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📝 WalkthroughWalkthroughDocumentation update reframing product positioning from "semantic layer" to "context layer," with expanded architectural descriptions, a16z citation, new comparison section, governance emphasis, and updated supported data sources including Redshift. Changes
Estimated code review effort🎯 1 (Trivial) | ⏱️ ~5 minutes Possibly related PRs
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Actionable comments posted: 3
🤖 Prompt for all review comments with AI agents
Verify each finding against the current code and only fix it if needed.
Inline comments:
In `@README.md`:
- Line 88: Update the README sentence "This is the practical open source path
from text-to-SQL toward context-aware data agents." to use the hyphenated
compound adjective "open-source" when modifying "path" (i.e., change "open
source path" to "open-source path") so the phrase reads correctly as "This is
the practical open-source path from text-to-SQL toward context-aware data
agents."
- Line 226: Replace the incorrect article "an" before "Claude Code" in the
README phrase "an Claude Code" with "a" so the sentence reads "a Claude Code or
MCP-capable IDE"; locate the exact text "an Claude Code" and update it to "a
Claude Code" in the README to correct the grammar.
- Line 62: The Vision paragraph ends with a sentence fragment ("Moving beyond
text-to-SQL and toward a living context layer that combines semantic meaning,
system structure, governance, and human refinement."); revise that fragment into
a complete sentence by either attaching it to the previous sentence or
rephrasing it as a standalone sentence (e.g., "We are moving beyond text-to-SQL
toward a living context layer that combines semantic meaning, system structure,
governance, and human refinement."), and update the README.md Vision paragraph
so the flow is grammatically complete and readable.
| ## The Vision | ||
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| We believe the future of AI is not tool calling alone. It is context-rich systems where agents can reason, retrieve, plan, and act on top of a shared understanding of business reality. | ||
| We believe the future of AI is not tool calling alone. It is context-rich systems where agents can reason, retrieve, plan, and act on top of a shared understanding of business reality. Moving beyond text-to-SQL and toward a living context layer that combines semantic meaning, system structure, governance, and human refinement. |
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Fix sentence fragment in the Vision paragraph
Line 62 ends with a fragment (Moving beyond text-to-SQL...) after a full sentence. Please convert it into a complete sentence for readability.
Suggested edit
-We believe the future of AI is not tool calling alone. It is context-rich systems where agents can reason, retrieve, plan, and act on top of a shared understanding of business reality. Moving beyond text-to-SQL and toward a living context layer that combines semantic meaning, system structure, governance, and human refinement.
+We believe the future of AI is not tool calling alone. It is context-rich systems where agents can reason, retrieve, plan, and act on top of a shared understanding of business reality—moving beyond text-to-SQL toward a living context layer that combines semantic meaning, system structure, governance, and human refinement.📝 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.
| We believe the future of AI is not tool calling alone. It is context-rich systems where agents can reason, retrieve, plan, and act on top of a shared understanding of business reality. Moving beyond text-to-SQL and toward a living context layer that combines semantic meaning, system structure, governance, and human refinement. | |
| We believe the future of AI is not tool calling alone. It is context-rich systems where agents can reason, retrieve, plan, and act on top of a shared understanding of business reality—moving beyond text-to-SQL toward a living context layer that combines semantic meaning, system structure, governance, and human refinement. |
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.
In `@README.md` at line 62, The Vision paragraph ends with a sentence fragment
("Moving beyond text-to-SQL and toward a living context layer that combines
semantic meaning, system structure, governance, and human refinement."); revise
that fragment into a complete sentence by either attaching it to the previous
sentence or rephrasing it as a standalone sentence (e.g., "We are moving beyond
text-to-SQL toward a living context layer that combines semantic meaning, system
structure, governance, and human refinement."), and update the README.md Vision
paragraph so the flow is grammatically complete and readable.
| 4. MCP clients and AI agents interact with that context through a clean interface. | ||
| 5. Teams keep refining the model as business logic and systems evolve. | ||
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| This is the practical open source path from text-to-SQL toward context-aware data agents. |
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Use hyphenated compound adjective
Line 88 should use “open-source” when modifying “path”.
Suggested edit
-This is the practical open source path from text-to-SQL toward context-aware data agents.
+This is the practical open-source path from text-to-SQL toward context-aware data agents.📝 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.
| This is the practical open source path from text-to-SQL toward context-aware data agents. | |
| This is the practical open-source path from text-to-SQL toward context-aware data agents. |
🧰 Tools
🪛 LanguageTool
[grammar] ~88-~88: Use a hyphen to join words.
Context: ...tems evolve. This is the practical open source path from text-to-SQL toward cont...
(QB_NEW_EN_HYPHEN)
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.
In `@README.md` at line 88, Update the README sentence "This is the practical open
source path from text-to-SQL toward context-aware data agents." to use the
hyphenated compound adjective "open-source" when modifying "path" (i.e., change
"open source path" to "open-source path") so the phrase reads correctly as "This
is the practical open-source path from text-to-SQL toward context-aware data
agents."
| ### Use Wren through MCP | ||
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| If you want to use Wren Engine from an AI agent or MCP-capable IDE, start here: | ||
| If you want to use Wren Engine from an Claude Code or MCP-capable IDE, start here: |
There was a problem hiding this comment.
Fix incorrect article before “Claude Code”
Line 226 uses “an Claude Code”; this should be “a Claude Code”.
Suggested edit
-If you want to use Wren Engine from an Claude Code or MCP-capable IDE, start here:
+If you want to use Wren Engine from a Claude Code or MCP-capable IDE, start here:📝 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.
| If you want to use Wren Engine from an Claude Code or MCP-capable IDE, start here: | |
| If you want to use Wren Engine from a Claude Code or MCP-capable IDE, start here: |
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.
In `@README.md` at line 226, Replace the incorrect article "an" before "Claude
Code" in the README phrase "an Claude Code" with "a" so the sentence reads "a
Claude Code or MCP-capable IDE"; locate the exact text "an Claude Code" and
update it to "a Claude Code" in the README to correct the grammar.
Summary by CodeRabbit