Create document processor #195
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WalkthroughThis update introduces a comprehensive Retrieval-Augmented Generation (RAG) document processing pipeline for documentation. It adds new modules for chunking, embedding, keyword extraction, and orchestrating synchronization with a vector store, along with supporting design/user story documents, workflow automation via GitHub Actions, and initial test coverage for chunking logic. Changes
Sequence Diagram(s)sequenceDiagram
participant GitHub
participant Workflow
participant Webhook
participant Agent
participant VectorStore
GitHub->>Workflow: Push or PR event (docs changed)
Workflow->>Webhook: POST sync payload (changed/removed files)
Webhook->>Agent: Forward payload
Agent->>Agent: Validate payload
Agent->>Agent: For each changed file:
Agent->>Agent: - Decode content, chunk, enrich
Agent->>Agent: - Embed chunks
Agent->>VectorStore: Upsert vectors with metadata
Agent->>Agent: For each removed file:
Agent->>VectorStore: Delete vectors by file path
Agent-->>Webhook: Respond with sync stats
Webhook-->>Workflow: Sync result
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| Status | Name | Latest Commit | Preview URL | Updated (UTC) |
|---|---|---|---|---|
| ✅ Deployment successful! View logs |
docs | e48edbd | Commit Preview URL | Jun 18 2025, 04:26 AM |
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Actionable comments posted: 17
🧹 Nitpick comments (17)
agent-docs/.gitignore (1)
15-15: Correct log file ignore patternThe current entry
_.logonly matches filenames with a single character prefix. To ignore all.logfiles, use*.loginstead:- _.log + *.logagent-docs/src/agents/doc-processing/config.ts (1)
1-1: Add explicit type annotation and use nullish coalescingFor clarity and to avoid unintentionally falling back on an empty string, annotate
VECTOR_STORE_NAMEand switch to??:-export const VECTOR_STORE_NAME = process.env.VECTOR_STORE_NAME || 'docs'; +export const VECTOR_STORE_NAME: string = process.env.VECTOR_STORE_NAME ?? 'docs';agent-docs/README.md (2)
5-7: Missing alt text on badge image
<img src="https://app.agentuity.com/img/deploy.svg" />lacks analtattribute, triggering MD045 and reducing accessibility.- <img src="https://app.agentuity.com/img/deploy.svg" /> + <img src="https://app.agentuity.com/img/deploy.svg" alt="Deploy to Agentuity" />
65-71: Specify a language for the fenced code blockMarkdownlint MD040 warns when language identifiers are omitted.
-``` +```textagent-docs/agentuity.yaml (1)
75-78: Typos & missing metadata
description:(l 15) is empty – fill this so the project is discoverable."An applicaiton that process documents"(l 77) ➜ “An application that processes documents”.- description: An applicaiton that process documents + description: An application that processes documentsagent-docs/RAG-TODO.md (1)
1-1: Grammar nit: use “To-Dos” (hyphen)Heading should read “RAG System Implementation To-Dos” for correctness.
agent-docs/.cursor/rules/agent.mdc (1)
11-15: Consistent casing for “TypeScript”Update “Typescript” ➜ “TypeScript” to match official spelling.
agent-docs/src/agents/doc-processing/docs-orchestrator.ts (1)
63-75: Avoid mutating loop variable & ensure metadata merge
chunkis reused; mutatingchunk.metadatainside the for-loop can cause hidden side-effects if the object is reused elsewhere.Prefer creating a new object for upsert:
- chunk.metadata = { - ...chunk.metadata, - path: logicalPath, - }; - await ctx.vector.upsert(VECTOR_STORE_NAME, chunk); + await ctx.vector.upsert(VECTOR_STORE_NAME, { + ...chunk, + metadata: { ...chunk.metadata, path: logicalPath }, + });agent-docs/index.ts (1)
3-9: Ambient-type augmentation is too broadAdding
isBunto the globalProcessinterface inside a top-level file pollutes every consumer that imports this module, risking declaration collisions in downstream packages/tests. Prefer a dedicatedtypes/global.d.ts(referenced viatsconfig.json -> files) so the augmentation is scoped to the package instead of the compiled JS bundle.agent-docs/src/agents/doc-processing/index.ts (1)
37-60: Validation logic is correct but repetitive – consider a schema validatorThree hand-rolled loops check structure and types. A small Zod/Valibot schema would:
- Collapse 20 LOC into 2.
- Produce consolidated, descriptive errors.
- Future-proof the endpoint as payload evolves.
Not blocking, yet improves reliability & readability.
const SyncSchema = z.object({ commit: z.string().optional(), repo: z.string().optional(), changed: z.array(z.object({ path: z.string(), content: z.string() })), removed: z.array(z.string()) }); const payload = SyncSchema.parse(await req.data.json());agent-docs/src/agents/doc-processing/test/chunk-mdx.test.ts (1)
5-6: Use theDocumentconstructor to retain prototype helpersCreating a plain object misses
Documentmethods (e.g.,.split()) that some downstream utilities rely on.-const makeDoc = (content: string): Document => ({ pageContent: content, metadata: { contentType: "text" } }); +const makeDoc = (content: string) => + new Document({ pageContent: content, metadata: { contentType: "text" } });agent-docs/RAG-user-stories.md (1)
63-63: Minor wording duplication
are areduplicated in “Answers are accurate and up-to-date”.agent-docs/.cursor/rules/sdk.mdc (1)
30-38: Consider usingstring[]instead ofstringforkeywordsin examples.Throughout the documentation, keywords are treated conceptually as a list; showing them as a plain
string(single value) may confuse users and diverge from the actual implementation inDocumentMetadata& the RAG pipeline, where keywords are an array.
Updating the sample types keeps docs and code aligned..github/workflows/@sync-docs.yml (2)
11-11: Upgrade toactions/checkout@v4to avoid deprecation warnings.
v3is still functional but now shows Node-20 deprecation warnings in CI. Switching tov4is a drop-in replacement and future-proofs the workflow.
77-77: Add a newline at EOF & strip trailing spaces.
Resolves YAML-lint errors and keeps tooling quiet.agent-docs/RAG-design.md (1)
16-23:keywordsshould bestring[]for consistency.All later sections treat keywords as an array (boosting, highlighting, etc.). Updating the interface prevents downstream type confusion.
agent-docs/src/agents/doc-processing/chunk-mdx.ts (1)
98-108: Avoidany[]– preserve chunk typing for downstream safety.Use
Document[](or a dedicatedMarkdownChunkinterface) instead ofany[]forfinalChunks; this prevents silent shape drift later in the pipeline.
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📒 Files selected for processing (25)
.github/workflows/@sync-docs.yml(1 hunks).github/workflows/sync-docs.yml(1 hunks)agent-docs/.cursor/rules/agent.mdc(1 hunks)agent-docs/.cursor/rules/agentuity.mdc(1 hunks)agent-docs/.cursor/rules/sdk.mdc(1 hunks)agent-docs/.editorconfig(1 hunks)agent-docs/.gitignore(1 hunks)agent-docs/RAG-TODO.md(1 hunks)agent-docs/RAG-design.md(1 hunks)agent-docs/RAG-user-stories.md(1 hunks)agent-docs/README.md(1 hunks)agent-docs/agentuity.yaml(1 hunks)agent-docs/biome.json(1 hunks)agent-docs/index.ts(1 hunks)agent-docs/package.json(1 hunks)agent-docs/src/agents/doc-processing/chunk-mdx.ts(1 hunks)agent-docs/src/agents/doc-processing/config.ts(1 hunks)agent-docs/src/agents/doc-processing/docs-orchestrator.ts(1 hunks)agent-docs/src/agents/doc-processing/docs-processor.ts(1 hunks)agent-docs/src/agents/doc-processing/embed-chunks.ts(1 hunks)agent-docs/src/agents/doc-processing/index.ts(1 hunks)agent-docs/src/agents/doc-processing/keyword-extraction.ts(1 hunks)agent-docs/src/agents/doc-processing/test/chunk-mdx.test.ts(1 hunks)agent-docs/tsconfig.json(1 hunks)tsconfig.json(1 hunks)
🧰 Additional context used
🧬 Code Graph Analysis (2)
agent-docs/src/agents/doc-processing/index.ts (1)
agent-docs/src/agents/doc-processing/docs-orchestrator.ts (1)
syncDocsFromPayload(49-102)
agent-docs/src/agents/doc-processing/docs-orchestrator.ts (2)
agent-docs/src/agents/doc-processing/config.ts (1)
VECTOR_STORE_NAME(1-1)agent-docs/src/agents/doc-processing/docs-processor.ts (1)
processDoc(21-25)
🪛 LanguageTool
agent-docs/RAG-TODO.md
[grammar] ~1-~1: It appears that a hyphen is missing in the plural noun “to-dos”?
Context: # RAG System Implementation TODOs ## 1. Document Chunking & Metadata - [...
(TO_DO_HYPHEN)
agent-docs/RAG-design.md
[style] ~94-~94: This phrase is redundant. Consider writing “relevant”.
Context: ...yword matches. Why? - Ensures that highly relevant technical results (e.g., containing exa...
(HIGHLY_RELEVANT)
[uncategorized] ~217-~217: You might be missing the article “the” here.
Context: ...tion" } ``` --- ## 12. Summary - Only main content is embedded; keywords and metad...
(AI_EN_LECTOR_MISSING_DETERMINER_THE)
agent-docs/RAG-user-stories.md
[duplication] ~63-~63: Possible typo: you repeated a word.
Context: ...les ## Success Criteria ### For Quick Answers - Answers are accurate and up-to-date - Responses...
(ENGLISH_WORD_REPEAT_RULE)
🪛 markdownlint-cli2 (0.17.2)
agent-docs/README.md
6-6: Images should have alternate text (alt text)
null
(MD045, no-alt-text)
65-65: Fenced code blocks should have a language specified
null
(MD040, fenced-code-language)
🪛 actionlint (1.7.7)
.github/workflows/@sync-docs.yml
11-11: the runner of "actions/checkout@v3" action is too old to run on GitHub Actions. update the action's version to fix this issue
(action)
.github/workflows/sync-docs.yml
14-14: the runner of "actions/checkout@v3" action is too old to run on GitHub Actions. update the action's version to fix this issue
(action)
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🔇 Additional comments (13)
agent-docs/.gitignore (1)
1-40: Comprehensive ignore rules for agent-docs directoryThe
.gitignorecovers common artifacts—dependencies, build outputs, coverage, logs, env files, caches, IDE files, macOS metadata, and Agentuity-specific files. This establishes a clean repo surface and prevents accidental check-ins of transient or sensitive files.agent-docs/biome.json (1)
1-27: Validated Biome configurationThe Biome setup is well-structured: imports are organized, linting is enabled with recommended rules, formatting rules enforce 2-space indentation, single quotes, ES5 trailing commas, and mandatory semicolons for JS, and the
.agentuityfolder is correctly excluded.tsconfig.json (1)
28-28: Confirm exclusion of the agent-docs subprojectExcluding
"agent-docs"from the root TS build is correct since it has its owntsconfig.json. Ensure that the subproject’s config covers all intended files.agent-docs/.cursor/rules/agentuity.mdc (1)
1-10: File is configuration-only – no issues detectedNothing actionable surfaced in this cursor rule.
agent-docs/package.json (1)
3-5:mainpoints to a file that is never emitted
tsconfig.jsonsets"noEmit": true, and your runtime entry in thestartscript is.agentuity/index.js. The"main": "index.js"field therefore advertises a file that doesn’t exist in the published package, breaking consumers thatimport/requireit.Options:
- Remove the
mainfield entirely if the package is private and only invoked throughagentuity.- Or point it to the bundled artifact (
.agentuity/index.js) created inprestart.agent-docs/tsconfig.json (1)
20-22: Non-existent type reference
"types": ["@types/bun", "@agentuity/sdk"]– only the first entry resolves to a definitely-typed package. Unless the SDK ships its owntypesentry-point, this directive will fail type-resolution in editors.Confirm the presence of
node_modules/@agentuity/sdk/index.d.ts; otherwise, drop it or add atypesexport in the SDK.agent-docs/agentuity.yaml (1)
53-57: Resource limits look suspiciously low for embedding + vector-store workloads350 Mi memory / 500 m CPU may be insufficient when:
- loading the OpenAI SDK & streaming embeddings;
- holding ~1 k embeddings in memory during upserts.
Please benchmark a realistic sync (e.g. full docs refresh) and tune these values to avoid OOM kills or throttling.
Consider starting at 1 Gi memory & 1 CPU.agent-docs/src/agents/doc-processing/docs-processor.ts (1)
43-47: VerifyVectorUpsertParamsfield nameMost vector DB SDKs expect the embedding under
valuesorvector, notembeddings.
Double-check the Agentuity SDK; otherwise upserts will fail at runtime.agent-docs/src/agents/doc-processing/index.ts (1)
66-75: Error response leaks nothing sensitive – good practiceCatching
unknownand returning the message while still logging stack traces keeps the external API clean. Nice.agent-docs/src/agents/doc-processing/test/chunk-mdx.test.ts (1)
1-4: Test suite is tied to Bun – portability concern
bun:testis great locally, but CI & most developers default to Node + Vitest/Jest. Unless the entire repo standardises on Bun, consider exporting test helpers so the logic can be executed under any runner, or add a Node-based parallel config to avoid fragmenting the toolchain.agent-docs/src/agents/doc-processing/keyword-extraction.ts (2)
31-38: Prompt may exceed model context for large chunks.
chunkContentis injected verbatim; a large chunk could breach token limits and hard-fail the request. Consider truncating or recursively splitting very long chunks before calling the LLM.
68-71: Returnkeywordseven when extraction fails to keep schema stable.If no keywords are extracted, return an empty array rather than
undefinedto avoid downstreamundefined.maperrors.agent-docs/src/agents/doc-processing/chunk-mdx.ts (1)
44-46: List-item regex has incorrect precedence, causing false positives.
/^[-*+]\s+|^\d+\.\s+/means “bullet or start-of-line digit” – the anchors only apply to the first alternative. Wrap the alternation:- const listLines = lines.filter(line => /^[-*+]\s+|^\d+\.\s+/.test(line.trim())); + const listLines = lines.filter(line => + /^([-*+]|\d+\.)\s+/.test(line.trim()) + );Likely an incorrect or invalid review comment.
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> Signed-off-by: Seng Rith <50646727+afterrburn@users.noreply.github.com>
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♻️ Duplicate comments (2)
.github/workflows/sync-docs.yml (2)
65-71: Fix JSON payload quoting to avoid syntax errors with embedded quotes.Wrapping
${{ steps.files.outputs.payload }}in single quotes will break valid JSON containing single quotes. Useprintfwith double quotes or a heredoc:- echo '${{ steps.files.outputs.payload }}' | jq '.' + printf '%s\n' "${{ steps.files.outputs.payload }}" | jq '.' ... - curl https://agentuity.ai/... \ - -d '${{ steps.files.outputs.payload }}' + curl https://agentuity.ai/... \ + --data "${{ steps.files.outputs.payload }}"
34-41: Safely iterate over changed files to handle spaces in filenames.The
for f in $CHANGED_FILES; doloop splits on IFS (spaces) and will break on filenames containing spaces or special characters. Consider switching to a null-terminated approach:- CHANGED_FILES=$(git diff --name-only ${{ github.event.before }} ${{ github.sha }} -- 'content/**/*.mdx' | sed 's|^content/||') + CHANGED_FILES=$(git diff --name-only -z ${{ github.event.before }} ${{ github.sha }} -- 'content/**/*.mdx' \ + | sed -z 's|^content/||' \ + | tr '\0' '\n') ... - for f in $CHANGED_FILES; do + while IFS= read -r f; do
🧹 Nitpick comments (2)
.github/workflows/sync-docs.yml (2)
20-27: Remove trailing whitespace in YAML.YAML-lint flags trailing spaces on lines 20, 24, 27, 55, and 66. Please trim these to comply with YAML standards.
Also applies to: 55-66
71-71: Ensure newline at end of file.Add a newline character at EOF to satisfy the
new-line-at-end-of-filerule.
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…gentuity/docs into srith/agent-391-doc-processor
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Actionable comments posted: 3
♻️ Duplicate comments (1)
agent-docs/src/agents/doc-processing/docs-orchestrator.ts (1)
9-24: Still capped at 1 000 vectors – previous feedback not addressed
The hard‐codedlimit: 1000means vectors beyond that window are silently left behind. This was already pointed out in an earlier review; please loop until no results remain or use a metadata bulk-delete API if available.
🧹 Nitpick comments (3)
agent-docs/src/agents/doc-processing/docs-orchestrator.ts (2)
19-21: Delete vectors in parallel or by bulk API for big docs
Sequentialawait ctx.vector.delete(...)can take minutes when thousands of vectors exist. If the store supports batch deletion or if you canPromise.all()deletes in chunks (e.g. groups of 50-100), overall sync time will drop dramatically.
64-71: Consider bulk upsert for throughput
Upserting each chunk individually increases latency and API overhead. If the vector store supports it, collect chunks and issue a singleupsertMany/batch call.agent-docs/src/agents/doc-processing/index.ts (1)
23-25: Blind type-cast skips structural validation
await req.data.json() as unknown as SyncPayloadforces the compiler to trust the payload shape. Using a runtime schema (e.g.zod,io-ts) would remove the need for manual field checks below and catch extra/invalid properties early.
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| for (const chunk of chunks) { | ||
| chunk.metadata = { | ||
| ...chunk.metadata, | ||
| path: logicalPath, | ||
| }; | ||
| await ctx.vector.upsert(VECTOR_STORE_NAME, chunk); |
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chunk.metadata may be undefined – spread will crash
If processDoc returns chunks without a metadata object, the spread operator throws a TypeError. Safest fix:
- chunk.metadata = {
- ...chunk.metadata,
- path: logicalPath,
- };
+ chunk.metadata = {
+ ...(chunk.metadata ?? {}),
+ path: logicalPath,
+ };🤖 Prompt for AI Agents
In agent-docs/src/agents/doc-processing/docs-orchestrator.ts around lines 64 to
69, the code spreads chunk.metadata which may be undefined, causing a TypeError.
To fix this, ensure chunk.metadata is initialized as an object before spreading
by using a default empty object if it is undefined. This prevents the spread
operator from crashing when metadata is missing.
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♻️ Duplicate comments (2)
.github/workflows/@sync-docs.yml (2)
17-26: Diff logic misses branch and PR changes
Comparing only the last two commits onorigin/mainignores feature-branch and PR diffs. Use GitHub-provided SHAs (github.event.before/github.event.afteror PRhead.sha/base.sha) to capture changes on the current ref.
73-76: Leak-prone hard-coded webhook URL
Store the webhook URL in an encrypted secret (e.g.,AGENTUITY_WEBHOOK_URL) and reference${{ secrets.AGENTUITY_WEBHOOK_URL }}to avoid exposing credentials.
🧹 Nitpick comments (3)
.github/workflows/sync-docs-full.yml (2)
3-5: Restrict full sync trigger
Triggering a full re-sync on every push can overload CI and the vector store; scopepushevents tomainor use aschedulefor periodic full syncs.
18-18: Clean up trailing whitespace and EOF newline
Multiple lines have trailing spaces and there's no final newline, causing YAML lint errors. Please remove trailing whitespace and add a newline at EOF.Also applies to: 22-22, 29-29, 33-33, 41-41, 48-48, 53-53, 62-62, 65-65, 68-68, 72-72, 82-82, 87-87
.github/workflows/@sync-docs.yml (1)
28-28: Remove trailing spaces and ensure EOF newline
YAML lint reports multiple trailing spaces and a missing final newline. Please clean up whitespace and add a newline at EOF.Also applies to: 32-32, 35-35, 63-63, 72-72, 76-76
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🪛 actionlint (1.7.7)
.github/workflows/sync-docs-full.yml
10-10: the runner of "actions/checkout@v3" action is too old to run on GitHub Actions. update the action's version to fix this issue
(action)
.github/workflows/@sync-docs.yml
10-10: the runner of "actions/checkout@v3" action is too old to run on GitHub Actions. update the action's version to fix this issue
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| name: Sync Docs to Vector Store (PR & Push) | ||
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Fix workflow_dispatch syntax
The workflow_dispatch event declaration must include a colon (workflow_dispatch:). Without it, the workflow won’t trigger.
🤖 Prompt for AI Agents
In .github/workflows/@sync-docs.yml at line 4, the workflow_dispatch event is
missing a colon. Add a colon after workflow_dispatch to correct the syntax,
changing it from "workflow_dispatch" to "workflow_dispatch:" so the workflow
triggers properly.
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> Signed-off-by: Seng Rith <50646727+afterrburn@users.noreply.github.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> Signed-off-by: Seng Rith <50646727+afterrburn@users.noreply.github.com>
AI Agent Documentation Sync
Overview
This PR implements an AI agent that automatically syncs documentation changes with a vector database for enhanced search and retrieval capabilities.
Workflow
Automated Sync (Main Branch)
git diffDocument Processing
text-embedding-3-smallmodelManual Operations
Benefits
Summary by CodeRabbit
New Features
Documentation
Tests
Chores