diff --git a/docs/research/index.md b/docs/research/index.md
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@@ -21,7 +21,7 @@ W3PN research branch fills the gap within the market knowledge + makes data free
 | Privacy grants market | _Allocation of the ongoing grant programs across the market._ | [link](https://docs.google.com/spreadsheets/d/1dN6bIWyOh01Dl-y1iZh-1TASZxKUefD098BUALcnUb8/edit?usp=sharing) |
 | Diversity in privacy market | _State of diversity within the privacy market: general cultural practices, actual issues, metrics._ | [link](https://medium.com/@Svyazniy/diversity-in-the-web3-privacy-market-outlook-1a7ccefc872) |
 | Privacy use-cases | _Basic DB of the privacy-centric use-cases._ | [DB](https://github.com/Msiusko/web3privacy/blob/main/Use-cases.md) |
-| Privacy use-cases ideation framework for devs | _Framework for facilitation privacy use-cases (privacy services modelling)_ | [Pagency](https://github.com/web3privacy/web3privacy/tree/main/Pagency) |
+| Privacy use-cases ideation framework for devs | _Pagency framework for facilitation privacy use-cases (privacy services modelling)_ | [link](https://github.com/web3privacy/web3privacy/tree/main/Pagency) |
 
 ## _Ongoing researches_
 1. Scoring model for privacy-services attestation: [link](https://github.com/web3privacy/explorer/blob/main/Research.md#scoring-model)