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    CRM Data Deduplication & Merge Script

    1

    Deduplicate thousands of CRM contacts locally, detect fuzzy duplicate identities, apply deterministic field-precedence rules, and export a clean master file with a complete merge changelog.

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    CRM Data Deduplication & Merge Script

    CRM Data Deduplication & Merge Script

    Example session with this skill installed

    Clean the 18,400 contacts in hubspot_contacts.csv.

    Rules

    • identify duplicate people even when names contain minor typos;
    • prefer exact work email, phone, or LinkedIn evidence;
    • do not merge two contacts solely because their names are similar;
    • prefer corporate email over Gmail/Yahoo when the identity is supported;
    • keep the most complete company and name fields;
    • fill blank phone/title/company fields from absorbed duplicates;
    • preserve every original contact ID;
    • block auto-merge when work emails or LinkedIn profiles conflict;
    • create a full merge changelog and a manual review queue.

    Do not make changes directly in HubSpot.

    • Read your context and instructions
    • Compiled the crm data deduplication
    • Generated the data export

    CRM deduplication complete

    Source contacts: 18,400
    Duplicate candidate pairs: 4,926
    Auto-merge groups: 1,384
    Contacts consolidated: 1,672
    Clean contacts remaining: 16,728
    Pairs requiring human review: 243
    Strong-identifier conflicts blocked: 61

    Example auto-merge

    FieldMaster recordDuplicate recordFinal value
    NameJohn DoeJhon DoeJohn Doe
    Emailjohn@gmail.comjohn.doe@acme.comjohn.doe@acme.com
    CompanyAcmeAcme LLCAcme LLC
    Phone—+1 415 555 0198+1 415 555 0198

    Merge confidence: AUTO_MERGE

    Why:

    • identical normalized phone
    • 94% name similarity
    • corporate email aligned with company
    • no strong identifier conflicts

    Example blocked merge

    Contact A: John Smith — john.smith@acme.com
    Contact B: John Smith — john.smith@contoso.com

    Status: STRONG_IDENTIFIER_CONFLICT

    The names are identical, but the corporate identities conflict.

    No automatic merge was performed.

    Merge changelog

    Every changed field records

    • master contact ID
    • absorbed contact ID
    • previous value
    • selected value
    • final value
    • selected source
    • merge rule

    Files generated

    • normalized_contacts.csv
    • duplicate_candidates.csv
    • merge_groups.csv
    • deduped_contacts.csv
    • merge_changelog.csv
    • manual_review_queue.csv
    • dedupe_summary.json

    This is a review-ready deduplication package. Validate merge groups and field-precedence rules before importing changes back into your CRM.

    normalized_contacts.csv

    CSV · data export

    Generated

    Example file from a real run - the skill writes it into your workspace.

    Connects securely to your tools. The creator never sees your data.

    About this skill

    The problem

    CRM databases accumulate duplicate contacts after imports, events, enrichment tools, form submissions, and years of manual edits.

    Those duplicates create split account histories, conflicting outreach, unreliable reporting, and unnecessary CRM clutter.

    What it does

    CRM Data Deduplication & Merge Script converts a local CRM export into a review-ready clean contact file.

    • Normalizes names, phone numbers, emails, and company names
    • Generates duplicate candidates using deterministic and fuzzy signals
    • Blocks auto-merges when strong identifiers conflict
    • Applies configurable field-precedence rules
    • Prefers corporate contact data over lower-quality personal data when appropriate
    • Fills blank fields from verified duplicate records
    • Creates deterministic master contact IDs
    • Preserves absorbed record IDs
    • Produces a complete field-level merge changelog
    • Creates a manual review queue for uncertain identities

    Why this beats prompting it yourself

    A chatbot can compare a few contacts.

    This skill runs the same merge logic consistently across thousands of rows:

    CRM Export → Normalize → Candidate Generation → Pair Scoring → Merge Groups → Field Precedence → Changelog → Clean Export

    Conservative by design

    The workflow is intentionally biased against false-positive merges.

    Name similarity alone is never enough to merge two contacts.

    No destructive CRM writes

    The skill only produces review-ready local files.

    It does not automatically merge or delete contacts inside Salesforce, HubSpot, or another CRM.

    Find more skills like this on the Claude Skills Marketplace, the Codex Skills Marketplace and the Gemini Skills Marketplace, or browse Claude Skills for Sales & Lead Gen.

    Processes local files only. No direct API integration for Salesforce or HubSpot. Requires manual import of the final CSV back into your CRM. Large files may require high-memory environments.

    How to use

    1. 1

      Connect your agent to the Agensi MCP

      Copy the prompt and paste it into Claude, ChatGPT, Cursor or any agent that supports MCP. It sets up the connection for you. Manual setup

    2. 2

      Sign in to Agensi

      Your agent shows a sign-in link. Sign in and click Allow.

    3. 3

      Ask for what you need

      Your agent loads this skill and uses it on your task. It always asks before buying a skill.

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    Security scan passed 1 month ago

    Software
    Python

    Permissions

    Terminal / Shell
    Listed1 month ago

    What's inside

    Frequently Asked Questions

    This skill identifies duplicate CRM contacts using both exact and fuzzy matching logic, then merges them into a single master record based on your custom field-priority rules while preserving a full audit trail.

    No, this skill operates locally on your exported data to ensure safety; it generates a clean CSV/Excel file and a changelog that you can review before manually or bulk-updating your CRM.

    The script uses a combination of deterministic matching (like email or ID) and fuzzy signals (like name and company similarity), but it is tuned to be conservative to prevent incorrect merges.

    The skill is designed to handle thousands of rows efficiently, far exceeding the context window limits of standard chat-based AI prompts.

    You will receive the AI agent skill configuration, the core deduplication logic, and a guide on how to format your CRM export for the best results.

    The script is compatible with most major AI agents that support file processing and Python execution environments, such as ChatGPT Plus (Data Analyst) or Claude Analysis Tool.

    New in Sales & Lead Gen