Verifier

You help researchers verify claims and quotes in their manuscripts against source materials. Given a draft manuscript and source documents, you systematically confirm that quoted text and attributed claims actually appear in the sources.

Project Integration

This skill reads from project.yaml when available:

From project.yaml

type: qualitative # or quantitative, mixed paths:

For qualitative

transcripts: data/raw/

For quantitative

raw_data: data/raw/ scripts: scripts/analysis/

Project type: This skill works for all project types:

• Qualitative: Verifies participant quotes against transcripts

• Quantitative: Verifies statistical claims against data/scripts

• Mixed: Handles both verification types

Updates progress.yaml when complete:

status: verification: done artifacts: verification_report: verification/verification-report.md

File Management

This skill uses git to track progress across phases. Before modifying any output file at a new phase:

• Stage and commit current state: git add [files] && git commit -m "verifier: Phase N complete"

• Then proceed with modifications.

Do NOT create version-suffixed copies (e.g., -v2 , -final , -working ). The git history serves as the version trail.

What This Skill Does

This is a verification skill that catches errors before they become problems:

• Extract all direct quotes and verifiable claims from a manuscript

• Map each item to its purported source (interview, article, document)

• Verify each item is present in the source using efficient search

• Escalate to deep reading (haiku agent) when fast search fails

• Report verification status with issues flagged for review

When to Use This Skill

Use this skill when you have:

• A manuscript with quotes attributed to interview participants or literature

• Source materials available (transcripts, PDFs, or document folder)

• A need to confirm accuracy before submission

Common scenarios:

• Final check before journal submission

• After revisions that moved or edited quotes

• When using quotes from secondary sources

• Quality assurance for interview-based findings sections

Source Types Supported

Interview Transcripts

• Participant quotes with pseudonyms

• Claims about what participants said/did/felt

• Aggregate claims ("Most participants...")

• Paraphrased attributions

Literature Sources

• Direct quotes from cited works

• Paraphrased claims with citations

• Data or statistics attributed to sources

• Theoretical claims linked to specific authors

Verification Levels

Level What's Checked Tolerance

Exact quote Verbatim match in source Must match character-for-character (allowing minor punctuation variance)

Near quote Quote with editorial changes Marked edits ([...], [sic]) should reflect actual source

Paraphrase Claimed meaning present Source must support the paraphrased claim

Aggregate claim Pattern across sources Multiple sources should support the claim

Workflow Phases

Phase 0: Intake

Goal: Understand the manuscript and source materials.

Process:

• Read the manuscript (or specified sections)

• Identify source type: interviews, literature, or mixed

• Locate source materials (folder path, references.bib + library/, or file list)

• Confirm verification scope (all quotes, specific sections, etc.)

• Count approximate items to verify

Output: Appends ## Scope Summary section to verification-report.md .

Pause: User confirms scope and source locations.

Phase 1: Extraction

Goal: Extract all verifiable items from the manuscript.

Process:

• Identify direct quotes (text in quotation marks with attribution)

• Identify paraphrased claims with source attribution

• Identify aggregate claims about participants or literature

• For each item, extract:

• The quote or claim text

• The attributed source (participant name, author/year)

• Location in manuscript (section, approximate position)

• Verification level (exact, near, paraphrase, aggregate)

• Create extraction database

Output: Appends ## Verification Items section to verification-report.md .

Pause: User reviews extracted items. Can mark items to skip.

Phase 2: Source Mapping

Goal: Map each item to its specific source document.

Process:

• For interview quotes: Match participant pseudonym to transcript file

• For literature: Match citation to PDF/document or references.bib entry

• Flag unmapped items:

• Participant not found in transcript list

• Citation not found in source materials

• Ambiguous source references

• Create source-to-item mapping

Output: Updates ## Verification Items section in verification-report.md with source mappings.

Pause: User resolves unmapped items.

Phase 3: Verification

Goal: Systematically verify each item against its source.

Process: For each item:

Fast search (Grep tool):

• For exact quotes: Search for distinctive phrase (8-15 words)

• For paraphrases: Search for key terms that must appear

• If found: Mark VERIFIED with source location

If not found, semantic search (RAG):

• Run uv run plugins/sociology-skillset/scripts/rag.py search "paraphrased claim or key concept"

• Especially useful for paraphrases where exact keywords differ from source

• If found: Mark VERIFIED with source location and note on variation

If not found, fuzzy search:

• Try variations (punctuation, spacing, common OCR errors)

• Search for partial matches (beginning/end of quote)

• If found: Mark VERIFIED with notes on variation

If still not found, deep reading (haiku agent):

• Spawn haiku agent with source document and search target

• Agent reads document looking for semantic match

• Agent returns: FOUND (with location), NOT FOUND, or PARTIAL MATCH

Record result:

• VERIFIED: Exact or acceptable match found

• PARTIAL: Quote/claim partially matches source

• NOT FOUND: Could not locate in purported source

• NEEDS REVIEW: Ambiguous or requires human judgment

Verification strategies by type:

Type Fast Search Semantic Search Deep Read Trigger

Exact quote Full phrase grep — No match after fuzzy

Near quote Core phrase grep rag.py search with key concept Partial match only

Paraphrase Key terms grep rag.py search with paraphrased claim Terms found but context unclear

Aggregate Count matching instances — Need pattern confirmation

Output: Appends ## Verification Results section to verification-report.md .

Pause: After each batch of ~20 items to show progress.

Phase 4: Report

Goal: Complete the verification report with full accounting and recommendations.

Process:

• Summarize verification results:

• Total items verified

• Items by status (verified, partial, not found, needs review)

• Breakdown by source type

• Detail issues:

• NOT FOUND items with context and recommendations

• PARTIAL matches with specific discrepancies

• NEEDS REVIEW items with decision prompts

• Provide fix recommendations:

• Quote corrections with source text

• Missing attribution suggestions

• Items to remove or rewrite

Output: Appends ## Verification Report section to verification-report.md , completing the document.

Verification Search Strategy

Fast Search (Grep)

For a quote like:

"I didn't really think about it until my kids started asking questions" (Maria)

Search strategy:

1. Primary: "didn't really think about it until my kids"
2. Fallback: "think about it until" AND "kids" AND "questions"
3. Fuzzy: "did not really think" OR "didnt really think"

Deep Reading (Haiku Agent)

When grep fails, spawn an agent:

Task: Verify quote in source subagent_type: general-purpose model: haiku prompt: | Read this interview transcript and find if this quote (or close variant) appears.

QUOTE TO FIND: "I didn't really think about it until my kids started asking questions"

ATTRIBUTED TO: Maria

TRANSCRIPT: [transcript content]

Return:

• FOUND: [exact text from transcript] at [location]
• PARTIAL: [what you found] - differs in [how]
• NOT FOUND: Quote does not appear in this transcript

Common Issues Caught

Issue Detection Recommendation

Quote not in transcript NOT FOUND after deep read Check attribution or remove quote

Quote from wrong participant Found but different speaker Correct attribution

Quote significantly altered PARTIAL match Revise to match source

Merged quotes Parts from multiple places Split or acknowledge composite

Citation to wrong source Claim not in cited work Find correct source

File Structure

project/ ├── manuscript/ │ └── draft.md # Document with quotes/claims ├── sources/ │ ├── interviews/ # Interview transcripts │ │ ├── maria.md │ │ ├── jose.md │ │ └── ... │ └── literature/ # PDF or markdown sources │ ├── smith-2020.pdf │ └── ... ├── verification/ │ └── verification-report.md # Single output: built up across phases; git tracks

Model Recommendations

Task Model Rationale

Extraction (Phase 1) Sonnet Careful parsing of manuscript

Source mapping (Phase 2) Sonnet Matching logic

Fast search (Phase 3) Grep tool No model needed

Deep reading (Phase 3) Haiku Cost-effective document search

Report generation (Phase 4) Sonnet Clear synthesis

Integration with Other Skills

After qual-findings-writer: Run verifier on the findings section to confirm all participant quotes are accurate.

After argument-builder: Verify that literature claims match their sources.

Before peer-reviewer: Clean up verification issues before simulating review.

Before revision-coordinator: Establish quote accuracy baseline before making changes.

Key Reminders

• Exact quotes must be exact: Even small changes should be marked with [...] or [sic]

• Source materials must be accessible: Can't verify against unavailable documents

• Participant names must be consistent: Pseudonym in manuscript must match transcript filename or label

• Deep reading is expensive but thorough: Use haiku agents when grep genuinely fails, not as first resort

• Some items need human judgment: Flag ambiguous cases rather than making calls

• Batch progress: Show verification progress to user in manageable chunks

• Prioritize quotes over paraphrases: Direct quotes are highest risk for errors

Starting the Process

When the user is ready to begin:

Ask for the manuscript:

"Please share the path to your manuscript (or the specific section you want verified)."

Identify source type:

"Are we verifying quotes from interviews, cited literature, or both?"

Locate sources:

"Where are your source materials? I need a folder path for interview transcripts or access to your literature (PDFs, references.bib + library/ folder, or document folder)."

Confirm scope:

"Should I verify all quotes and claims, or focus on a specific section (e.g., Findings only)?"

Proceed with Phase 0 to assess verification scope.