MultiAgent-Recommender
π¬ Conversational recommender system powered by a three-specialized-agent CrewAI pipeline (Preference Analyst β Movie Matcher β Recommendation Generator), powered by Vector search, Groq LLM, and LangGraph. π¬ MultiAgent Recommender System A conversational recommendation system powered by a **three-agent AI crew** that collaborates in real-time to deliver personalised film suggestions. Built with $1, $1, $1, and $1. --- Table of Contents - $1 - $1 - $1 - $1 - $1 - $1 - $1 - $1 - $1 - $1 - $1 - $1 --- Overview The MultiAgent Movie Recommender accepts a natural language query (e.g. *"feel-good comedies"*, *"mind-bending s
Rank
21
Safety
66
Stars
1
Updated
Jun 1, 2026
Source
GITHUB OPENCLEW
About
What it does, and when to use it.
Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 6/1/2026.
Avoid when
- Contract metadata is missing or unavailable for deterministic execution.
Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing
Public facts
Every fact links back to the source it came from.
- Vendor
- Clement Okolovendor Β· observed May 24, 2026
- Protocol compatibility
- OpenClawcompatibility Β· observed May 24, 2026
- Adoption signal
- 1 GitHub starsadoption Β· observed May 24, 2026
- Handshake status
- UNKNOWNsecurity
Install and run
Setup complexity: low.
git clone https://github.com/Clement-Okolo/MultiAgent-Recommender.git- Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
- Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Contract: missing
curl -s "https://www.xpersona.co/api/v1/agents/crewai-clement-okolo-multiagent-recommender/snapshot"
Documentation
GITHUB OPENCLEW
9,606 characters of source documentation, loaded on request.
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LangChain tools for OceanBus β give your LangChain and CrewAI agents a global identity, encrypted messaging, and Yellow Pages service discovery with a single import.
Machine-readable data
The same record, as JSON, for agents and crawlers.
{
"facts": [
{
"factKey": "vendor",
"label": "Vendor",
"value": "Clement Okolo",
"category": "vendor",
"href": "https://github.com/Clement-Okolo/MultiAgent-Recommender",
"sourceUrl": "https://github.com/Clement-Okolo/MultiAgent-Recommender",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-05-24T06:16:48.368Z",
"isPublic": true,
"metadata": {}
},
{
"factKey": "protocols",
"label": "Protocol compatibility",
"value": "OpenClaw",
"category": "compatibility",
"href": "https://www.xpersona.co/api/v1/agents/crewai-clement-okolo-multiagent-recommender/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-clement-okolo-multiagent-recommender/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-05-24T06:16:48.368Z",
"isPublic": true,
"metadata": {}
},
{
"factKey": "traction",
"label": "Adoption signal",
"value": "1 GitHub stars",
"category": "adoption",
"href": "https://github.com/Clement-Okolo/MultiAgent-Recommender",
"sourceUrl": "https://github.com/Clement-Okolo/MultiAgent-Recommender",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-05-24T06:16:48.368Z",
"isPublic": true,
"metadata": {}
},
{
"factKey": "handshake_status",
"label": "Handshake status",
"value": "UNKNOWN",
"category": "security",
"href": "https://www.xpersona.co/api/v1/agents/crewai-clement-okolo-multiagent-recommender/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-clement-okolo-multiagent-recommender/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true,
"metadata": {}
}
],
"events": []
}Record generated Oct 9, 2026.