI on top of logs.
Still pretty early, but I’m trying to engineer it like an actual developer tool from the start rather than optimise only for demos.

@Yashyr190
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Really appreciate that
Right now I’m mainly focused on building the foundation properly and learning through the process especially around architecture, debugging workflows, observability, and making the system modular enough to evolve over time.
Still early, but I’m trying to be intentional about the engineering decisions from the start instead of just rushing features. Comments like this genuinely motivate me to keep pushing it further.

@Yashyr190
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That’s honestly a really interesting perspective.
I’m mainly trying to stay focused on building something technically solid first and learning as much as possible through the process. Still early, but conversations like this definitely help reinforce that I’m moving in the right direction.
Would definitely be great to stay connected as things evolve further.

@Yashyr190
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That honestly sounds interesting.
I’d definitely be open to joining and sharing more about what I’m building, where the project currently stands, and the direction I’m trying to take it long-term.
Even beyond the product side, I think being around people working on growth, infrastructure, and scaling would be a valuable learning experience as well.

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Actionable comments posted: 4

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@kits/debugpilot-ai/flows/debugpilot-flow.ts`:
- Around line 21-23: The flow's references.output is pointing to a non-existent
nodeId "debug-analysis", breaking extraction; update the references.output value
to "debugLLMNode" (the existing LLM node at line 34) so the runtime extracts
from that node, or alternatively add a new node with nodeId "debug-analysis"
that aggregates the output of "debugLLMNode" and wire it via edges; locate the
references object (references.output) and either change the string to
"debugLLMNode" or create a node entry with nodeId "debug-analysis" plus an edge
from "debugLLMNode" to it.
- Around line 37-39: The debugLLMNode's values object is underspecified—update
the values for debugLLMNode to include explicit LLM configuration: add a model
field (e.g., "gpt-4" or "claude-3-sonnet"), a temperature (suggest 0.3–0.5), a
maxTokens integer to bound output, and either a systemPrompt or an expanded
structured prompt that sets debugging behavior and constraints; ensure these
keys are added to the same values object currently containing prompt so the node
no longer relies on platform defaults.
- Line 5: Add an explicit TypeScript return type to getDebugPilotFlow by
defining a reusable type (e.g. LamaticFlowConfig) that matches the flow shape
(meta, inputs, references, nodes, edges) and then annotate the function as
export function getDebugPilotFlow(): LamaticFlowConfig; update any internal
object literals to conform to that type signature so the function returns a
value of LamaticFlowConfig (use the suggested type fields: meta, inputs,
references, nodes, edges and the node/edge shape) to restore type safety and IDE
support.
- Around line 26-32: The graphql trigger node "triggerNode" in
debugpilot-flow.ts currently has empty values, so populate its values to match
other GraphQL triggers: set fields like responseType (e.g., "realtime" or
"single"), advance_schema (the GraphQL input schema/object describing request
fields), and any widget or trigger metadata required by the runtime (e.g.,
title, description, inputNames). Update the node object with these properties
(nodeId: "triggerNode", nodeType: "graphqlNode") so the runtime/Studio exposes
the proper request fields; if Studio is intended to overwrite this, add a short
comment in the values explaining the overwrite contract instead.
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  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

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Review profile: ASSERTIVE

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Run ID: 81c5e866-74f5-4891-9ade-a53a2edacd64

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📒 Files selected for processing (1)
  • kits/debugpilot-ai/flows/debugpilot-flow.ts

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Hi @Yashyr190! 👋

Before this PR can be reviewed by maintainers, please resolve all comments and requested changes from the CodeRabbit automated review.

Steps to follow:

  1. Read through all CodeRabbit comments carefully
  2. Address each issue raised (or reply explaining why you disagree)
  3. Push your fixes as new commits
  4. Once all issues are resolved, comment here so we can re-review

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Resolved the latest CodeRabbit review feedback and pushed the required updates.

Current changes include:

  • explicit flow typing
  • runtime-safe output references
  • structured GraphQL trigger schema
  • improved LLM node configuration
  • repository structure alignment
  • updated PR validation details

All current checks are passing successfully for the latest commit.

Ready for maintainer re-review. Thank you!

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