The latest articles on DEV Community by Darshan Rajput (@darshan_rajput_3690). https://dev.to/darshan_rajput_3690 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4180988%2Fcf7a5d1a-b6a1-47b4-8061-d423bf7f0b9e.jpg https://dev.to/darshan_rajput_3690 en Darshan Rajput Tue, 13 Oct 2026 04:57:26 +0000 https://dev.to/darshan_rajput_3690/building-an-ai-memory-integration-cognee-im-contributing-to-the-open-source-cognee-3a8m https://dev.to/darshan_rajput_3690/building-an-ai-memory-integration-cognee-im-contributing-to-the-open-source-cognee-3a8m <div class="ltag__link--embedded"> <div class="crayons-story "> <a href="https://dev.to/darshan_rajput_3690/inside-my-mergetober-contribution-integrating-salesforce-with-cognee-1m9j" class="crayons-story__hidden-navigation-link">Inside My MergeTober Contribution: Integrating Salesforce with Cognee</a> <div 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href="https://dev.to/darshan_rajput_3690/inside-my-mergetober-contribution-integrating-salesforce-with-cognee-1m9j" id="article-link-4841481"> Inside My MergeTober Contribution: Integrating Salesforce with Cognee </a> </h2> <div class="crayons-story__tags"> <a class="crayons-tag crayons-tag--monochrome " href="/t/opensource"><span class="crayons-tag__prefix">#</span>opensource</a> <a class="crayons-tag crayons-tag--monochrome " href="/t/ai"><span class="crayons-tag__prefix">#</span>ai</a> <a class="crayons-tag crayons-tag--monochrome " href="/t/salesforce"><span class="crayons-tag__prefix">#</span>salesforce</a> <a class="crayons-tag crayons-tag--monochrome " href="/t/cognee"><span class="crayons-tag__prefix">#</span>cognee</a> </div> <div class="crayons-story__bottom"> <div class="crayons-story__details"> <a href="https://dev.to/darshan_rajput_3690/inside-my-mergetober-contribution-integrating-salesforce-with-cognee-1m9j" class="crayons-btn crayons-btn--s crayons-btn--ghost 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But business knowledge often lives in separate tools, such as CRM platforms, documents, and communication systems.</p> <p>That is why I participated in <strong>MergeTober</strong>, contributing to the open-source Cognee ecosystem by working on a Salesforce connector.</p> <p>Cognee provides a memory layer for AI agents, helping turn data into connected knowledge that can be retrieved by downstream applications. My contribution aims to make Salesforce CRM data available to those workflows.</p> <h2> <strong>Why Connect Salesforce with Cognee?</strong> </h2> <p>Salesforce contains valuable business information, including customer accounts, sales opportunities, support cases, and Chatter conversations.</p> <p>Connecting this data to Cognee could help developers build AI applications that retrieve relevant business context instead of relying only on isolated records.</p> <p>The goal of my connector is to support:</p> <ul> <li> <strong>Authentication:</strong> OAuth 2.0 with a Salesforce Connected App.</li> <li> <strong>Data ingestion:</strong> Accounts, Opportunities, Cases, and Chatter records.</li> <li> <strong>Incremental synchronization:</strong> SOQL queries using <code>LastModifiedDate</code>.</li> <li> <strong>Deletion handling:</strong> Detect deleted source records and support downstream cleanup.</li> <li> <strong>Testing and documentation:</strong> Unit tests, setup instructions, and a runnable example.</li> </ul> <h2> <strong>How It Could Work in the Real World</strong> </h2> <p>Imagine a sales team using a CRM knowledge assistant.</p> <p>A representative asks:</p> <p><em>“What open opportunities are associated with this customer, and are there any related support cases?”</em></p> <p>A configured application could retrieve relevant Salesforce records through the connector, process the information with Cognee, and use the resulting knowledge as context for an answer.</p> <p>This is an illustrative use case, not a claim that I have tested a complete assistant against a live Salesforce organization.</p> <p>Incremental synchronization could help keep the information current, while deletion handling could help prevent outdated source records from remaining in the knowledge system.</p> <h2> <strong>Testing My Contribution</strong> </h2> <p>I tested the connector locally using mocked Salesforce responses and verified that <strong>9 out of 9 mocked unit tests passed</strong>.</p> <p>These results validate the behavior covered by those tests. They do not independently establish that authentication, synchronization, and knowledge retrieval have all been verified against a live Salesforce environment.</p> <p>My pull request is currently open and awaiting review.</p> <p><strong><a href="https://github.com/topoteretes/cognee-community/pull/311" rel="noopener noreferrer">View my Salesforce connector PR on GitHub</a></strong></p> <h2> <strong>Why MergeTober Matters</strong> </h2> <p>I appreciate MergeTober's focus on building integrations that solve real problems. Code demonstrates what we build, while a practical blog post helps other developers understand why it matters and how they might use it.</p> <p>Contributing to open source is an opportunity to learn, collaborate, and create tools that others can build upon.</p> <p>A special <strong>thank you to <a href="https://www.linkedin.com/in/kunalkushwaha/" rel="noopener noreferrer">Kunal Kushwaha</a>, Founder of <a href="https://www.wemakedevs.org/" rel="noopener noreferrer">WeMakeDevs</a></strong>, for creating opportunities that encourage developers to contribute to meaningful open-source projects.</p> <p>Thank you also to the <strong><a href="https://www.linkedin.com/company/cognee-ai/" rel="noopener noreferrer">Cognee team and community</a></strong> for building an open-source memory layer for AI agents and supporting its growing integration ecosystem.</p> <p>Learn more about Cognee at <a href="https://www.cognee.ai/" rel="noopener noreferrer">cognee.ai</a>.</p> <h2> <strong>Conclusion</strong> </h2> <p>My MergeTober contribution explores how Salesforce CRM data can become part of AI knowledge workflows through authentication, structured ingestion, incremental synchronization, and deletion handling.</p> <p>With my local mocked tests passing and the pull request awaiting review, I look forward to continuing to improve the contribution through feedback and validation.</p> <p>I'm excited to contribute to open source and explore how connected business knowledge can make AI applications more useful.</p> opensource ai salesforce cognee