{"id":"da4e40bc-1019-4bb8-9db5-eeea80b9bdb4","entityType":"agent","slug":"crewai-saikiran1224-factbot-ai","name":"FactBot-AI","canonicalUrl":"https://www.xpersona.co/agent/crewai-saikiran1224-factbot-ai","canonicalPath":"/agent/crewai-saikiran1224-factbot-ai","generatedAt":"2026-10-09T21:41:00.851Z","source":"GITHUB_REPOS","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-04-15T05:21:22.124Z","emptyReason":null},"description":"A Multi-agent fact checking system which is developed using CrewAI, an intelligent Agentic AI framework. 🔍 FactBot AI: Your Intelligent Multi-Agent Fact-Checking System *A glimpse of FactBot AI's intuitive dark-themed interface.* 🚀 Overview Welcome to **FactBot AI**, a sophisticated multi-agent system designed to deliver comprehensive and rapid fact-checking capabilities. Built with the powerful CrewAI framework and presented through an intuitive Streamlit interface, FactBot AI takes a news article or topic as input,","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 4/15/2026.","installCommand":null,"sourceUrl":"https://github.com/saikiran1224/FactBot-AI","homepage":null,"primaryLinks":[{"label":"View Source","url":"https://github.com/saikiran1224/FactBot-AI","kind":"source"}],"safetyScore":66,"overallRank":19.6,"popularityScore":8,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"A Multi-agent fact checking system which is developed using CrewAI, an intelligent Agentic AI framework. 🔍 FactBot AI: Your Intelligent Multi-Agent Fact-Checki"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-04-15T05:21:22.124Z","emptyReason":null},"protocols":[{"protocol":"OPENCLEW","label":"OpenClaw","status":"self-declared","notes":"Declared in the public agent profile."}],"capabilities":[{"label":"crewai","status":"self-declared"},{"label":"multi-agent","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":3,"capabilityMatrix":{"rows":[{"key":"OPENCLEW","type":"protocol","support":"unknown","confidenceSource":"profile","notes":"Listed on profile"},{"key":"crewai","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"multi-agent","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"protocol:OPENCLEW|unknown|profile capability:crewai|supported|profile capability:multi-agent|supported|profile"}},"adoption":{"evidence":{"source":"GITHUB REPOS","verified":false,"confidence":"medium","updatedAt":"2026-04-15T05:21:22.124Z","emptyReason":null},"stars":1,"forks":0,"downloads":null,"packageName":null,"latestVersion":null,"tractionLabel":"1 GitHub stars"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-02-25T05:07:06.400Z","emptyReason":null},"lastUpdatedAt":"2026-04-15T05:21:22.124Z","lastCrawledAt":"2026-02-25T05:07:06.400Z","lastIndexedAt":null,"nextCrawlAt":"2026-03-04T05:07:06.400Z","lastVerifiedAt":null,"highlights":[]},"execution":{"evidence":{"source":"GITHUB REPOS","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No published capability contract is available yet."},"installCommand":null,"setupComplexity":"low","setupSteps":["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":{"contractStatus":"missing","authModes":[],"requires":[],"forbidden":[],"supportsMcp":false,"supportsA2a":false,"supportsStreaming":false,"inputSchemaRef":null,"outputSchemaRef":null,"dataRegion":null,"contractUpdatedAt":null,"sourceUpdatedAt":null,"freshnessSeconds":null},"invocationGuide":{"preferredApi":{"snapshotUrl":"https://www.xpersona.co/api/v1/agents/crewai-saikiran1224-factbot-ai/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/crewai-saikiran1224-factbot-ai/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/crewai-saikiran1224-factbot-ai/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/crewai-saikiran1224-factbot-ai/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/crewai-saikiran1224-factbot-ai/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/crewai-saikiran1224-factbot-ai/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":["OPENCLEW"]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"GITHUB_REPOS","generatedAt":"2026-10-09T21:41:00.851Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/crewai-saikiran1224-factbot-ai/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/crewai-saikiran1224-factbot-ai/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/crewai-saikiran1224-factbot-ai/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/crewai-saikiran1224-factbot-ai/trust"}},"reliability":{"evidence":{"source":"runtime-metrics","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No trust, reliability, or runtime telemetry is available."},"trust":{"status":"unavailable","handshakeStatus":"UNKNOWN","verificationFreshnessHours":null,"reputationScore":null,"p95LatencyMs":null,"successRate30d":null,"fallbackRate":null,"attempts30d":null,"trustUpdatedAt":null,"trustConfidence":"unknown","sourceUpdatedAt":null,"freshnessSeconds":null},"decisionGuardrails":{"doNotUseIf":["Contract metadata is missing or unavailable for deterministic execution."],"safeUseWhen":[],"riskFlags":["missing_or_unavailable_contract","trust_data_unavailable","schema_references_missing"],"operationalConfidence":"low"},"executionMetrics":{"observedLatencyMsP50":null,"observedLatencyMsP95":null,"estimatedCostUsd":null,"uptime30d":null,"rateLimitRpm":null,"rateLimitBurst":null,"lastVerifiedAt":null,"verificationSource":null},"runtimeMetrics":{"successRate":null,"avgLatencyMs":null,"avgCostUsd":null,"hallucinationRate":null,"retryRate":null,"disputeRate":null,"p50Latency":null,"p95Latency":null,"lastUpdated":null}},"benchmarks":{"evidence":{"source":"no-benchmark-data","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No benchmark suites or observed failure patterns are available."},"suites":[],"failurePatterns":[]},"artifacts":{"evidence":{"source":"GITHUB REPOS","verified":false,"confidence":"high","updatedAt":"2026-04-15T05:21:22.124Z","emptyReason":null},"readme":"# 🔍 FactBot AI: Your Intelligent Multi-Agent Fact-Checking System\n\n![FactBot AI Homepage Screenshot](./images/factbot_ai.png)\n*A glimpse of FactBot AI's intuitive dark-themed interface.*\n\n\n## 🚀 Overview\n\nWelcome to **FactBot AI**, a sophisticated multi-agent system designed to deliver comprehensive and rapid fact-checking capabilities. Built with the powerful CrewAI framework and presented through an intuitive Streamlit interface, FactBot AI takes a news article or topic as input, processes it through a network of specialized agents, and provides a concise **final verdict**, supported by **verified articles**, detailed **reasoning**, and actionable **recommendations**.\n\nThis intelligent application is engineered to bring clarity and accuracy to the information landscape, ensuring you receive well-substantiated insights along with transparency into the verification process.\n\n## ✨ Key Features\n\n* **Intelligent Multi-Agent System:** Leveraging CrewAI, FactBot AI orchestrates a team of specialized AI agents, each focusing on different aspects of fact-checking to ensure thorough and accurate analysis.\n* **Comprehensive Output:** For every input, FactBot AI provides:\n    * **Final Verdict:** A clear and concise judgment on the veracity of the input news/topic.\n    * **Supporting Articles:** Links and summaries of verified sources that underpin the verdict.\n    * **Detailed Reasoning:** A transparent explanation of how the verdict was reached, highlighting key findings from the agents.\n\n* **Transparency & Metrics:**\n    * **Sources Verified:** Clearly displays the number of external sources consulted and verified by the agents during the fact-checking process.\n    * **Execution Time:** Provides the time taken for the entire fact-checking process, demonstrating the efficiency of the multi-agent architecture.\n* **User-Friendly Interface:** A sleek, dark-themed Streamlit application designed for ease of use and optimal readability.\n* **Rapid Processing:** Experience swift fact-checking, delivering comprehensive results in a minimal timeframe.\n\n\n\n## 🛠️ Technical Stack & Dependencies\n\nFactBot AI is built upon robust and modern technologies:\n\n* **Python 3.8+** 🐍: The core programming language.\n* **CrewAI**: A cutting-edge Agentic AI Framework that powers the multi-agent architecture.\n* **Streamlit** 🌐: Provides the interactive and user-friendly web interface.\n\nTo run this project, ensure you have these installed.\n\n\n\n## 🔑 API Credentials\n\nFactBot AI relies on external APIs for its comprehensive fact-checking capabilities:\n\n* **LLM Key (e.g., Gemini API Key):** Essential for the language model's reasoning and understanding.\n    * Obtain your Gemini API Key by following the [instructions here](https://ai.google.dev/gemini-api/docs/api-key).\n* **Serper API Key:** Used for efficient and accurate web searching to gather supporting articles.\n    * Create a free account at [Serper.dev](https://serper.dev) to obtain your API key.\n\nEnsure these API keys are configured as environment variables or within a `.env` file for secure access.\n\n\n\n## 🚀 Getting Started\n\nFollow these simple steps to set up and run FactBot AI on your local machine:\n\n1.  **Clone the Repository:**\n    ```bash\n    git clone https://github.com/saikiran1224/FactBot-AI.git\n    cd factbot-ai\n    ```\n\n2.  **Install Dependencies:**\n    ```python\n    pip install -r requirements.txt\n    ```\n\n3.  **Configure API Keys:**\n    Create a `.env` file in the root directory of the project and add your API keys:\n    ```\n    GEMINI_API_KEY=\"your_gemini_api_key_here\"\n    SERPER_API_KEY=\"your_serper_api_key_here\"\n    ```\n    *Replace `\"your_gemini_api_key_here\"` and `\"your_serper_api_key_here\"` with your actual API keys.*\n\n4.  **Run the Application:**\n    ```python\n    streamlit run main.py\n    ```\n\n5.  **Access the App:**\n    If not automatically opened, Open your web browser and navigate to `http://localhost:8501`\n\n\n\n## 🎨 Interface & Theming\n\nFactBot AI features a carefully designed dark theme for an optimal viewing experience. The theme is configured in `main.py` and can be customized:\n\n* **Primary Color:** `#4CAF50` (A trust-evoking green)\n* **Backgrounds:** `#121212` (Main), `#1E1E1E` (Component)\n* **Text Colors:** `#E0E0E0` (Light), `#A0A0A0` (Secondary)\n\nFeel free to modify these values to suit your aesthetic preferences.\n\n\n\n## 📂 Project Structure\n\nThe project is organized into logical components for clarity and maintainability:\n\n* `main.py`: The entry point of the Streamlit application, handling the user interface and interactions.\n* `trigger_crew.py`: Contains the core logic for orchestrating the multi-agent fact-checking process using CrewAI.\n* `requirements.txt`: List of all Python dependencies required for the project.\n* `README.md`: This documentation file.\n* `.env`: (Recommended) File for securely storing API keys and other environment variables.\n\n\n\n## 🤝 Contributing\n\nWe welcome contributions to enhance FactBot AI! If you have suggestions, bug reports, or want to contribute code, please feel free to:\n\n* Submit issues on the GitHub repository.\n* Open pull requests with your proposed changes.\n\n\n\n## 📜 License\n\nThis project is licensed under the MIT License. See the `LICENSE` file in the repository for full details.","readmeExcerpt":"🔍 FactBot AI: Your Intelligent Multi-Agent Fact-Checking System *A glimpse of FactBot AI's intuitive dark-themed interface.* 🚀 Overview Welcome to **FactBot AI**, a sophisticated multi-agent system designed to deliver comprehensive and rapid fact-checking capabilities. Built with the powerful CrewAI framework and presented through an intuitive Streamlit interface, FactBot AI takes a news article or topic as input, ","codeSnippets":[],"executableExamples":[{"language":"bash","snippet":"git clone https://github.com/saikiran1224/FactBot-AI.git\n    cd factbot-ai"},{"language":"python","snippet":"pip install -r requirements.txt"},{"language":"text","snippet":"GEMINI_API_KEY=\"your_gemini_api_key_here\"\n    SERPER_API_KEY=\"your_serper_api_key_here\""},{"language":"python","snippet":"streamlit run main.py"}],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":["python"],"docsSourceLabel":"GITHUB REPOS","editorialOverview":"A Multi-agent fact checking system which is developed using CrewAI, an intelligent Agentic AI framework. 🔍 FactBot AI: Your Intelligent Multi-Agent Fact-Checking System *A glimpse of FactBot AI's intuitive dark-themed interface.* 🚀 Overview Welcome to **FactBot AI**, a sophisticated multi-agent system designed to deliver comprehensive and rapid fact-checking capabilities. Built with the powerful CrewAI framework and presented through an intuitive Streamlit interface, FactBot AI takes a news article or topic as input,","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":375,"uniquenessScore":65,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-04-15T05:21:22.124Z","emptyReason":"No screenshots, media assets, or demo links are available."},"primaryImageUrl":null,"mediaAssetCount":0,"assets":[],"demoUrl":null},"ownerResources":{"evidence":{"source":"unclaimed","verified":false,"confidence":"low","updatedAt":"2026-04-15T05:21:22.124Z","emptyReason":"This page has not been claimed by the agent owner."},"hasCustomPage":false,"customPageUpdatedAt":null,"customLinks":[],"structuredLinks":{"docsUrl":null,"demoUrl":null,"supportUrl":null,"pricingUrl":null,"statusUrl":null},"customPage":null},"relatedAgents":{"evidence":{"source":"protocol-neighbors","verified":false,"confidence":"medium","updatedAt":"2026-10-09T21:41:00.851Z","emptyReason":null},"items":[{"id":"8ebccd8e-3863-4187-8355-c3f14e1f9edf","entityType":"agent","canonicalPath":"/agent/iofficeai-aionui","slug":"iofficeai-aionui","name":"AionUi","description":"Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!","url":"https://github.com/iOfficeAI/AionUi","homepage":"https://www.aionui.com","source":"GITHUB_REPOS","protocols":["MCP","OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-10-09T19:11:12.944Z","createdAt":"2026-02-25T03:38:16.584Z","downloads":null},{"id":"b917f68a-ebff-438e-84f8-3f4b2494c0bc","entityType":"agent","canonicalPath":"/agent/activepieces-activepieces","slug":"activepieces-activepieces","name":"activepieces","description":"AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents","url":"https://github.com/activepieces/activepieces","homepage":"https://www.activepieces.com","source":"GITHUB_REPOS","protocols":["OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-04-15T02:22:12.426Z","createdAt":"2026-02-25T03:38:12.412Z","downloads":null},{"id":"5cb26759-3a39-483f-94cf-276a98c13bb8","entityType":"agent","canonicalPath":"/agent/cherryhq-cherry-studio","slug":"cherryhq-cherry-studio","name":"cherry-studio","description":"AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs","url":"https://github.com/CherryHQ/cherry-studio","homepage":"https://cherry-ai.com","source":"GITHUB_REPOS","protocols":["MCP","OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-04-11T14:38:40.986Z","createdAt":"2026-02-25T03:38:19.379Z","downloads":null},{"id":"6f6582d0-5d76-4f0f-b81d-86520247950b","entityType":"agent","canonicalPath":"/agent/copilotkit-copilotkit","slug":"copilotkit-copilotkit","name":"CopilotKit","description":"The Frontend for Agents & Generative UI. React + Angular","url":"https://github.com/CopilotKit/CopilotKit","homepage":"https://docs.copilotkit.ai","source":"GITHUB_REPOS","protocols":["OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-03-25T09:50:57.846Z","createdAt":"2026-02-25T03:39:14.617Z","downloads":null}],"links":{"hub":"/agent","source":"/agent/source/github_repos","protocols":[{"label":"OpenClaw","href":"/agent/protocol/openclew"}]}}}