[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"extension-cli-PostHog-batch-import-worker-de":3,"guides-for-PostHog-batch-import-worker":1654,"similar-k170dvhvqccxkadj5ftfm9vpeh86m095-de":1655},{"_creationTime":4,"_id":5,"children":6,"community":7,"display":9,"evaluation":14,"identity":251,"isFallback":233,"parentExtension":255,"providers":256,"relations":261,"repo":263,"tags":1651,"workflow":1652},1778695660274.5151,"k170dvhvqccxkadj5ftfm9vpeh86m095",[],{"reviewCount":8},0,{"description":10,"installMethods":11,"name":12,"sourceUrl":13},"🦔 PostHog is an all-in-one developer platform for building successful products. We offer product analytics, web analytics, session replay, error tracking, feature flags, experimentation, surveys, data warehouse, a CDP, and an AI product assistant to help debug your code, ship features faster, and keep all your usage and customer data in one stack.",{"cargo":12},"batch-import-worker","https://github.com/PostHog/posthog",{"_creationTime":15,"_id":16,"extensionId":5,"locale":17,"result":18,"trustSignals":231,"workflow":249},1778697784086.361,"kn77vt9qp6x4xna13a69xcvga986njqj","en",{"checks":19,"evaluatedAt":200,"extensionSummary":201,"features":202,"nonGoals":208,"promptVersionExtension":212,"promptVersionScoring":213,"purpose":214,"rationale":215,"score":216,"summary":217,"tags":218,"targetMarket":225,"tier":226,"useCases":227},[20,25,29,33,37,41,46,50,53,56,60,64,67,71,74,77,80,83,86,89,93,97,101,105,109,112,115,118,122,125,128,131,134,137,140,144,148,152,155,159,162,165,168,171,174,177,180,183,186,189,193,196],{"category":21,"check":22,"severity":23,"summary":24},"Practical Utility","Problem relevance","info","The displayed description is a generic marketing blurb for PostHog as a whole, rather than focusing on the specific problem this CLI tool addresses. It doesn't clearly articulate the pain point for a CLI user.",{"category":21,"check":26,"severity":27,"summary":28},"Unique selling proposition","warning","The tool appears to be a component of a larger platform (PostHog) and its README does not clearly articulate a unique selling proposition beyond its integration with PostHog. It seems to be a worker for a specific data import task.",{"category":21,"check":30,"severity":31,"summary":32},"Production readiness","pass","The CLI tool is a component of a larger, production-ready system (PostHog), indicated by its use of standard libraries, Tokio, and lifecycle management. The README also shows evidence of active development and a hobby deploy.",{"category":34,"check":35,"severity":31,"summary":36},"Scope","Single responsibility principle","The `batch-import-worker` appears to have a focused responsibility of handling batch import jobs, aligning with the single responsibility principle. Its dependencies are also organized within common modules.",{"category":34,"check":38,"severity":39,"summary":40},"Description quality","critical","The displayed description is a generic marketing blurb for the entire PostHog platform and does not accurately reflect the functionality of this specific CLI tool, which appears to be a background worker for batch imports.",{"category":42,"check":43,"severity":44,"summary":45},"Invocation","Scoped tools","not_applicable","This appears to be a worker process and not a CLI tool with user-facing commands or tools for an agent to invoke directly.",{"category":47,"check":48,"severity":27,"summary":49},"Documentation","Configuration & parameter reference","The source code indicates configuration is loaded from environment variables using `envconfig`, but there is no explicit documentation detailing these variables, their purpose, or expected values.",{"category":34,"check":51,"severity":44,"summary":52},"Tool naming","This is a worker process, not a CLI tool with user-facing commands.",{"category":34,"check":54,"severity":44,"summary":55},"Minimal I/O surface","As this is a worker process and not a CLI tool, tool I/O surface cannot be evaluated.",{"category":57,"check":58,"severity":31,"summary":59},"License","License usability","The project includes a LICENSE file with an MIT Expat license, which is permissive and widely usable.",{"category":61,"check":62,"severity":31,"summary":63},"Maintenance","Commit recency","The repository shows recent commits as of May 13, 2026, indicating active maintenance.",{"category":61,"check":65,"severity":31,"summary":66},"Dependency Management","The `Cargo.toml` file lists dependencies with explicit versions or workspace references, and includes dev-dependencies, suggesting a managed approach to dependency updates.",{"category":68,"check":69,"severity":31,"summary":70},"Security","Secret Management","The code uses environment variables for configuration (via `envconfig`) and standard libraries for AWS S3 access, suggesting secrets are not hardcoded. No obvious secret leakage is present in the provided code snippets.",{"category":68,"check":72,"severity":31,"summary":73},"Injection","The code appears to handle external data (e.g., Kafka messages, S3 data) by processing it as data structures rather than executable instructions. It relies on structured inputs and libraries for data handling.",{"category":68,"check":75,"severity":31,"summary":76},"Transitive Supply-Chain Grenades","Dependencies are managed via Cargo.toml, and the code does not show evidence of runtime downloads or execution of external scripts. It uses bundled libraries and internal modules.",{"category":68,"check":78,"severity":31,"summary":79},"Sandbox Isolation","The worker process focuses on internal logic and external service interactions (Kafka, S3) without apparent attempts to modify files outside its designated scope or project folder.",{"category":68,"check":81,"severity":31,"summary":82},"Sandbox escape primitives","The provided code does not contain evidence of detached process spawns or retry loops around denied tool calls, which are typical sandbox escape primitives.",{"category":68,"check":84,"severity":31,"summary":85},"Data Exfiltration","The worker's primary function is data import and processing. There is no indication of it reading confidential data and submitting it to arbitrary third parties. Interactions are with known services like Kafka and S3.",{"category":68,"check":87,"severity":31,"summary":88},"Hidden Text Tricks","The source code is standard Rust and does not exhibit any hidden text tricks or obfuscation within comments or string literals.",{"category":90,"check":91,"severity":31,"summary":92},"Hooks","Opaque code execution","The Rust code is compiled and directly executable, with no signs of obfuscation, base64-encoded payloads, or runtime script fetching.",{"category":94,"check":95,"severity":31,"summary":96},"Portability","Structural Assumption","The code relies on environment variables and standard configuration practices, not specific project file structures outside its own context.",{"category":98,"check":99,"severity":27,"summary":100},"Trust","Issues Attention","The repository has 544 open issues and only 163 closed issues in the last 90 days, indicating a potentially slow response rate to community issues.",{"category":102,"check":103,"severity":31,"summary":104},"Versioning","Release Management","The `Cargo.toml` file specifies a version, and there's a `CHANGELOG.md`, indicating a managed release process.",{"category":106,"check":107,"severity":31,"summary":108},"Code Execution","Validation","The Rust code uses standard libraries and explicit types, and error handling suggests validation is performed on incoming data structures before processing.",{"category":68,"check":110,"severity":31,"summary":111},"Unguarded Destructive Operations","The tool's primary function is data import, which is not inherently destructive. Operations are focused on processing and sending data to other services.",{"category":106,"check":113,"severity":31,"summary":114},"Error Handling","The code implements robust error handling with explicit error types, `anyhow`, and structured logging, ensuring failures are reported and can be acted upon.",{"category":106,"check":116,"severity":31,"summary":117},"Logging","The code includes extensive tracing and logging setup, capturing operational details and errors, which serves as an audit trail.",{"category":119,"check":120,"severity":23,"summary":121},"Compliance","GDPR","The tool processes data for import into PostHog, which may include personal data. However, it functions as an internal worker and doesn't directly submit data to third parties without sanitization. The sanitization would likely occur within the broader PostHog platform.",{"category":119,"check":123,"severity":31,"summary":124},"Target market","The tool is a backend worker for a data platform and has no regional logic or limitations, making it globally applicable.",{"category":94,"check":126,"severity":31,"summary":127},"Runtime stability","The tool is written in Rust and relies on standard libraries and Tokio, making it highly portable across POSIX-compliant systems.",{"category":47,"check":129,"severity":27,"summary":130},"README","The README file describes the entire PostHog platform and does not provide specific details about this individual CLI tool, making its purpose and usage unclear from the README alone.",{"category":34,"check":132,"severity":44,"summary":133},"Tool surface size","This is a worker process, not a CLI tool with exposed commands.",{"category":42,"check":135,"severity":44,"summary":136},"Overlapping near-synonym tools","This is a worker process, not a CLI tool with multiple commands.",{"category":47,"check":138,"severity":44,"summary":139},"Phantom features","As this is a worker process, there are no README features to cross-check against an implementation.",{"category":141,"check":142,"severity":44,"summary":143},"Install","Installation instruction","This is a worker process within a larger application and not a standalone CLI tool with separate installation instructions.",{"category":145,"check":146,"severity":31,"summary":147},"Errors","Actionable error messages","The error handling is robust, with specific error types and the `get_user_message` function aiming to provide user-friendly messages, alongside detailed logging for developers.",{"category":149,"check":150,"severity":31,"summary":151},"Execution","Pinned dependencies","The `Cargo.toml` specifies explicit versions for dependencies and dev-dependencies, and uses workspace references, indicating pinned dependencies.",{"category":34,"check":153,"severity":44,"summary":154},"Dry-run preview","This is a worker process focused on data import and processing, not a CLI tool with state-changing commands requiring a dry-run preview.",{"category":156,"check":157,"severity":31,"summary":158},"Protocol","Idempotent retry & timeouts","The code includes a configurable timeout for job claiming and error handling for job processing, suggesting consideration for retries and timeouts. The structure implies idempotent processing of jobs.",{"category":68,"check":160,"severity":31,"summary":161},"Telemetry opt-in","The tool uses standard logging libraries and does not appear to implement any telemetry collection that is not strictly opt-in or clearly documented within the broader PostHog platform.",{"category":42,"check":163,"severity":44,"summary":164},"Hierarchical discoverable arguments","This is a worker process and not a CLI tool with subcommands or arguments to discover.",{"category":42,"check":166,"severity":44,"summary":167},"Unknown-flag handling","This is a worker process and not a CLI tool with flags.",{"category":68,"check":169,"severity":44,"summary":170},"Secrets not in argv","This is a worker process, not a CLI tool; secrets are managed via environment variables as indicated by `envconfig`.",{"category":42,"check":172,"severity":44,"summary":173},"Parseable --version","This is a worker process and not a CLI tool with a --version flag.",{"category":42,"check":175,"severity":44,"summary":176},"Flag precedence","This is a worker process, not a CLI tool with flags or configuration files to consider precedence for.",{"category":42,"check":178,"severity":44,"summary":179},"Schema introspection","This is a worker process, not a CLI tool that exposes schema introspection.",{"category":42,"check":181,"severity":44,"summary":182},"Prompt bypass","This is a worker process, not a CLI tool that prompts the user.",{"category":141,"check":184,"severity":44,"summary":185},"No unnecessary global install","This is a component of a larger application and not a standalone CLI tool intended for global installation.",{"category":141,"check":187,"severity":31,"summary":188},"Pipe-to-shell installer","The README shows a `curl | bash` installation for the hobby deploy, but it is clearly marked as advanced and not the primary recommendation for cloud sign-up. The worker itself is built via Cargo.",{"category":190,"check":191,"severity":31,"summary":192},"Output","Stream separation","The code uses `tracing` which separates logs to stderr and information to stdout, aligning with canonical practices for CLI tools and processes.",{"category":190,"check":194,"severity":44,"summary":195},"Structured output mode","This is a worker process and not a CLI tool that requires structured output for agent consumption.",{"category":197,"check":198,"severity":31,"summary":199},"Subprocess behavior","Signal handling","The code utilizes the `lifecycle` component for managing shutdown signals gracefully, ensuring proper termination.",1778697783760,"This is a Rust-based worker process designed for batch importing data into the PostHog platform. It leverages Tokio for asynchronous operations, Kafka for message queuing, and AWS S3 for storage, with robust error handling and lifecycle management.",[203,204,205,206,207],"Processes batch import jobs","Integrates with Kafka for queuing","Utilizes AWS S3 for data handling","Provides structured logging and error reporting","Supports graceful shutdown",[209,210,211],"Direct user interaction or CLI command execution","Real-time event processing (focus is batch)","User-facing feature flags or experimentation","3.0.0","4.4.0","To efficiently process and import large volumes of data into the PostHog analytics platform through a robust and scalable worker.","The critical finding for 'Description quality' significantly impacts the score, as it misrepresents the tool's function. However, the overall codebase is robust and production-ready, with strong security and error handling, leading to a score within the 'evaluated' tier.",75,"A production-ready Rust worker for batch data imports, but lacks clear documentation for its specific role.",[219,220,221,222,223,224],"data-import","worker","rust","posthog","kafka","aws-s3","global","flagged",[228,229,230],"Importing historical data into PostHog","Processing large event streams from Kafka","Background data ingestion for analytics platforms",{"codeQuality":232,"collectedAt":234,"documentation":235,"maintenance":238,"popularity":244,"security":245,"testCoverage":248},{"hasLockfile":233},true,1778697764611,{"descriptionLength":236,"readmeSize":237},350,10694,{"closedIssues90d":239,"forks":240,"hasChangelog":233,"openIssues90d":241,"pushedAt":242,"stars":243},163,2714,544,1778695622000,34459,{"npmDownloads":8},{"hasNpmPackage":233,"license":246,"smitheryVerified":247},"NOASSERTION",false,{"hasCi":247,"hasTests":233},{"updatedAt":250},1778697784086,{"basePath":252,"githubOwner":253,"githubRepo":222,"locale":17,"slug":12,"type":254},"rust/batch-import-worker","PostHog","cli",null,{"evaluate":257,"extract":259},{"promptVersionExtension":212,"promptVersionScoring":213,"score":216,"tags":258,"targetMarket":225,"tier":226},[219,220,221,222,223,224],{"commitSha":260},"HEAD",{"repoId":262},"kd7f22zf7qb3eschtk9s2qdv4586mfts",{"_creationTime":264,"_id":262,"identity":265,"providers":266,"workflow":1646},1778695623992.2551,{"githubOwner":253,"githubRepo":222,"sourceUrl":13},{"classify":267,"discover":1623,"extract":1626,"github":1628,"npm":1645},{"commitSha":260,"extensions":268},[269,281,289,297,305,313,321,329,337,345,353,361,369,377,385,393,400,408,416,424,432,440,447,455,463,471,478,485,493,501,509,517,524,532,540,548,555,563,571,578,586,602,614,622,630,638,646,654,662,670,678,694,702,712,726,744,754,763,771,783,791,799,807,815,823,831,839,847,855,863,873,881,889,897,909,919,927,935,943,951,959,967,978,998,1006,1032,1040,1048,1056,1070,1088,1096,1204,1216,1246,1256,1266,1280,1288,1296,1304,1312,1320,1328,1336,1344,1352,1360,1368,1376,1386,1398,1410,1419,1428,1435,1444,1454,1462,1471,1481,1490,1502,1511,1520,1529,1538,1548,1558,1569,1579,1589,1599,1614],{"basePath":270,"description":271,"displayName":272,"installMethods":273,"rationale":274,"selectedPaths":275,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_destinations/customerio","Send event data and emails into Customer.io.","Customer.io",{"claudeCode":272},"plugin manifest at nodejs/src/cdp/legacy-plugins/_destinations/customerio/plugin.json",[276],{"path":277,"priority":278},"plugin.json","mandatory","rule","plugin",{"basePath":282,"description":283,"displayName":284,"installMethods":285,"rationale":286,"selectedPaths":287,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_destinations/hubspot","Send contact data to Hubspot on PostHog identify events.","Hubspot",{"claudeCode":284},"plugin manifest at nodejs/src/cdp/legacy-plugins/_destinations/hubspot/plugin.json",[288],{"path":277,"priority":278},{"basePath":290,"description":291,"displayName":292,"installMethods":293,"rationale":294,"selectedPaths":295,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_destinations/intercom","Send event data to Intercom on PostHog events.","Intercom",{"claudeCode":292},"plugin manifest at nodejs/src/cdp/legacy-plugins/_destinations/intercom/plugin.json",[296],{"path":277,"priority":278},{"basePath":298,"description":299,"displayName":300,"installMethods":301,"rationale":302,"selectedPaths":303,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_destinations/pace-posthog-integration","Pace is a tool that equips sellers with relevant insights at the right time so they can spend time growing revenue. It allows them to convert, retain, and grow customers by prioritizing time and effort on the users who need it most.","Pace Integration",{"claudeCode":300},"plugin manifest at nodejs/src/cdp/legacy-plugins/_destinations/pace-posthog-integration/plugin.json",[304],{"path":277,"priority":278},{"basePath":306,"description":307,"displayName":308,"installMethods":309,"rationale":310,"selectedPaths":311,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_destinations/posthog-avo","Export PostHog events to Avo inspector.","Avo Inspector Plugin",{"claudeCode":308},"plugin manifest at nodejs/src/cdp/legacy-plugins/_destinations/posthog-avo/plugin.json",[312],{"path":277,"priority":278},{"basePath":314,"description":315,"displayName":316,"installMethods":317,"rationale":318,"selectedPaths":319,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_destinations/posthog-braze-app","Import analytics from Braze and export PostHog events to 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nodejs/src/cdp/legacy-plugins/_destinations/posthog-patterns-app/plugin.json",[352],{"path":277,"priority":278},{"basePath":354,"description":355,"displayName":356,"installMethods":357,"rationale":358,"selectedPaths":359,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_destinations/posthog-plugin-replicator","Replicate PostHog event stream in another PostHog instance","Replicator",{"claudeCode":356},"plugin manifest at nodejs/src/cdp/legacy-plugins/_destinations/posthog-plugin-replicator/plugin.json",[360],{"path":277,"priority":278},{"basePath":362,"description":363,"displayName":364,"installMethods":365,"rationale":366,"selectedPaths":367,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_destinations/pubsub","Sends events to a Pub/Sub topic on ingestion.","Pub/Sub Export",{"claudeCode":364},"plugin manifest at nodejs/src/cdp/legacy-plugins/_destinations/pubsub/plugin.json",[368],{"path":277,"priority":278},{"basePath":370,"description":371,"displayName":372,"installMethods":373,"rationale":374,"selectedPaths":375,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_destinations/rudderstack-posthog","Send event data to RudderStack","RudderStack",{"claudeCode":372},"plugin manifest at nodejs/src/cdp/legacy-plugins/_destinations/rudderstack-posthog/plugin.json",[376],{"path":277,"priority":278},{"basePath":378,"description":379,"displayName":380,"installMethods":381,"rationale":382,"selectedPaths":383,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_destinations/salesforce","Relay PostHog events to Salesforce","Salesforce Export Plugin",{"claudeCode":380},"plugin manifest at nodejs/src/cdp/legacy-plugins/_destinations/salesforce/plugin.json",[384],{"path":277,"priority":278},{"basePath":386,"description":387,"displayName":388,"installMethods":389,"rationale":390,"selectedPaths":391,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_destinations/sendgrid","Send emails and user data to Sendgrid when you identify users using PostHog.","Sendgrid",{"claudeCode":388},"plugin manifest at nodejs/src/cdp/legacy-plugins/_destinations/sendgrid/plugin.json",[392],{"path":277,"priority":278},{"basePath":394,"displayName":395,"installMethods":396,"rationale":397,"selectedPaths":398,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/Plugin-Stonly-Clean-Campaign-Name","Clean Campaign Name",{"claudeCode":395},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/Plugin-Stonly-Clean-Campaign-Name/plugin.json",[399],{"path":277,"priority":278},{"basePath":401,"description":402,"displayName":403,"installMethods":404,"rationale":405,"selectedPaths":406,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/currency-normalization-plugin","Deprecated","Currency Normalization",{"claudeCode":403},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/currency-normalization-plugin/plugin.json",[407],{"path":277,"priority":278},{"basePath":409,"description":410,"displayName":411,"installMethods":412,"rationale":413,"selectedPaths":414,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/downsampling-plugin","Reduces event volume coming into PostHog","Downsampling Plugin",{"claudeCode":411},"plugin manifest at 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If you supply a value, it will drop any event with the combination of they key and the value. You will not be billed for any events that this plugin drops.","Drop Events Based On Property",{"claudeCode":419},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/drop-events-on-property-plugin/plugin.json",[423],{"path":277,"priority":278},{"basePath":425,"description":426,"displayName":427,"installMethods":428,"rationale":429,"selectedPaths":430,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/first-time-event-tracker","Deprecated.","First Time Event Tracker",{"claudeCode":427},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/first-time-event-tracker/plugin.json",[431],{"path":277,"priority":278},{"basePath":433,"description":434,"displayName":435,"installMethods":436,"rationale":437,"selectedPaths":438,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/flatten-properties-plugin","Flatten event properties to easily access them in filters.","Property Flattener 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nodejs/src/cdp/legacy-plugins/_transformations/ph-shotgun-processevent-app/plugin.json",[454],{"path":277,"priority":278},{"basePath":456,"description":457,"displayName":458,"installMethods":459,"rationale":460,"selectedPaths":461,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/plugin-advanced-geoip","Advanced GeoIP filtering app for PostHog","Advanced GeoIP",{"claudeCode":458},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/plugin-advanced-geoip/plugin.json",[462],{"path":277,"priority":278},{"basePath":464,"description":465,"displayName":466,"installMethods":467,"rationale":468,"selectedPaths":469,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/plugin-netdata-event-processing","A Posthog plugin to do some data processing on our Posthog events as they arrive.","PostHog Netdata Event Processing",{"claudeCode":466},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/plugin-netdata-event-processing/plugin.json",[470],{"path":277,"priority":278},{"basePath":472,"displayName":473,"installMethods":474,"rationale":475,"selectedPaths":476,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/plugin-stonly-UTM-Extractor","UTM Extractor",{"claudeCode":473},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/plugin-stonly-UTM-Extractor/plugin.json",[477],{"path":277,"priority":278},{"basePath":479,"description":480,"displayName":480,"installMethods":481,"rationale":482,"selectedPaths":483,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/posthog-anonymization","Anonymization and normalisation",{"claudeCode":480},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/posthog-anonymization/plugin.json",[484],{"path":277,"priority":278},{"basePath":486,"description":487,"displayName":488,"installMethods":489,"rationale":490,"selectedPaths":491,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/posthog-app-unduplicator","Prevent duplicates in your data when ingesting.","Unduplicates",{"claudeCode":488},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/posthog-app-unduplicator/plugin.json",[492],{"path":277,"priority":278},{"basePath":494,"description":495,"displayName":496,"installMethods":497,"rationale":498,"selectedPaths":499,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/posthog-app-url-parameters-to-event-properties","Converts URL query parameters to event properties","URL parameters to event properties",{"claudeCode":496},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/posthog-app-url-parameters-to-event-properties/plugin.json",[500],{"path":277,"priority":278},{"basePath":502,"description":503,"displayName":504,"installMethods":505,"rationale":506,"selectedPaths":507,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/posthog-filter-out-plugin","Filter out events where property values satisfy the given condition","Filter Out Plugin",{"claudeCode":504},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/posthog-filter-out-plugin/plugin.json",[508],{"path":277,"priority":278},{"basePath":510,"description":511,"displayName":512,"installMethods":513,"rationale":514,"selectedPaths":515,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/posthog-plugin-geoip","Enrich PostHog events and persons with IP location data","GeoIP",{"claudeCode":512},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/posthog-plugin-geoip/plugin.json",[516],{"path":277,"priority":278},{"basePath":518,"displayName":519,"installMethods":520,"rationale":521,"selectedPaths":522,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/posthog-plugin-snowplow-referer-parser","UTM Referrer",{"claudeCode":519},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/posthog-plugin-snowplow-referer-parser/plugin.json",[523],{"path":277,"priority":278},{"basePath":525,"description":526,"displayName":527,"installMethods":528,"rationale":529,"selectedPaths":530,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/posthog-route-censor-plugin","Removes segments of URLs based on route patterns.","Route Censor",{"claudeCode":527},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/posthog-route-censor-plugin/plugin.json",[531],{"path":277,"priority":278},{"basePath":533,"description":534,"displayName":535,"installMethods":536,"rationale":537,"selectedPaths":538,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/posthog-url-normalizer-plugin","A PostHog plugin to normalize the format of urls in your application allowing you to more easily compare them in insights.","URL Normalizer",{"claudeCode":535},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/posthog-url-normalizer-plugin/plugin.json",[539],{"path":277,"priority":278},{"basePath":541,"description":542,"displayName":543,"installMethods":544,"rationale":545,"selectedPaths":546,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/property-filter-plugin","This plugin will set all configured properties to null inside an ingested event.","Property Filter",{"claudeCode":543},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/property-filter-plugin/plugin.json",[547],{"path":277,"priority":278},{"basePath":549,"displayName":550,"installMethods":551,"rationale":552,"selectedPaths":553,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/semver-flattener-plugin","posthog-semver-flattener",{"claudeCode":550},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/semver-flattener-plugin/plugin.json",[554],{"path":277,"priority":278},{"basePath":556,"description":557,"displayName":558,"installMethods":559,"rationale":560,"selectedPaths":561,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/taxonomy-plugin","Standardize your event names into a single pattern.","Taxonomy Plugin",{"claudeCode":558},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/taxonomy-plugin/plugin.json",[562],{"path":277,"priority":278},{"basePath":564,"description":565,"displayName":566,"installMethods":567,"rationale":568,"selectedPaths":569,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/timestamp-parser-plugin","Parse your event timestamps into useful date properties.","Timestamp Parser",{"claudeCode":566},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/timestamp-parser-plugin/plugin.json",[570],{"path":277,"priority":278},{"basePath":572,"displayName":573,"installMethods":574,"rationale":575,"selectedPaths":576,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/url-parser","URL Params Parser (Beta)",{"claudeCode":573},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/url-parser/plugin.json",[577],{"path":277,"priority":278},{"basePath":579,"description":580,"displayName":581,"installMethods":582,"rationale":583,"selectedPaths":584,"source":279,"sourceLanguage":17,"type":280},"nodejs/src/cdp/legacy-plugins/_transformations/user-agent-plugin","Enhances events with user agent details","User Agent Populator",{"claudeCode":581},"plugin manifest at nodejs/src/cdp/legacy-plugins/_transformations/user-agent-plugin/plugin.json",[585],{"path":277,"priority":278},{"basePath":587,"description":588,"displayName":589,"installMethods":590,"rationale":592,"selectedPaths":593,"source":279,"sourceLanguage":17,"type":601},".agents/skills/adding-personhog-rpc","Guide for adding a new RPC to personhog-replica and personhog-router. Covers eligibility checks, proto definition, code generation for Python and Node.js clients, Rust implementation (storage trait, postgres queries, service handler, router wiring), and index compatibility validation. Use when adding a new gRPC endpoint to personhog, migrating a Django ORM query to personhog, or extending the personhog service API.\n","adding-personhog-rpc",{"claudeCode":591},"PostHog/posthog","SKILL.md frontmatter at .agents/skills/adding-personhog-rpc/SKILL.md",[594,596,599],{"path":595,"priority":278},"SKILL.md",{"path":597,"priority":598},"references/database-indexes.md","medium",{"path":600,"priority":598},"references/proto-conventions.md","skill",{"basePath":603,"description":604,"displayName":605,"installMethods":606,"rationale":607,"selectedPaths":608,"source":279,"sourceLanguage":17,"type":601},".agents/skills/adopting-generated-api-types","Use when migrating frontend code from manual API client calls (`api.get`, `api.create`, `api.surveys.get`, `api.dashboards.list`, `new ApiRequest()`) and handwritten TypeScript interfaces to generated API functions and types. Triggers on files importing from `lib/api`, files with `api.get\u003C`, `api.create\u003C`, `api.\u003Centity>.\u003Cmethod>`, manual interface definitions that duplicate backend serializers, or any frontend file that constructs API URLs by hand. Covers the full replacement workflow — finding the generated equivalent, swapping imports, adapting call sites, and removing dead manual types.","adopting-generated-api-types",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/adopting-generated-api-types/SKILL.md",[609,610,612],{"path":595,"priority":278},{"path":611,"priority":598},"references/migration-patterns.md",{"path":613,"priority":598},"references/type-compatibility.md",{"basePath":615,"description":616,"displayName":617,"installMethods":618,"rationale":619,"selectedPaths":620,"source":279,"sourceLanguage":17,"type":601},".agents/skills/clickhouse-migrations","ClickHouse migration patterns and rules. Use when creating or modifying ClickHouse migrations.","clickhouse-migrations",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/clickhouse-migrations/SKILL.md",[621],{"path":595,"priority":278},{"basePath":623,"description":624,"displayName":625,"installMethods":626,"rationale":627,"selectedPaths":628,"source":279,"sourceLanguage":17,"type":601},".agents/skills/debugging-ci-failures","Debugs failing GitHub Actions CI runs for PostHog PRs, commits, and branches. Use when the user asks why CI is red, mentions a failing check, GitHub Actions run, Depot runner, workflow, job, shard, flaky test, lint failure, typecheck failure, snapshot diff, migration check, generated types drift, or skills build failure. Guides read-only inspection, failure classification, smallest local reproduction with hogli, and safe reporting without rerunning CI or posting to GitHub.\n","debugging-ci-failures",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/debugging-ci-failures/SKILL.md",[629],{"path":595,"priority":278},{"basePath":631,"description":632,"displayName":633,"installMethods":634,"rationale":635,"selectedPaths":636,"source":279,"sourceLanguage":17,"type":601},".agents/skills/django-migrations","Django migration patterns and safety workflow for PostHog. Use when creating, adjusting, or reviewing Django/Postgres migrations, including non-blocking index/constraint changes, multi-phase schema changes, data backfills, migration conflict rebasing, and product model moves that require SeparateDatabaseAndState.","django-migrations",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/django-migrations/SKILL.md",[637],{"path":595,"priority":278},{"basePath":639,"description":640,"displayName":641,"installMethods":642,"rationale":643,"selectedPaths":644,"source":279,"sourceLanguage":17,"type":601},".agents/skills/hogli","PostHog developer CLI and repo tooling reference. Use when the user mentions hogli, asks about repo CLI tools, bin scripts, Makefiles, how to run/build/test/lint, or any dev environment commands.\n","hogli",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/hogli/SKILL.md",[645],{"path":595,"priority":278},{"basePath":647,"description":648,"displayName":649,"installMethods":650,"rationale":651,"selectedPaths":652,"source":279,"sourceLanguage":17,"type":601},".agents/skills/implementing-agent-modes","Guidelines to create/update a new mode for PostHog AI agent. Modes are a way to limit what tools, prompts, and prompt injections are applied and under what conditions. Achieve better results using your plan mode.","implementing-agent-modes",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/implementing-agent-modes/SKILL.md",[653],{"path":595,"priority":278},{"basePath":655,"description":656,"displayName":657,"installMethods":658,"rationale":659,"selectedPaths":660,"source":279,"sourceLanguage":17,"type":601},".agents/skills/implementing-mcp-tools","Guide for exposing PostHog product endpoints as MCP tools. Use when creating new or updating API endpoints, adding MCP tool definitions, scaffolding YAML configs, or writing serializers with good descriptions. Covers the full pipeline from Django serializer to generated TypeScript tool handler.","implementing-mcp-tools",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/implementing-mcp-tools/SKILL.md",[661],{"path":595,"priority":278},{"basePath":663,"description":664,"displayName":665,"installMethods":666,"rationale":667,"selectedPaths":668,"source":279,"sourceLanguage":17,"type":601},".agents/skills/implementing-mcp-ui-apps","Guide for adding MCP UI apps — interactive visualizations that render tool results in MCP clients like Claude Desktop. Use when adding a new detail or list view for an MCP tool, creating view components in products/*/mcp/apps/, or linking tools to UI apps via YAML.","implementing-mcp-ui-apps",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/implementing-mcp-ui-apps/SKILL.md",[669],{"path":595,"priority":278},{"basePath":671,"description":672,"displayName":673,"installMethods":674,"rationale":675,"selectedPaths":676,"source":279,"sourceLanguage":17,"type":601},".agents/skills/implementing-warehouse-sources","Implement and extend PostHog Data warehouse import sources. Use when adding a new source under posthog/temporal/data_imports/sources, adding datasets/endpoints to an existing source, or adding incremental sync, resumable imports, webhook ingestion, pagination, credentials validation, and source tests.","implementing-warehouse-sources",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/implementing-warehouse-sources/SKILL.md",[677],{"path":595,"priority":278},{"basePath":679,"description":680,"displayName":681,"installMethods":682,"rationale":683,"selectedPaths":684,"source":279,"sourceLanguage":17,"type":601},".agents/skills/improving-drf-endpoints","Use when editing, reviewing, or auditing DRF viewsets and serializers in PostHog. Triggers on files in posthog/api/, products/*/backend/api/, products/*/backend/presentation/, or any file importing rest_framework. Covers field typing, schema annotations, enum collision fixes, and OpenAPI spec quality — everything that flows downstream into generated TypeScript types and MCP tools.","improving-drf-endpoints",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/improving-drf-endpoints/SKILL.md",[685,686,688,690,692],{"path":595,"priority":278},{"path":687,"priority":598},"references/common-anti-patterns.md",{"path":689,"priority":598},"references/quick-reference-table.md",{"path":691,"priority":598},"references/serializer-fields.md",{"path":693,"priority":598},"references/viewset-annotations.md",{"basePath":695,"description":696,"displayName":697,"installMethods":698,"rationale":699,"selectedPaths":700,"source":279,"sourceLanguage":17,"type":601},".agents/skills/ingestion-pipeline-doctor-nodejs","Ingestion pipeline architecture overview and convention reference. Use when you need a quick orientation to the pipeline framework or want to know which doctor agent to use for a specific concern.\n","ingestion-pipeline-doctor-nodejs",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/ingestion-pipeline-doctor-nodejs/SKILL.md",[701],{"path":595,"priority":278},{"basePath":703,"description":704,"displayName":705,"installMethods":706,"rationale":707,"selectedPaths":708,"source":279,"sourceLanguage":17,"type":601},".agents/skills/isolating-product-facade-contracts","Plan and execute incremental product isolation migrations to a facade plus contract layer in PostHog, following the Visual review architecture. Use when a product still exposes internals (models/logic/views) across boundaries and needs a safe, multi-PR migration toward contracts.py + facade/api.py + presentation separation.","isolating-product-facade-contracts",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/isolating-product-facade-contracts/SKILL.md",[709,710],{"path":595,"priority":278},{"path":711,"priority":598},"references/phased-migration-plan.md",{"basePath":713,"description":714,"displayName":715,"installMethods":716,"rationale":717,"selectedPaths":718,"source":279,"sourceLanguage":17,"type":601},".agents/skills/making-scenes-tab-aware","Guides converting PostHog frontend scenes to be tab aware for internal scene tabs. Use when adding or refactoring a `SceneExport` scene, fixing state leaking between internal tabs, preserving scene state across tab switches, or moving scene-level URL state out of child logics. Triggers on files with `SceneExport`, `tabId`, `tabAwareScene`, `urlToAction`, `actionToUrl`, or `useAttachedLogic`.","making-scenes-tab-aware",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/making-scenes-tab-aware/SKILL.md",[719,720,722,724],{"path":595,"priority":278},{"path":721,"priority":598},"references/audit-commands.md",{"path":723,"priority":598},"references/migration-checklist.md",{"path":725,"priority":598},"references/repo-patterns.md",{"basePath":727,"description":728,"displayName":729,"installMethods":730,"rationale":731,"selectedPaths":732,"source":279,"sourceLanguage":17,"type":601},".agents/skills/modifying-taxonomic-filter","Guides safe modification of the TaxonomicFilter — PostHog's multi-tab picker for events, actions, properties, cohorts, and more. Front-loads the empirical product reality (what users actually pick and search for) so changes can be judged against real behavior, not architectural taste. Use when adding features, fixing bugs, or refactoring TaxonomicFilter.","modifying-taxonomic-filter",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/modifying-taxonomic-filter/SKILL.md",[733,734,736,738,740,742],{"path":595,"priority":278},{"path":735,"priority":598},"references/architecture.md",{"path":737,"priority":598},"references/call-sites-and-blast-radius.md",{"path":739,"priority":598},"references/common-pitfalls.md",{"path":741,"priority":598},"references/refreshing-product-reality.md",{"path":743,"priority":598},"references/testing-patterns.md",{"basePath":745,"description":746,"displayName":747,"installMethods":748,"rationale":749,"selectedPaths":750,"source":279,"sourceLanguage":17,"type":601},".agents/skills/monitoring-capture-service","Guide for using the Grafana MCP to monitor and diagnose the capture service (rust/capture) in production. Use when investigating latency, event loss, Kafka backpressure, Redis issues, rate limiting, Envoy proxy issues, or any capture health question. Covers prod-us and prod-eu environments.\n","monitoring-capture-service",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/monitoring-capture-service/SKILL.md",[751,752],{"path":595,"priority":278},{"path":753,"priority":598},"references/investigation-playbooks.md",{"basePath":755,"description":756,"displayName":757,"installMethods":758,"rationale":759,"selectedPaths":760,"source":279,"sourceLanguage":17,"type":601},".agents/skills/monitoring-ingestion-pipeline","Guide for using the Grafana MCP to monitor and diagnose the Node.js ingestion pipeline workers in production. Use when investigating event lag, drops, pipeline errors, person/group processing, Kafka consumer health, Redis, Postgres, ClickHouse downstream health, or any ingestion worker question. Covers prod-us and prod-eu environments.\n","monitoring-ingestion-pipeline",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/monitoring-ingestion-pipeline/SKILL.md",[761,762],{"path":595,"priority":278},{"path":753,"priority":598},{"basePath":764,"description":765,"displayName":766,"installMethods":767,"rationale":768,"selectedPaths":769,"source":279,"sourceLanguage":17,"type":601},".agents/skills/playwright-test","Write a playwright test, make sure it runs, and is not flaky.","playwright-test",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/playwright-test/SKILL.md",[770],{"path":595,"priority":278},{"basePath":772,"description":773,"displayName":774,"installMethods":775,"rationale":776,"selectedPaths":777,"source":279,"sourceLanguage":17,"type":601},".agents/skills/qa-team","Multi-agent QA review team for code changes. This skill should be used when the user asks to \"review my code\", \"run QA\", \"qa-team\", \"review this branch\", \"code review\", \"check my changes\", or wants a comprehensive multi-perspective code review of the current branch's changes. Spawns parallel specialist agents (security, database, reliability, compatibility, data integrity, performance, frontend, copy) that independently review the diff and produce a converged report. Also includes two generalist reviewers for convergence validation.\n","qa-team",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/qa-team/SKILL.md",[778,779,781],{"path":595,"priority":278},{"path":780,"priority":598},"references/incident-patterns.md",{"path":782,"priority":598},"references/personas.md",{"basePath":784,"description":785,"displayName":786,"installMethods":787,"rationale":788,"selectedPaths":789,"source":279,"sourceLanguage":17,"type":601},".agents/skills/query-clickhouse-via-metabase","Run ClickHouse `system.query_log` analysis via the internal Metabase API. Use when investigating slow queries, materialization candidates, per-team query performance, ClickHouse cost or memory issues, or any system.query_log question. Covers prod-us and prod-eu, SSO-gated cookie auth via `hogli`, and ready-to-run query patterns.\n","query-clickhouse-via-metabase",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/query-clickhouse-via-metabase/SKILL.md",[790],{"path":595,"priority":278},{"basePath":792,"description":793,"displayName":794,"installMethods":795,"rationale":796,"selectedPaths":797,"source":279,"sourceLanguage":17,"type":601},".agents/skills/react-doctor","Diagnose and fix React codebase health issues. Use when reviewing React code, fixing performance problems, auditing security, or improving code quality.","react-doctor",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/react-doctor/SKILL.md",[798],{"path":595,"priority":278},{"basePath":800,"description":801,"displayName":802,"installMethods":803,"rationale":804,"selectedPaths":805,"source":279,"sourceLanguage":17,"type":601},".agents/skills/scene-menu-bar","Conventions for adding or editing the SceneMenuBar above a scene's \u003CSceneTitleSection>. Use when adding new menu items, moving items between menus, gating behind feature flags, building a new scene's menubar, or wiring rich inputs (tags, combobox) into the bar.","scene-menu-bar",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/scene-menu-bar/SKILL.md",[806],{"path":595,"priority":278},{"basePath":808,"description":809,"displayName":810,"installMethods":811,"rationale":812,"selectedPaths":813,"source":279,"sourceLanguage":17,"type":601},".agents/skills/sending-notifications","How to send real-time in-app notifications from PostHog backend code. Use when integrating notifications into a new feature, wiring up a notification source (alerts, comments, approvals, pipelines, issues), or choosing the right target type and priority for a notification.","sending-notifications",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/sending-notifications/SKILL.md",[814],{"path":595,"priority":278},{"basePath":816,"description":817,"displayName":818,"installMethods":819,"rationale":820,"selectedPaths":821,"source":279,"sourceLanguage":17,"type":601},".agents/skills/setup-web-tests","Set up Python test environment in Claude Code for web where flox is unavailable. Use when you need to run backend tests and `uv sync` fails due to Python version mismatch.","setup-web-tests",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/setup-web-tests/SKILL.md",[822],{"path":595,"priority":278},{"basePath":824,"description":825,"displayName":826,"installMethods":827,"rationale":828,"selectedPaths":829,"source":279,"sourceLanguage":17,"type":601},".agents/skills/survey-sdk-audit","Audit PostHog survey SDK features and version requirements","survey-sdk-audit",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/survey-sdk-audit/SKILL.md",[830],{"path":595,"priority":278},{"basePath":832,"description":833,"displayName":834,"installMethods":835,"rationale":836,"selectedPaths":837,"source":279,"sourceLanguage":17,"type":601},".agents/skills/using-kea-disposables","Use when adding timers (`setInterval`, `setTimeout`), event listeners (`window.addEventListener`, `document.addEventListener`, `MediaQueryList.addEventListener`), or any other resource that needs cleanup inside a kea logic. Every logic has `cache.disposables.add(setup, key?, options?)` and `cache.disposables.dispose(key)` available via the globally registered `disposablesPlugin` (`frontend/src/kea-disposables.ts`). Replaces the bare `cache.foo = setInterval(...)` + `beforeUnmount: clearInterval(cache.foo)` pattern and auto-pauses background work when the tab is hidden.","using-kea-disposables",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/using-kea-disposables/SKILL.md",[838],{"path":595,"priority":278},{"basePath":840,"description":841,"displayName":842,"installMethods":843,"rationale":844,"selectedPaths":845,"source":279,"sourceLanguage":17,"type":601},".agents/skills/writing-skills","Guide for writing PostHog agent skills — job-to-be-done templates that teach agents how to use MCP tools to achieve a goal. Use when adding new product functionality that agents should know how to work with, creating a new skill, or updating existing skills in products/*/skills/.","writing-skills",{"claudeCode":591},"SKILL.md frontmatter at .agents/skills/writing-skills/SKILL.md",[846],{"path":595,"priority":278},{"basePath":848,"description":849,"displayName":850,"installMethods":851,"rationale":852,"selectedPaths":853,"source":279,"sourceLanguage":17,"type":601},"products/data_warehouse/skills/auditing-warehouse-data-health","Audit the health of a PostHog project's data warehouse — find every broken or degraded pipeline item across sources, sync schemas, materialized views, batch exports, and transformations. Use when the user asks \"what's broken in my warehouse?\", \"give me a health check\", \"audit my data pipeline\", \"why are some dashboards stale?\", or wants a one-shot triage summary before deciding where to spend time. Produces a prioritized report of issues grouped by severity and type, with recommended next steps.\n","auditing-warehouse-data-health",{"claudeCode":591},"SKILL.md frontmatter at products/data_warehouse/skills/auditing-warehouse-data-health/SKILL.md",[854],{"path":595,"priority":278},{"basePath":856,"description":857,"displayName":858,"installMethods":859,"rationale":860,"selectedPaths":861,"source":279,"sourceLanguage":17,"type":601},"products/data_warehouse/skills/diagnosing-failed-warehouse-syncs","Diagnose why a data warehouse sync is failing and recommend the right recovery action. Use when the user asks \"why isn't my Stripe/Postgres/Hubspot sync working?\", \"this table has been stuck for hours\", \"the data in the warehouse looks wrong\", or wants to troubleshoot a specific source or schema. Covers source-level vs schema-level failures, stuck Running states, credential and schema-drift errors, incremental-field misconfig, CDC prerequisite failures, and the cancel / reload / resync / delete-data recovery actions.\n","diagnosing-failed-warehouse-syncs",{"claudeCode":591},"SKILL.md frontmatter at products/data_warehouse/skills/diagnosing-failed-warehouse-syncs/SKILL.md",[862],{"path":595,"priority":278},{"basePath":864,"description":865,"displayName":866,"installMethods":867,"rationale":868,"selectedPaths":869,"source":279,"sourceLanguage":17,"type":601},"products/data_warehouse/skills/setting-up-a-data-warehouse-source","Guide the user through connecting a new data warehouse source — Postgres, MySQL, Stripe, Hubspot, MongoDB, Salesforce, BigQuery, Snowflake, and so on. Use when the user wants to \"connect Stripe\", \"import data from Postgres\", \"add a new data source\", \"sync my warehouse tables\", or wants to pick sync methods for each table. Walks through source-type discovery, credential validation, table discovery, per-table sync_type selection, and the final create call. Also covers picking a good prefix and what to do right after creation.\n","setting-up-a-data-warehouse-source",{"claudeCode":591},"SKILL.md frontmatter at products/data_warehouse/skills/setting-up-a-data-warehouse-source/SKILL.md",[870,871],{"path":595,"priority":278},{"path":872,"priority":598},"references/sync-types.md",{"basePath":874,"description":875,"displayName":876,"installMethods":877,"rationale":878,"selectedPaths":879,"source":279,"sourceLanguage":17,"type":601},"products/data_warehouse/skills/suggesting-data-imports","Use when the user asks about revenue, payments, subscriptions, billing, CRM deals, support tickets, production database tables, or other data that PostHog does not collect natively. Also use when a query fails because a table does not exist or returns no results for expected external data. The data warehouse can import from SaaS tools (Stripe, Hubspot, etc.), production databases (Postgres, MySQL, BigQuery, Snowflake), and other arbitrary data sources. Covers checking existing sources, identifying the right source type, and guiding the setup.","suggesting-data-imports",{"claudeCode":591},"SKILL.md frontmatter at products/data_warehouse/skills/suggesting-data-imports/SKILL.md",[880],{"path":595,"priority":278},{"basePath":882,"description":883,"displayName":884,"installMethods":885,"rationale":886,"selectedPaths":887,"source":279,"sourceLanguage":17,"type":601},"products/data_warehouse/skills/tuning-incremental-sync-config","Change the sync configuration of an existing data warehouse schema — switch sync_type, pick a different incremental_field, set primary_key_columns, choose cdc_table_mode, or change sync_frequency. Use when the user asks \"switch my orders table from full refresh to incremental\", \"this table is syncing too slowly / too frequently\", \"I need to pick a different incremental column\", \"set up CDC for this Postgres table\", or when diagnosis of a failing sync pointed to an incremental-field or PK misconfiguration.\n","tuning-incremental-sync-config",{"claudeCode":591},"SKILL.md frontmatter at products/data_warehouse/skills/tuning-incremental-sync-config/SKILL.md",[888],{"path":595,"priority":278},{"basePath":890,"description":891,"displayName":892,"installMethods":893,"rationale":894,"selectedPaths":895,"source":279,"sourceLanguage":17,"type":601},"products/experiments/skills/analyzing-experiment-session-replays","Analyze session replay patterns across experiment variants to understand user behavior differences. Use when the user wants to see how users interact with different experiment variants, identify usability issues, compare behavior patterns between control and test groups, or get qualitative insights to complement quantitative experiment results.","analyzing-experiment-session-replays",{"claudeCode":591},"SKILL.md frontmatter at products/experiments/skills/analyzing-experiment-session-replays/SKILL.md",[896],{"path":595,"priority":278},{"basePath":898,"description":899,"displayName":900,"installMethods":901,"rationale":902,"selectedPaths":903,"source":279,"sourceLanguage":17,"type":601},"products/experiments/skills/configuring-experiment-analytics","Configures the analytics side of a PostHog experiment — exposure criteria (default `$feature_flag_called` vs custom exposure events), primary and secondary metrics, the supported metric types (count, sum, ratio with `math` and `math_property`, retention with `retention_window_start` and `start_handling`), multivariate user handling (\"Exclude\" vs \"First seen variant\"), and how to read results once the experiment is live. Use when the user adds or edits a primary or secondary metric (e.g. \"add a secondary metric tracking 'downloaded_file' per user\"), sets up a ratio metric (e.g. \"revenue from purchase_completed / pageviews\"), sets up a retention metric (e.g. \"$pageview → uploaded_file, 7-day window\"), configures custom exposure (e.g. \"only count users who hit /checkout\"), changes multivariate handling, or asks \"who is in the analysis?\", \"how do I measure impact?\", \"is this winning?\", \"what's the confidence level?\", or \"should I ship?\".","configuring-experiment-analytics",{"claudeCode":591},"SKILL.md frontmatter at products/experiments/skills/configuring-experiment-analytics/SKILL.md",[904,905,907],{"path":595,"priority":278},{"path":906,"priority":598},"references/interpreting-results.md",{"path":908,"priority":598},"references/metric-configuration.md",{"basePath":910,"description":911,"displayName":912,"installMethods":913,"rationale":914,"selectedPaths":915,"source":279,"sourceLanguage":17,"type":601},"products/experiments/skills/configuring-experiment-rollout","Configures the rollout shape of a PostHog experiment — the variant split (50/50, 80/20, A/B/C ratios), the overall rollout percentage that gates how many users enter the experiment, and the disambiguation when a percentage like \"roll out to 25%\" could mean either. Use when the user mentions a rollout percentage, variant split, or traffic distribution; gives a ratio like 60/40, 70/30, or 80/20; asks \"who sees the test variant?\"; wants to increase, decrease, or change the rollout or split on a draft or running experiment; weighs equal vs uneven splits; or proposes a mid-experiment split change (often an anti-pattern that needs reset or end-and-restart).","configuring-experiment-rollout",{"claudeCode":591},"SKILL.md frontmatter at products/experiments/skills/configuring-experiment-rollout/SKILL.md",[916,917],{"path":595,"priority":278},{"path":918,"priority":598},"references/changing-distribution-after-launch.md",{"basePath":920,"description":921,"displayName":922,"installMethods":923,"rationale":924,"selectedPaths":925,"source":279,"sourceLanguage":17,"type":601},"products/experiments/skills/creating-experiments","Guides agents through the 3-step experiment creation flow: defining the hypothesis, configuring rollout, and setting up analytics. Delegates rollout decisions to configuring-experiment-rollout and metric setup to configuring-experiment-analytics.\nTRIGGER when: user asks to create a new experiment or A/B test, OR when you are about to call experiment-create.\nDO NOT TRIGGER when: user is updating an existing experiment, managing lifecycle, or only browsing experiments.","creating-experiments",{"claudeCode":591},"SKILL.md frontmatter at products/experiments/skills/creating-experiments/SKILL.md",[926],{"path":595,"priority":278},{"basePath":928,"description":929,"displayName":930,"installMethods":931,"rationale":932,"selectedPaths":933,"source":279,"sourceLanguage":17,"type":601},"products/experiments/skills/finding-experiments","Resolves a PostHog experiment reference from natural language to a concrete experiment ID by browsing `experiment-list` (not feature-flag tools), with disambiguation when multiple experiments match. Use when the user names or quotes an experiment (\"split test demo\", \"the File engagement boost experiment\", \"onboarding retention test\", \"landing page hero experiment\", \"pricing experiment\"), describes it loosely (\"the signup experiment\", \"my pricing test\", \"the one with the new checkout\"), uses a relative reference (\"latest\", \"most recent\", \"the one I created yesterday\"), filters by status (running, draft, stopped, archived), or otherwise refers to an experiment by anything other than its concrete ID.","finding-experiments",{"claudeCode":591},"SKILL.md frontmatter at products/experiments/skills/finding-experiments/SKILL.md",[934],{"path":595,"priority":278},{"basePath":936,"description":937,"displayName":938,"installMethods":939,"rationale":940,"selectedPaths":941,"source":279,"sourceLanguage":17,"type":601},"products/experiments/skills/managing-experiment-lifecycle","Guides experiment state transitions: launching, pausing, resuming, ending, shipping variants, archiving, resetting, and duplicating. Covers preconditions, implications for variant assignment and analysis, and the decision framework for when to use each action.\nTRIGGER when: user asks to launch, pause, resume, end, ship, archive, reset, or duplicate an experiment.\nDO NOT TRIGGER when: user is creating an experiment (use creating-experiments), configuring rollout (use configuring-experiment-rollout), or setting up metrics (use configuring-experiment-analytics).","managing-experiment-lifecycle",{"claudeCode":591},"SKILL.md frontmatter at products/experiments/skills/managing-experiment-lifecycle/SKILL.md",[942],{"path":595,"priority":278},{"basePath":944,"description":945,"displayName":946,"installMethods":947,"rationale":948,"selectedPaths":949,"source":279,"sourceLanguage":17,"type":601},"products/feature_flags/skills/cleaning-up-stale-feature-flags","Identify and clean up stale feature flags in a PostHog project. Use when the user wants to find unused, fully rolled out, or abandoned feature flags, review them for safety, and then disable or delete them. Covers staleness detection, dependency checking, and safe removal workflows.","cleaning-up-stale-feature-flags",{"claudeCode":591},"SKILL.md frontmatter at products/feature_flags/skills/cleaning-up-stale-feature-flags/SKILL.md",[950],{"path":595,"priority":278},{"basePath":952,"description":953,"displayName":954,"installMethods":955,"rationale":956,"selectedPaths":957,"source":279,"sourceLanguage":17,"type":601},"products/feature_flags/skills/copying-flags-across-projects","Copy a feature flag from one PostHog project to one or more target projects in the same organization. Use when the user wants to duplicate a flag, promote a flag from staging to production, sync flags across projects, or replicate a flag configuration in a different workspace. Covers cohort remapping, scheduled-change handling, encrypted payloads, and the safe defaults (disabled in target, no scheduled changes).","copying-flags-across-projects",{"claudeCode":591},"SKILL.md frontmatter at products/feature_flags/skills/copying-flags-across-projects/SKILL.md",[958],{"path":595,"priority":278},{"basePath":960,"description":961,"displayName":962,"installMethods":963,"rationale":964,"selectedPaths":965,"source":279,"sourceLanguage":17,"type":601},"products/growth/skills/diagnosing-sdk-health","Diagnoses the health of a project's PostHog SDK integrations — which SDKs are up to date, which are outdated, and what to do about it. Use when a user asks about PostHog SDK versions, outdated SDKs, upgrade recommendations, \"SDK health\", \"SDK doctor\", or when events or features seem off and it might be due to using an old SDK.\n","diagnosing-sdk-health",{"claudeCode":591},"SKILL.md frontmatter at products/growth/skills/diagnosing-sdk-health/SKILL.md",[966],{"path":595,"priority":278},{"basePath":968,"description":969,"displayName":970,"installMethods":971,"rationale":972,"selectedPaths":973,"source":279,"sourceLanguage":17,"type":601},"products/llm_analytics/skills/exploring-llm-clusters","Investigate LLM analytics clusters — understand usage patterns in AI/LLM traffic, compare cluster behavior, compute cost/latency metrics, and drill into individual traces within clusters.","exploring-llm-clusters",{"claudeCode":591},"SKILL.md frontmatter at products/llm_analytics/skills/exploring-llm-clusters/SKILL.md",[974,975],{"path":595,"priority":278},{"path":976,"priority":977},"scripts/print_clusters.py","low",{"basePath":979,"description":980,"displayName":981,"installMethods":982,"rationale":983,"selectedPaths":984,"source":279,"sourceLanguage":17,"type":601},"products/llm_analytics/skills/exploring-llm-costs","Investigate LLM spend in PostHog — total cost over time, cost by model, provider, user, trace, or custom dimension, token and cache-hit economics, and cost regressions. Use when the user asks \"how much are we spending on LLMs?\", \"which model / user / feature is most expensive?\", \"why did cost spike?\", wants to build a cost dashboard or alert, or pastes a trace URL and asks about its cost.\n","exploring-llm-costs",{"claudeCode":591},"SKILL.md frontmatter at products/llm_analytics/skills/exploring-llm-costs/SKILL.md",[985,986,988,990,992,994,996],{"path":595,"priority":278},{"path":987,"priority":598},"references/breakdown-patterns.md",{"path":989,"priority":598},"references/cache-accounting.md",{"path":991,"priority":598},"references/cost-properties.md",{"path":993,"priority":598},"references/cost-sources.md",{"path":995,"priority":598},"references/materializing.md",{"path":997,"priority":598},"references/regression-debugging.md",{"basePath":999,"description":1000,"displayName":1001,"installMethods":1002,"rationale":1003,"selectedPaths":1004,"source":279,"sourceLanguage":17,"type":601},"products/llm_analytics/skills/exploring-llm-evaluations","Investigate LLM analytics evaluations of both types — `hog` (deterministic code-based) and `llm_judge` (LLM-prompt-based). Find existing evaluations, inspect their configuration, run them against specific generations, query individual pass/fail results, and generate AI-powered summaries of patterns across many runs. Use when the user asks to debug why an evaluation is failing, surface common failure modes, compare results across filters, dry-run a Hog evaluator, prototype a new LLM-judge prompt, or manage the evaluation lifecycle (create, update, enable/disable, delete).\n","exploring-llm-evaluations",{"claudeCode":591},"SKILL.md frontmatter at products/llm_analytics/skills/exploring-llm-evaluations/SKILL.md",[1005],{"path":595,"priority":278},{"basePath":1007,"description":1008,"displayName":1009,"installMethods":1010,"rationale":1011,"selectedPaths":1012,"source":279,"sourceLanguage":17,"type":601},"products/llm_analytics/skills/exploring-llm-traces","ABSOLUTE MUST to debug and inspect LLM/AI agent traces using PostHog's MCP tools. Use when the user pastes a trace or session URL (e.g. /llm-analytics/traces/\u003Cid> or /llm-analytics/sessions/\u003Cid>), asks to debug a trace, figure out what went wrong, check if an agent used a tool correctly, verify context/files were surfaced, inspect subagent behavior, investigate LLM decisions, or analyze token usage and costs.\n","exploring-llm-traces",{"claudeCode":591},"SKILL.md frontmatter at products/llm_analytics/skills/exploring-llm-traces/SKILL.md",[1013,1014,1016,1018,1020,1022,1024,1026,1028,1030],{"path":595,"priority":278},{"path":1015,"priority":598},"references/events-and-properties.md",{"path":1017,"priority":598},"references/example-llm-trace.md.j2",{"path":1019,"priority":598},"references/example-llm-traces-list.md",{"path":1021,"priority":977},"scripts/extract_conversation.py",{"path":1023,"priority":977},"scripts/extract_span.py",{"path":1025,"priority":977},"scripts/print_summary.py",{"path":1027,"priority":977},"scripts/print_timeline.py",{"path":1029,"priority":977},"scripts/search_traces.py",{"path":1031,"priority":977},"scripts/show_structure.py",{"basePath":1033,"description":1034,"displayName":1035,"installMethods":1036,"rationale":1037,"selectedPaths":1038,"source":279,"sourceLanguage":17,"type":601},"products/llm_analytics/skills/feature-usage-feed","Set up an LLM-judge evaluation that extracts canonical use cases for a PostHog feature at scale and streams the results to a Slack channel as a live feed. Use when someone wants to understand how users are actually using a specific AI/LLM-powered feature in production — what they're investigating, what questions they're trying to answer, and what patterns surface — without manually reading hundreds of traces. Assumes the feature emits `$ai_generation` and `$ai_evaluation` events with `$session_id` linkage to the trigger user's recording (the standard setup post the session-summary linkage PRs).\n","feature-usage-feed",{"claudeCode":591},"SKILL.md frontmatter at products/llm_analytics/skills/feature-usage-feed/SKILL.md",[1039],{"path":595,"priority":278},{"basePath":1041,"description":1042,"displayName":1043,"installMethods":1044,"rationale":1045,"selectedPaths":1046,"source":279,"sourceLanguage":17,"type":601},"products/llm_analytics/skills/skills-store","Discover and use shared team skills stored in PostHog. Use when the user asks to list, browse, load, or manage \"shared skills\", \"team skills\", or references the \"skills store\" / \"skill store\".","skills-store",{"claudeCode":591},"SKILL.md frontmatter at products/llm_analytics/skills/skills-store/SKILL.md",[1047],{"path":595,"priority":278},{"basePath":1049,"description":1050,"displayName":1051,"installMethods":1052,"rationale":1053,"selectedPaths":1054,"source":279,"sourceLanguage":17,"type":601},"products/llm_analytics/skills/working-with-skills","Best practices for agents managing PostHog skills via the MCP `llma-skill-*` tools — how to discover, read, create, update, and refactor skills efficiently, especially large skills with many bundled files. Use whenever you are about to call any `llma-skill-*` tool, asked to author or edit a shared skill, or troubleshoot why a skill write was rejected. Pairs with `skills-store` (which covers the raw tool surface) by adding the decision-tree, efficiency, and pitfall guidance.","working-with-skills",{"claudeCode":591},"SKILL.md frontmatter at products/llm_analytics/skills/working-with-skills/SKILL.md",[1055],{"path":595,"priority":278},{"basePath":1057,"description":1058,"displayName":1059,"installMethods":1060,"rationale":1061,"selectedPaths":1062,"source":279,"sourceLanguage":17,"type":601},"products/logs/skills/authoring-log-alerts","Author useful, low-noise log alerts on services in a PostHog project. Use when the user asks to set up alerts for their logs, suggest alerts they should add, or evaluate whether a service is worth monitoring. Covers service triage, baseline characterisation, threshold drafting, back-testing via simulate, and shipping with a notification destination.\n","authoring-log-alerts",{"claudeCode":591},"SKILL.md frontmatter at products/logs/skills/authoring-log-alerts/SKILL.md",[1063,1064,1066,1068],{"path":595,"priority":278},{"path":1065,"priority":598},"references/threshold-defaults.md",{"path":1067,"priority":598},"references/volume-floor-alerts.md",{"path":1069,"priority":977},"scripts/baseline_stats.py",{"basePath":1071,"description":1072,"displayName":1073,"installMethods":1074,"rationale":1075,"selectedPaths":1076,"source":279,"sourceLanguage":17,"type":601},"products/posthog_ai/skills/auditing-experiments-flags","Audit PostHog experiments and feature flags for configuration issues, staleness, and best-practice violations. Read when the user asks to audit, health-check, or review experiments or feature flags, check flag hygiene, or verify experiment setup.","auditing-experiments-flags",{"claudeCode":591},"SKILL.md frontmatter at products/posthog_ai/skills/auditing-experiments-flags/SKILL.md",[1077,1078,1080,1082,1084,1086],{"path":595,"priority":278},{"path":1079,"priority":598},"references/experiment-checks.md",{"path":1081,"priority":598},"references/finding-taxonomy.md",{"path":1083,"priority":598},"references/flag-checks.md.j2",{"path":1085,"priority":598},"references/remediation-actions.md",{"path":1087,"priority":598},"references/synthesis-patterns.md",{"basePath":1089,"description":1090,"displayName":1091,"installMethods":1092,"rationale":1093,"selectedPaths":1094,"source":279,"sourceLanguage":17,"type":601},"products/posthog_ai/skills/managing-subscriptions","Manage PostHog subscriptions — scheduled email, Slack, or webhook deliveries of insight or dashboard snapshots. Use when the user wants to subscribe to an insight or dashboard, check existing subscriptions, change delivery frequency, add or remove recipients, or stop receiving updates.","managing-subscriptions",{"claudeCode":591},"SKILL.md frontmatter at products/posthog_ai/skills/managing-subscriptions/SKILL.md",[1095],{"path":595,"priority":278},{"basePath":1097,"description":1098,"displayName":1099,"installMethods":1100,"rationale":1101,"selectedPaths":1102,"source":279,"sourceLanguage":17,"type":601},"products/posthog_ai/skills/querying-posthog-data","Required reading before writing any HogQL/SQL or calling execute-sql against PostHog. Use whenever the user wants to search, find, or do complex aggregations PostHog entities (insights, dashboards, cohorts, feature flags, experiments, surveys, hog flows, data warehouse, persons, etc.) and query analytics data (trends, funnels, retention, lifecycle, paths, stickiness, web analytics, error tracking, logs, sessions, LLM traces). Covers HogQL syntax differences from ClickHouse SQL, system table schemas (system.*), available functions, query examples, and the schema-discovery workflow.","querying-posthog-data",{"claudeCode":591},"SKILL.md frontmatter at products/posthog_ai/skills/querying-posthog-data/SKILL.md",[1103,1104,1106,1108,1110,1112,1114,1116,1117,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202],{"path":595,"priority":278},{"path":1105,"priority":598},"references/available-functions.md.j2",{"path":1107,"priority":598},"references/example-error-tracking.md.j2",{"path":1109,"priority":598},"references/example-event-taxonomy.md.j2",{"path":1111,"priority":598},"references/example-funnel-breakdown.md.j2",{"path":1113,"priority":598},"references/example-funnel-trends.md.j2",{"path":1115,"priority":598},"references/example-lifecycle.md.j2",{"path":1017,"priority":598},{"path":1019,"priority":598},{"path":1119,"priority":598},"references/example-logs.md.j2",{"path":1121,"priority":598},"references/example-paths.md.j2",{"path":1123,"priority":598},"references/example-person-property-taxonomy.md.j2",{"path":1125,"priority":598},"references/example-retention.md.j2",{"path":1127,"priority":598},"references/example-session-replay.md.j2",{"path":1129,"priority":598},"references/example-sessions.md.j2",{"path":1131,"priority":598},"references/example-stickiness.md.j2",{"path":1133,"priority":598},"references/example-team-taxonomy.md.j2",{"path":1135,"priority":598},"references/example-trends-breakdowns.md.j2",{"path":1137,"priority":598},"references/example-trends-unique-users.md.j2",{"path":1139,"priority":598},"references/example-web-overview.md.j2",{"path":1141,"priority":598},"references/example-web-path-stats.md.j2",{"path":1143,"priority":598},"references/example-web-traffic-by-device-type.md.j2",{"path":1145,"priority":598},"references/example-web-traffic-channels.md.j2",{"path":1147,"priority":598},"references/guidelines.md",{"path":1149,"priority":598},"references/hogql-extensions.md",{"path":1151,"priority":598},"references/models-actions.md",{"path":1153,"priority":598},"references/models-activity-logs.md",{"path":1155,"priority":598},"references/models-alerts.md",{"path":1157,"priority":598},"references/models-annotations.md",{"path":1159,"priority":598},"references/models-batch-exports.md",{"path":1161,"priority":598},"references/models-cohorts.md",{"path":1163,"priority":598},"references/models-dashboards-insights.md",{"path":1165,"priority":598},"references/models-data-warehouse.md",{"path":1167,"priority":598},"references/models-early-access-features.md",{"path":1169,"priority":598},"references/models-endpoints.md",{"path":1171,"priority":598},"references/models-error-tracking.md",{"path":1173,"priority":598},"references/models-flags-experiments.md",{"path":1175,"priority":598},"references/models-hog-flows.md",{"path":1177,"priority":598},"references/models-hog-functions.md",{"path":1179,"priority":598},"references/models-integrations.md",{"path":1181,"priority":598},"references/models-llm-analytics-reviews.md",{"path":1183,"priority":598},"references/models-logs.md",{"path":1185,"priority":598},"references/models-notebooks.md",{"path":1187,"priority":598},"references/models-session-recording-playlists.md",{"path":1189,"priority":598},"references/models-session-recordings.md",{"path":1191,"priority":598},"references/models-support-tickets.md",{"path":1193,"priority":598},"references/models-surveys.md",{"path":1195,"priority":598},"references/models-usage-metrics.md",{"path":1197,"priority":598},"references/models-variables.md",{"path":1199,"priority":598},"references/person-property-modes.md",{"path":1201,"priority":598},"references/taxonomy-dynamic-properties.md",{"path":1203,"priority":598},"references/taxonomy-skipped-events.md",{"basePath":1205,"description":1206,"displayName":1207,"installMethods":1208,"rationale":1209,"selectedPaths":1210,"source":279,"sourceLanguage":17,"type":601},"products/product_analytics/skills/exploring-autocapture-events","Guides exploration of $autocapture events captured by posthog-js to understand user interactions, find CSS selectors (especially data-attr attributes), evaluate selector uniqueness, query matching clicks ad-hoc, and create actions. Use when the user asks about autocapture data, wants to find what users are clicking, needs to build actions from click events, asks about elements_chain, wants to build a trend or funnel filtered by clicks or other autocapture interactions, asks which properties autocapture sends, or asks how to filter $autocapture events. Only applies to projects using posthog-js autocapture.\n","exploring-autocapture-events",{"claudeCode":591},"SKILL.md frontmatter at products/product_analytics/skills/exploring-autocapture-events/SKILL.md",[1211,1212,1214],{"path":595,"priority":278},{"path":1213,"priority":598},"references/elements-chain-format.md",{"path":1215,"priority":598},"references/example-queries.md",{"basePath":1217,"description":1218,"displayName":1219,"installMethods":1220,"rationale":1221,"selectedPaths":1222,"source":279,"sourceLanguage":17,"type":601},"products/product_analytics/skills/investigate-metric","Diagnose why a product metric changed (dropped, spiked, or plateaued) by orchestrating breakdowns, actors, paths, lifecycle, retention, and annotations queries. Use when the user reports an anomaly, asks \"why did X change?\", or needs root-cause analysis for a trend, funnel, retention, stickiness, or lifecycle metric.\n","investigate-metric",{"claudeCode":591},"SKILL.md frontmatter at products/product_analytics/skills/investigate-metric/SKILL.md",[1223,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244],{"path":595,"priority":278},{"path":1225,"priority":598},"references/box-plot-playbook.md",{"path":1227,"priority":598},"references/common-causes.md",{"path":1229,"priority":598},"references/funnel-playbook.md",{"path":1231,"priority":598},"references/lifecycle-playbook.md",{"path":1233,"priority":598},"references/paths-playbook.md",{"path":1235,"priority":598},"references/retention-playbook.md",{"path":1237,"priority":598},"references/shared-patterns.md",{"path":1239,"priority":598},"references/stickiness-playbook.md",{"path":1241,"priority":598},"references/trend-playbook.md",{"path":1243,"priority":977},"scripts/breakdown_attribution.py",{"path":1245,"priority":977},"scripts/compare_to_prior_periods.py",{"basePath":1247,"description":1248,"displayName":1249,"installMethods":1250,"rationale":1251,"selectedPaths":1252,"source":279,"sourceLanguage":17,"type":601},"products/query_performance_ai/sandboxed_autoresearch_agent/pi_plugin/skills/clickhouse-autoresearch-campaign","Run a ClickHouse query optimization campaign on one git branch using pi-autoresearch, dynamic lanes and hypotheses, baseline result capture, correctness checks, and stagnation-aware lane/campaign review.","clickhouse-autoresearch-campaign",{"claudeCode":591},"SKILL.md frontmatter at products/query_performance_ai/sandboxed_autoresearch_agent/pi_plugin/skills/clickhouse-autoresearch-campaign/SKILL.md",[1253,1254],{"path":595,"priority":278},{"path":1255,"priority":598},"orchestration.md",{"basePath":1257,"description":1258,"displayName":1259,"installMethods":1260,"rationale":1261,"selectedPaths":1262,"source":279,"sourceLanguage":17,"type":601},"products/replay/skills/debugging-local-replay","Debugs why session recordings aren't appearing in the local dev environment. Use when a developer reports that local replay ingestion isn't working, recordings aren't showing up despite /s calls, or the replay pipeline seems broken after hogli start. Covers the full local pipeline: SDK capture, Caddy proxy, capture-replay (Rust), Kafka, ingestion-sessionreplay (Node), recording-api (Node), SeaweedFS, and common failure modes like orphaned processes, stuck phrocs workers, and trigger misconfiguration.\n","debugging-local-replay",{"claudeCode":591},"SKILL.md frontmatter at products/replay/skills/debugging-local-replay/SKILL.md",[1263,1264],{"path":595,"priority":278},{"path":1265,"priority":598},"references/common-failures.md",{"basePath":1267,"description":1268,"displayName":1269,"installMethods":1270,"rationale":1271,"selectedPaths":1272,"source":279,"sourceLanguage":17,"type":601},"products/replay/skills/diagnosing-missing-recordings","Diagnoses why a session recording is missing or was not captured. Use when a user asks why a session has no replay, why recordings aren't appearing, or wants to troubleshoot session replay capture issues for a specific session ID or across their project. Covers SDK diagnostic signals, project settings, sampling, triggers, ad blockers, and quota/billing scenarios.\n","diagnosing-missing-recordings",{"claudeCode":591},"SKILL.md frontmatter at products/replay/skills/diagnosing-missing-recordings/SKILL.md",[1273,1274,1276,1278],{"path":595,"priority":278},{"path":1275,"priority":598},"references/diagnosis-logic.md",{"path":1277,"priority":598},"references/diagnostic-signals.md",{"path":1279,"priority":598},"references/examples.md",{"basePath":1281,"description":1282,"displayName":1283,"installMethods":1284,"rationale":1285,"selectedPaths":1286,"source":279,"sourceLanguage":17,"type":601},"products/replay/skills/finding-replay-for-issue","Finds the most informative session recording linked to an error tracking issue. Use when a user has an error tracking issue ID and wants to watch a replay showing what the user was doing when the error occurred. Ranks linked sessions by recency, activity score, and journey completeness, then summarizes the pre-error context. Replaces blind session picking from potentially hundreds of linked recordings.\n","finding-replay-for-issue",{"claudeCode":591},"SKILL.md frontmatter at products/replay/skills/finding-replay-for-issue/SKILL.md",[1287],{"path":595,"priority":278},{"basePath":1289,"description":1290,"displayName":1291,"installMethods":1292,"rationale":1293,"selectedPaths":1294,"source":279,"sourceLanguage":17,"type":601},"products/replay/skills/investigating-replay","Investigates a session recording by gathering metadata, person profile, same-session events, and linked error tracking issues in one pass. Use when a user provides a recording or session ID and wants to understand what happened — who the user was, what they did, what errors occurred, and whether there are related error tracking issues. Replaces the manual chain of session-recording-get, persons-retrieve, execute-sql, and query-error-tracking-issues-list.\n","investigating-replay",{"claudeCode":591},"SKILL.md frontmatter at products/replay/skills/investigating-replay/SKILL.md",[1295],{"path":595,"priority":278},{"basePath":1297,"description":1298,"displayName":1299,"installMethods":1300,"rationale":1301,"selectedPaths":1302,"source":279,"sourceLanguage":17,"type":601},"products/signals/skills/inbox-exploration","Explore PostHog's Inbox — the surface where signal reports surface as actionable issues and trends. Use when the user asks \"what's in my inbox?\", \"what should I look at?\", \"which reports are actionable?\", \"what's PostHog flagged recently?\", asks about a specific report by ID or title, or wants to see which signal sources are configured. Covers listing, filtering, and drilling into reports, plus pointers to the deeper `signals` skill when raw signals or semantic search are needed.\n","inbox-exploration",{"claudeCode":591},"SKILL.md frontmatter at products/signals/skills/inbox-exploration/SKILL.md",[1303],{"path":595,"priority":278},{"basePath":1305,"description":1306,"displayName":1307,"installMethods":1308,"rationale":1309,"selectedPaths":1310,"source":279,"sourceLanguage":17,"type":601},"products/signals/skills/signals","How to query the document_embeddings table for raw signal data using HogQL. Use when you need to perform semantic search over signals, fetch every signal that contributed to a specific report, or list signal types. For browsing the curated report layer (the Inbox) — listing reports, filtering by status/source, drilling into a single report by ID — use the `inbox-exploration` skill first; drop into this skill afterwards if the user wants the underlying observations.\n","signals",{"claudeCode":591},"SKILL.md frontmatter at products/signals/skills/signals/SKILL.md",[1311],{"path":595,"priority":278},{"basePath":1313,"description":1314,"displayName":1315,"installMethods":1316,"rationale":1317,"selectedPaths":1318,"source":279,"sourceLanguage":17,"type":601},"products/tracing/skills/exploring-apm-traces","Investigates distributed application performance using PostHog APM (OpenTelemetry span) data via MCP. Use when the user asks about service traces, slow HTTP/database spans, error spans, trace IDs, or span attributes — not LLM analytics traces or product logs. Uses posthog:query-apm-spans, posthog:apm-trace-get, posthog:apm-services-list, posthog:apm-attributes-list, and posthog:apm-attribute-values-list.\n","exploring-apm-traces",{"claudeCode":591},"SKILL.md frontmatter at products/tracing/skills/exploring-apm-traces/SKILL.md",[1319],{"path":595,"priority":278},{"basePath":1321,"description":1322,"displayName":1323,"installMethods":1324,"rationale":1325,"selectedPaths":1326,"source":279,"sourceLanguage":17,"type":601},"products/visual_review/skills/triaging-visual-review-runs","Inspects PostHog Visual Review (VR) runs that gate PR merges with screenshot regression checks. Use when the user mentions \"visual review\", \"VR\", \"snapshot diff\", \"screenshot test\", \"storybook regression\", \"playwright snapshot\", asks why a PR is blocked or what changed visually, wants to triage the VR backlog, decide whether a snapshot diff is real vs flaky, or check whether a story has been changing across runs. Also invoke when a PR has a failing `visual-review` status check, when a PR comment mentions \"Visual review\", or when the user is on a branch with an open VR run.\n","triaging-visual-review-runs",{"claudeCode":591},"SKILL.md frontmatter at products/visual_review/skills/triaging-visual-review-runs/SKILL.md",[1327],{"path":595,"priority":278},{"basePath":1329,"description":1330,"displayName":1331,"installMethods":1332,"rationale":1333,"selectedPaths":1334,"source":279,"sourceLanguage":17,"type":601},"products/web_analytics/skills/exploring-live-traffic","Inspects PostHog Web analytics Live tab data — current users online, last-30-minutes pageviews, top pages, referrers, devices, browsers, countries, bot traffic, and the per-minute bot/users charts. Use when the user asks \"who is on my site right now?\", \"what is happening live?\", \"what bots are crawling me?\", asks about the \"live tab\" / \"live dashboard\", wants live numbers (last 30 min), or wants help filtering or drilling into the live view. Also covers building product-analytics insights that mirror what the tiles show.","exploring-live-traffic",{"claudeCode":591},"SKILL.md frontmatter at products/web_analytics/skills/exploring-live-traffic/SKILL.md",[1335],{"path":595,"priority":278},{"basePath":1337,"description":1338,"displayName":1339,"installMethods":1340,"rationale":1341,"selectedPaths":1342,"source":279,"sourceLanguage":17,"type":601},"products/web_analytics/skills/managing-path-cleaning-rules","Inspects URL paths and proposes, tests, orders, and applies project-level path cleaning rules so dynamic segments (numeric IDs, UUIDs, slugs, dates) collapse into readable aliases. Use when the user says \"clean the paths\", \"normalize URLs\", \"group similar pages\", \"too many distinct paths\", \"/users/123 and /users/456 are the same page\", \"set up path cleaning\", or asks why a Web analytics or Paths breakdown is fragmented across thousands of nearly-identical URLs. Covers regex syntax (re2), alias placeholder convention, rule ordering, the test workflow, and applying rules via the project-settings-update MCP tool.","managing-path-cleaning-rules",{"claudeCode":591},"SKILL.md frontmatter at products/web_analytics/skills/managing-path-cleaning-rules/SKILL.md",[1343],{"path":595,"priority":278},{"basePath":1345,"description":1346,"displayName":1347,"installMethods":1348,"rationale":1349,"selectedPaths":1350,"source":279,"sourceLanguage":17,"type":601},"tools/traffic-sim/skills/check-posthog-loading","Inspect how the PostHog JavaScript SDK is loaded across a list of URLs. Use to confirm consistent installation across pages, find pages missing the snippet, detect mismatched API keys or hosts between pages, and verify the load method (head snippet vs deferred vs array.js).\n","check-posthog-loading",{"claudeCode":591},"SKILL.md frontmatter at tools/traffic-sim/skills/check-posthog-loading/SKILL.md",[1351],{"path":595,"priority":278},{"basePath":1353,"description":1354,"displayName":1355,"installMethods":1356,"rationale":1357,"selectedPaths":1358,"source":279,"sourceLanguage":17,"type":601},"tools/traffic-sim/skills/simulate-new-user","Send synthetic first-time-visitor traffic to a URL and confirm that PostHog $pageview events fire. Use when a customer wants to verify that anonymous visitor tracking works, after deploying instrumentation changes, or when debugging \"events not arriving\" reports.\n","simulate-new-user",{"claudeCode":591},"SKILL.md frontmatter at tools/traffic-sim/skills/simulate-new-user/SKILL.md",[1359],{"path":595,"priority":278},{"basePath":1361,"description":1362,"displayName":1363,"installMethods":1364,"rationale":1365,"selectedPaths":1366,"source":279,"sourceLanguage":17,"type":601},"tools/traffic-sim/skills/simulate-returning-user","Send synthetic single-session multi-page traffic to a URL and confirm PostHog $pageview events fire across page views. Use when verifying that cookies persist correctly, that the same distinct_id is reused across navigations, or when debugging session-stitching issues.\n","simulate-returning-user",{"claudeCode":591},"SKILL.md frontmatter at tools/traffic-sim/skills/simulate-returning-user/SKILL.md",[1367],{"path":595,"priority":278},{"basePath":1369,"description":1370,"displayName":1371,"installMethods":1372,"rationale":1373,"selectedPaths":1374,"source":279,"sourceLanguage":17,"type":601},"tools/traffic-sim/skills/verify-posthog-instrumentation","Use this skill to verify that PostHog instrumentation is firing correctly on a website. Drives a real browser at one or more URLs, observes which PostHog events actually arrive, and reports a pass/fail summary. Use after installing the PostHog SDK on a site, after a deploy that touches tracking code, or when events appear missing in the PostHog dashboard.\n","verify-posthog-instrumentation",{"claudeCode":591},"SKILL.md frontmatter at tools/traffic-sim/skills/verify-posthog-instrumentation/SKILL.md",[1375],{"path":595,"priority":278},{"basePath":1377,"displayName":1378,"installMethods":1379,"rationale":1380,"selectedPaths":1381,"source":279,"sourceLanguage":17,"type":254},"products/visual_review/cli","@posthog/visual-review-cli",{"npm":1378},"cli ecosystem detected at products/visual_review/cli",[1382,1384],{"path":1383,"priority":278},"package.json",{"path":1385,"priority":977},"src/index.ts",{"basePath":1387,"installMethods":1388,"rationale":1390,"selectedPaths":1391,"source":279,"sourceLanguage":17,"type":254},"bin/hobby-installer",{"go":1389},"github.com/posthog/posthog/bin/hobby-installer","cli ecosystem detected at bin/hobby-installer",[1392,1394,1396],{"path":1393,"priority":278},"go.mod",{"path":1395,"priority":278},"README.md",{"path":1397,"priority":598},"main.go",{"basePath":254,"installMethods":1399,"rationale":1401,"selectedPaths":1402,"source":279,"sourceLanguage":17,"type":254},{"cargo":1400},"posthog-cli","cli ecosystem detected at cli",[1403,1405,1406,1408],{"path":1404,"priority":278},"Cargo.toml",{"path":1395,"priority":278},{"path":1407,"priority":598},"src/main.rs",{"path":1409,"priority":977},"src/lib.rs",{"basePath":1411,"installMethods":1412,"rationale":1414,"selectedPaths":1415,"source":279,"sourceLanguage":17,"type":254},"funnel-udf",{"cargo":1413},"funnels","cli ecosystem detected at funnel-udf",[1416,1417,1418],{"path":1404,"priority":278},{"path":1395,"priority":278},{"path":1407,"priority":598},{"basePath":1420,"installMethods":1421,"rationale":1423,"selectedPaths":1424,"source":279,"sourceLanguage":17,"type":254},"livestream",{"go":1422},"github.com/posthog/posthog/livestream","cli ecosystem detected at livestream",[1425,1426,1427],{"path":1393,"priority":278},{"path":1395,"priority":278},{"path":1397,"priority":598},{"basePath":252,"installMethods":1429,"rationale":1430,"selectedPaths":1431,"source":279,"sourceLanguage":17,"type":254},{"cargo":12},"cli ecosystem detected at rust/batch-import-worker",[1432,1433,1434],{"path":1404,"priority":278},{"path":1407,"priority":598},{"path":1409,"priority":977},{"basePath":1436,"installMethods":1437,"rationale":1439,"selectedPaths":1440,"source":279,"sourceLanguage":17,"type":254},"rust/capture",{"cargo":1438},"capture","cli ecosystem detected at rust/capture",[1441,1442,1443],{"path":1404,"priority":278},{"path":1407,"priority":598},{"path":1409,"priority":977},{"basePath":1445,"installMethods":1446,"rationale":1448,"selectedPaths":1449,"source":279,"sourceLanguage":17,"type":254},"rust/capture-logs",{"cargo":1447},"capture-logs","cli ecosystem detected at rust/capture-logs",[1450,1451,1452,1453],{"path":1404,"priority":278},{"path":1395,"priority":278},{"path":1407,"priority":598},{"path":1409,"priority":977},{"basePath":1455,"installMethods":1456,"rationale":1458,"selectedPaths":1459,"source":279,"sourceLanguage":17,"type":254},"rust/common/hogvm",{"cargo":1457},"hogvm","cli ecosystem detected at rust/common/hogvm",[1460,1461],{"path":1404,"priority":278},{"path":1409,"priority":977},{"basePath":1463,"installMethods":1464,"rationale":1466,"selectedPaths":1467,"source":279,"sourceLanguage":17,"type":254},"rust/cyclotron-janitor",{"cargo":1465},"cyclotron-janitor","cli ecosystem detected at rust/cyclotron-janitor",[1468,1469,1470],{"path":1404,"priority":278},{"path":1407,"priority":598},{"path":1409,"priority":977},{"basePath":1472,"installMethods":1473,"rationale":1475,"selectedPaths":1476,"source":279,"sourceLanguage":17,"type":254},"rust/cymbal",{"cargo":1474},"cymbal","cli ecosystem detected at rust/cymbal",[1477,1478,1479,1480],{"path":1404,"priority":278},{"path":1395,"priority":278},{"path":1407,"priority":598},{"path":1409,"priority":977},{"basePath":1482,"installMethods":1483,"rationale":1485,"selectedPaths":1486,"source":279,"sourceLanguage":17,"type":254},"rust/embedding-worker",{"cargo":1484},"embedding-worker","cli ecosystem detected at rust/embedding-worker",[1487,1488,1489],{"path":1404,"priority":278},{"path":1407,"priority":598},{"path":1409,"priority":977},{"basePath":1491,"installMethods":1492,"rationale":1494,"selectedPaths":1495,"source":279,"sourceLanguage":17,"type":254},"rust/feature-flags",{"cargo":1493},"feature-flags","cli ecosystem detected at rust/feature-flags",[1496,1497,1498,1500,1501],{"path":1404,"priority":278},{"path":1395,"priority":278},{"path":1499,"priority":598},"src/bin/warm-flags-cache.rs",{"path":1407,"priority":598},{"path":1409,"priority":977},{"basePath":1503,"installMethods":1504,"rationale":1506,"selectedPaths":1507,"source":279,"sourceLanguage":17,"type":254},"rust/flags-consumer",{"cargo":1505},"flags-consumer","cli ecosystem detected at rust/flags-consumer",[1508,1509,1510],{"path":1404,"priority":278},{"path":1407,"priority":598},{"path":1409,"priority":977},{"basePath":1512,"installMethods":1513,"rationale":1515,"selectedPaths":1516,"source":279,"sourceLanguage":17,"type":254},"rust/hypercache-server",{"cargo":1514},"hypercache-server","cli ecosystem detected at 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