> For the complete documentation index, see [llms.txt](https://docs.soleer.xyz/soleerlabs/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.soleer.xyz/soleerlabs/soleer-architecture/integrations/soleer-+-mcp.md).

# Soleer + MCP

**Modular Compute Protocol (MCP)** is a decentralized infrastructure layer that allows projects to run off-chain or modular compute tasks (e.g., AI, data aggregation, analytics) using verifiable, trust-minimized compute providers.

<figure><img src="/files/jc8Q0Y7rrkmEtU3AZhOI" alt=""><figcaption><p>Soleer MCP integration roadmap</p></figcaption></figure>

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### 🚀 Integration Pathways for MCP into Soleer

#### 1. **AI-Powered Service Matching**

* **Use Case:** Soleer's AI engine recommends freelancers to clients based on profiles, previous work, and behavioral data.
* **With MCP:** Offload heavy compute tasks like real-time AI inference to decentralized MCP nodes, making it scalable and censorship-resistant.
* **Benefit:** Scales matching engine across global workloads without overloading on-chain logic or Soleer’s frontend infrastructure.

#### 2. **On-Chain Reputation Scoring (Proof-of-Work History)**

* **Use Case:** Soleer builds reputation scores from past service transactions and client feedback.
* **With MCP:** Use MCP to run and verify reputation aggregation algorithms before submitting them on-chain.
* **Benefit:** Ensures consistent, auditable score computation without bloating Solana’s on-chain capacity.

#### 3. **Reputation-as-a-Service API**

* **Use Case:** Soleer offers RaaS to external platforms.
* **With MCP:** Host and compute API calls via decentralized infrastructure while keeping sensitive data modular and privacy-preserving.
* **Benefit:** Ensures high availability and resilience with no centralized failure point.

#### 4. **Escrow Dispute Resolution (AI Mediation Model)**

* **Use Case:** Smart contract-based escrow sometimes requires dispute resolution.
* **With MCP:** Run AI-based mediation tools (e.g., language models analyzing chat history, task completion) off-chain, sending results on-chain for enforcement.
* **Benefit:** Fairer, scalable resolution with explainability and reduced human bias.

#### 5. **Energy + ESG Analytics (for future Proof-of-Impact or Green-Freelance models)**

* **Use Case:** As Soleer evolves, it may integrate sustainability signals (e.g., renewable-only contributors, green bounties).
* **With MCP:** Compute real-world environmental data from APIs/sensors off-chain and write validated proofs to chain.
* **Benefit:** Bridges off-chain environmental metrics with Soleer’s incentive model in a verifiable way.

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### 📈 Key Benefits to Soleer

| Feature              | Value                                                                        |
| -------------------- | ---------------------------------------------------------------------------- |
| **Scalability**      | Handle thousands of compute-intensive tasks without burdening Solana         |
| **Decentralization** | Aligns with Soleer’s mission—offload trust to decentralized providers        |
| **Privacy**          | Keep sensitive data off-chain while maintaining verifiability                |
| **Cost Efficiency**  | Use pay-per-task compute without building expensive in-house servers         |
| **Interoperability** | Use results cross-platform, extend Soleer’s reputation engine to other dApps |

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By outsourcing complex logic and AI workloads to a modular compute layer, Soleer enhances user experience while preserving decentralization and trust.