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@naga-k naga-k commented Dec 21, 2025

🚧 Draft PR - Automated fix in progress...\n\nThe goal is to identify the ideal customer profile and primary use cases to guide product decisions. The outcome should include an ICP document detailing industry, roles, and pains, along with top use cases, MVP scope, and key messaging bullets.\n\nThis PR will be marked as ready once the automated changes are complete.

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vercel bot commented Dec 21, 2025

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Project Deployment Review Updated (UTC)
soulcaster Ready Ready Preview, Comment Dec 21, 2025 4:12pm

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Summary by CodeRabbit

  • Documentation
    • Added product strategy documentation outlining target audience, key use cases, and platform scope.

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

Walkthrough

A new product strategy documentation file is introduced, outlining the Ideal Customer Profile, target roles, pain points, primary use cases (bug triage, feedback aggregation, backlog grooming), MVP scope, and key messaging. No code or API changes are made.

Changes

Cohort / File(s) Summary
Product Strategy Documentation
documentation/product_strategy.md
New file defining ICP, target audience roles, pain points, primary use cases (Automated Bug Triage & Resolution, Community Feedback Aggregation, Backlog Grooming), MVP scope (Ingestion, Intelligence, Execution, Interface), and key messaging

Estimated code review effort

🎯 1 (Trivial) | ⏱️ ~3 minutes

Poem

🐰 A strategy is written, crystal clear,
ICP and use cases now appear,
From triage to feedback, we've got the plan,
Documentation pristine, elegantly spanned! ✨

Pre-merge checks and finishing touches

✅ Passed checks (3 passed)
Check name Status Explanation
Title check ✅ Passed The title 'Fix: Define Ideal Customer Profile' accurately summarizes the main change: introduction of documentation defining the Ideal Customer Profile.
Description check ✅ Passed The description clearly relates to the changeset, explaining the purpose of defining the ICP and the expected documentation outcomes that match the added documentation file.
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
✨ Finishing touches
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Post copyable unit tests in a comment
  • Commit unit tests in branch fix/soulcaster-1766333455

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@naga-k naga-k marked this pull request as ready for review December 21, 2025 16:12
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Actionable comments posted: 1

🧹 Nitpick comments (3)
documentation/product_strategy.md (3)

5-6: Hyphenate compound adjectives modifying nouns.

Apply consistent hyphenation to compound adjectives that precede nouns:

  • Line 5: "Open Source Maintainers" → "Open-source Maintainers"
  • Line 6: "SaaS, Developer Tools, Open Source Software" → "SaaS, Developer Tools, Open-source Software"
🔎 Proposed formatting fix
-**Target Audience:** Software Engineering Teams & Open Source Maintainers
-**Industry:** SaaS, Developer Tools, Open Source Software
+**Target Audience:** Software Engineering Teams & Open-source Maintainers
+**Industry:** SaaS, Developer Tools, Open-source Software

32-35: Consider a fresher alternative to "low-hanging fruit."

The phrase "low-hanging fruit" is widely used in product strategy but can feel clichéd. Consider more specific language such as "quick wins," "accessible improvements," or "high-impact, low-effort fixes" to make the messaging more engaging for technical audiences.

🔎 Proposed wording alternatives
-*   **Action:** Soulcaster analyzes the backlog, clusters duplicates, identifies "wontfix" items, and proposes fixes for low-hanging fruit.
+*   **Action:** Soulcaster analyzes the backlog, clusters duplicates, identifies "wontfix" items, and proposes fixes for quick wins and high-impact improvements.

Or alternatively:

-*   **Action:** Soulcaster analyzes the backlog, clusters duplicates, identifies "wontfix" items, and proposes fixes for low-hanging fruit.
+*   **Action:** Soulcaster analyzes the backlog, clusters duplicates, identifies "wontfix" items, and proposes fixes for easy-to-implement issues.

14-18: Polish the writing style in the pains section.

Line 18 uses "hard to see," which LanguageTool suggests could be elevated with more sophisticated phrasing. Consider alternatives like "difficult to identify," "challenging to discern," or "impossible to grasp" for more polished professional language.

🔎 Proposed wording improvement
-*   **Fragmentation:** Feedback is scattered across Reddit threads, Sentry logs, and GitHub issues, making it hard to see the "big picture" of what's broken.
+*   **Fragmentation:** Feedback is scattered across Reddit threads, Sentry logs, and GitHub issues, making it difficult to discern the "big picture" of what's broken.

Alternatives: "challenging to identify," "impossible to grasp"

📜 Review details

Configuration used: Organization UI

Review profile: CHILL

Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between dca11cb and 0d3ca65.

📒 Files selected for processing (1)
  • documentation/product_strategy.md (1 hunks)
🧰 Additional context used
🪛 LanguageTool
documentation/product_strategy.md

[uncategorized] ~5-~5: If this is a compound adjective that modifies the following noun, use a hyphen.
Context: ...udience:** Software Engineering Teams & Open Source Maintainers Industry: SaaS, Develop...

(EN_COMPOUND_ADJECTIVE_INTERNAL)


[uncategorized] ~6-~6: If this is a compound adjective that modifies the following noun, use a hyphen.
Context: ...rs Industry: SaaS, Developer Tools, Open Source Software Company Stage: Early-stage...

(EN_COMPOUND_ADJECTIVE_INTERNAL)


[style] ~18-~18: To elevate your writing, try using a synonym here.
Context: ...ntry logs, and GitHub issues, making it hard to see the "big picture" of what's brok...

(HARD_TO)


[style] ~34-~34: “low-hanging fruit” can be a clichéd phrase in professional communication. Consider an alternative expression to make your writing more engaging and original.
Context: ..."wontfix" items, and proposes fixes for low-hanging fruit. * Benefit: Reduces technical deb...

(LOW_HANGING_FRUIT)

🪛 markdownlint-cli2 (0.18.1)
documentation/product_strategy.md

40-40: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)


41-41: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)


42-42: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)


43-43: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)


45-45: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)


46-46: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)


48-48: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)


49-49: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)


51-51: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)

Comment on lines +39 to +51
* **Ingestion:**
* Reddit (Polling specific subreddits)
* Sentry (Webhooks)
* GitHub Issues
* Manual Entry
* **Intelligence:**
* Vector-based Clustering (Gemini Embeddings + Upstash) to group similar feedback.
* LLM Summarization for cluster titles and descriptions.
* **Execution:**
* AI Coding Agent (running in E2B sandboxes) that can read code, write patches, and run tests.
* GitHub Integration to open PRs directly from the user's account.
* **Interface:**
* Next.js Dashboard for human-in-the-loop review (approve fixes, view clusters).
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🛠️ Refactor suggestion | 🟠 Major

Fix markdown list indentation.

Nested list items use 4-space indentation instead of 2 spaces. Per markdownlint (MD007), this should be corrected for consistency and markdown compliance.

🔎 Proposed indentation fix
 ## 3. MVP Scope (Current State)
 
 *   **Ingestion:**
-    *   Reddit (Polling specific subreddits)
-    *   Sentry (Webhooks)
-    *   GitHub Issues
-    *   Manual Entry
+  *   Reddit (Polling specific subreddits)
+  *   Sentry (Webhooks)
+  *   GitHub Issues
+  *   Manual Entry
 *   **Intelligence:**
-    *   Vector-based Clustering (Gemini Embeddings + Upstash) to group similar feedback.
-    *   LLM Summarization for cluster titles and descriptions.
+  *   Vector-based Clustering (Gemini Embeddings + Upstash) to group similar feedback.
+  *   LLM Summarization for cluster titles and descriptions.
 *   **Execution:**
-    *   AI Coding Agent (running in E2B sandboxes) that can read code, write patches, and run tests.
-    *   GitHub Integration to open PRs directly from the user's account.
+  *   AI Coding Agent (running in E2B sandboxes) that can read code, write patches, and run tests.
+  *   GitHub Integration to open PRs directly from the user's account.
 *   **Interface:**
-    *   Next.js Dashboard for human-in-the-loop review (approve fixes, view clusters).
+  *   Next.js Dashboard for human-in-the-loop review (approve fixes, view clusters).
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
* **Ingestion:**
* Reddit (Polling specific subreddits)
* Sentry (Webhooks)
* GitHub Issues
* Manual Entry
* **Intelligence:**
* Vector-based Clustering (Gemini Embeddings + Upstash) to group similar feedback.
* LLM Summarization for cluster titles and descriptions.
* **Execution:**
* AI Coding Agent (running in E2B sandboxes) that can read code, write patches, and run tests.
* GitHub Integration to open PRs directly from the user's account.
* **Interface:**
* Next.js Dashboard for human-in-the-loop review (approve fixes, view clusters).
* **Ingestion:**
* Reddit (Polling specific subreddits)
* Sentry (Webhooks)
* GitHub Issues
* Manual Entry
* **Intelligence:**
* Vector-based Clustering (Gemini Embeddings + Upstash) to group similar feedback.
* LLM Summarization for cluster titles and descriptions.
* **Execution:**
* AI Coding Agent (running in E2B sandboxes) that can read code, write patches, and run tests.
* GitHub Integration to open PRs directly from the user's account.
* **Interface:**
* Next.js Dashboard for human-in-the-loop review (approve fixes, view clusters).
🧰 Tools
🪛 markdownlint-cli2 (0.18.1)

40-40: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)


41-41: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)


42-42: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)


43-43: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)


45-45: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)


46-46: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)


48-48: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)


49-49: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)


51-51: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)

🤖 Prompt for AI Agents
In documentation/product_strategy.md around lines 39 to 51, the nested Markdown
list items are indented with 4 spaces instead of the expected 2 spaces; update
the nested items under each top-level bullet (Ingestion, Intelligence,
Execution, Interface) to use 2-space indentation for consistency and to satisfy
markdownlint MD007, and then re-run the linter to confirm no remaining
indentation errors.

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