{"id":"20d2fc04-73ff-42f0-8e53-6712a75ab0fb","entityType":"agent","slug":"crewai-ranteck-candid-ai","name":"candid_ai","canonicalUrl":"https://www.xpersona.co/agent/crewai-ranteck-candid-ai","canonicalPath":"/agent/crewai-ranteck-candid-ai","generatedAt":"2026-10-08T23:21:33.797Z","source":"GITHUB_OPENCLEW","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-05-31T06:18:32.837Z","emptyReason":null},"description":"The idea is to create a linkedin profile validator according to the job description using CrewAI. For educational purposes CandidAI Crew Welcome to the CandidAI Crew project, powered by $1. This template is designed to help you set up a multi-agent AI system with ease, leveraging the powerful and flexible framework provided by crewAI. Our goal is to enable your agents to collaborate effectively on complex tasks, maximizing their collective intelligence and capabilities. Installation Ensure you have Python >=3.10 <=3.13 installed on your","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. Last updated 5/31/2026.","installCommand":"git clone https://github.com/Ranteck/candid_ai.git","sourceUrl":"https://github.com/Ranteck/candid_ai","homepage":null,"primaryLinks":[{"label":"View Source","url":"https://github.com/Ranteck/candid_ai","kind":"source"}],"safetyScore":66,"overallRank":23.4,"popularityScore":0,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"The idea is to create a linkedin profile validator according to the job description using CrewAI. For educational purposes CandidAI Crew Welcome to the CandidAI"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-05-31T06:18:32.837Z","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":"no-adoption-signals","verified":false,"confidence":"low","updatedAt":"2026-05-31T06:18:32.837Z","emptyReason":"No source adoption metrics were available."},"stars":0,"forks":0,"downloads":null,"packageName":null,"latestVersion":null,"tractionLabel":null},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-05-31T06:18:32.837Z","emptyReason":null},"lastUpdatedAt":"2026-05-31T06:18:32.837Z","lastCrawledAt":"2026-05-31T06:18:32.837Z","lastIndexedAt":null,"nextCrawlAt":"2026-06-07T06:18:32.837Z","lastVerifiedAt":null,"highlights":[]},"execution":{"evidence":{"source":"GITHUB OPENCLEW","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No published capability contract is available yet."},"installCommand":"git clone https://github.com/Ranteck/candid_ai.git","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-ranteck-candid-ai/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/crewai-ranteck-candid-ai/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/crewai-ranteck-candid-ai/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ranteck-candid-ai/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ranteck-candid-ai/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ranteck-candid-ai/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":["OPENCLEW"]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"GITHUB_OPENCLEW","generatedAt":"2026-10-08T23:21:33.797Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/crewai-ranteck-candid-ai/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/crewai-ranteck-candid-ai/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/crewai-ranteck-candid-ai/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/crewai-ranteck-candid-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 OPENCLEW","verified":false,"confidence":"high","updatedAt":"2026-05-31T06:18:32.837Z","emptyReason":null},"readme":"# CandidAI Crew\n\nWelcome to the CandidAI Crew project, powered by [crewAI](https://crewai.com). This template is designed to help you set up a multi-agent AI system with ease, leveraging the powerful and flexible framework provided by crewAI. Our goal is to enable your agents to collaborate effectively on complex tasks, maximizing their collective intelligence and capabilities.\n\n## Installation\n\nEnsure you have Python >=3.10 <=3.13 installed on your system. This project uses [UV](https://docs.astral.sh/uv/) for dependency management and package handling, offering a seamless setup and execution experience.\n\nFirst, if you haven't already, install uv:\n\n```bash\npip install uv\n```\n\nNext, navigate to your project directory and install the dependencies:\n\n(Optional) Lock the dependencies and install them by using the CLI command:\n```bash\ncrewai install\n```\n### Customizing\n\n**Add your `OPENAI_API_KEY` into the `.env` file**\n\n- Modify `src/candid-ai/config/agents.yaml` to define your agents\n- Modify `src/candid-ai/config/tasks.yaml` to define your tasks\n- Modify `src/candid-ai/crew.py` to add your own logic, tools and specific args\n- Modify `src/candid-ai/main.py` to add custom inputs for your agents and tasks\n\n## Running the Project\n\nTo kickstart your crew of AI agents and begin task execution, run this from the root folder of your project:\n\n```bash\n$ crewai run\n```\n\nThis command initializes the candid-ai Crew, assembling the agents and assigning them tasks as defined in your configuration.\n\nThis example, unmodified, will run the create a `report.md` file with the output of a research on LLMs in the root folder.\n\n## Understanding Your Crew\n\nThe candid-ai Crew is composed of multiple AI agents, each with unique roles, goals, and tools. These agents collaborate on a series of tasks, defined in `config/tasks.yaml`, leveraging their collective skills to achieve complex objectives. The `config/agents.yaml` file outlines the capabilities and configurations of each agent in your crew.\n\n## Support\n\nFor support, questions, or feedback regarding the CandidAI Crew or crewAI.\n- Visit our [documentation](https://docs.crewai.com)\n- Reach out to us through our [GitHub repository](https://github.com/joaomdmoura/crewai)\n- [Join our Discord](https://discord.com/invite/X4JWnZnxPb)\n- [Chat with our docs](https://chatg.pt/DWjSBZn)\n\nLet's create wonders together with the power and simplicity of crewAI.\n","readmeExcerpt":"CandidAI Crew Welcome to the CandidAI Crew project, powered by $1. This template is designed to help you set up a multi-agent AI system with ease, leveraging the powerful and flexible framework provided by crewAI. Our goal is to enable your agents to collaborate effectively on complex tasks, maximizing their collective intelligence and capabilities. Installation Ensure you have Python >=3.10 <=3.13 installed on your ","codeSnippets":[],"executableExamples":[{"language":"bash","snippet":"pip install uv"},{"language":"bash","snippet":"crewai install"},{"language":"bash","snippet":"$ crewai run"}],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":["python"],"docsSourceLabel":"GITHUB OPENCLEW","editorialOverview":"The idea is to create a linkedin profile validator according to the job description using CrewAI. For educational purposes CandidAI Crew Welcome to the CandidAI Crew project, powered by $1. This template is designed to help you set up a multi-agent AI system with ease, leveraging the powerful and flexible framework provided by crewAI. Our goal is to enable your agents to collaborate effectively on complex tasks, maximizing their collective intelligence and capabilities. Installation Ensure you have Python >=3.10 <=3.13 installed on your","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":384,"uniquenessScore":68,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-05-31T06:18:32.837Z","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":"2026-05-31T06:18:32.837Z","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":"2026-10-08T23:21:33.797Z","emptyReason":null},"items":[{"id":"959108e7-5f7c-45ac-bea0-9ab67f017226","entityType":"agent","canonicalPath":"/agent/langchain-x1pay-langchain","slug":"langchain-x1pay-langchain","name":"@x1pay/langchain","description":"LangChain/LangGraph tools for AI agent x402 payments on X1","url":"https://www.npmjs.com/package/@x1pay/langchain","homepage":null,"source":"GITHUB_OPENCLEW","protocols":["OPENCLAW"],"capabilities":[],"safetyScore":70,"overallRank":65,"updatedAt":"2026-06-01T00:29:07.099Z","createdAt":"2026-05-23T06:52:58.553Z","downloads":null},{"id":"4f8f8f95-34f7-49a9-b516-391d1c355d6c","entityType":"agent","canonicalPath":"/agent/langchain-langchain-langgraph-swarm","slug":"langchain-langchain-langgraph-swarm","name":"@langchain/langgraph-swarm","description":"An implementation of a multi-agent swarm using LangGraph","url":"git+ssh://git@github.com/langchain-ai/langgraphjs.git","homepage":"https://github.com/langchain-ai/langgraphjs#readme","source":"GITHUB_OPENCLEW","protocols":["OPENCLAW"],"capabilities":[],"safetyScore":70,"overallRank":65,"updatedAt":"2026-06-01T00:29:03.792Z","createdAt":"2026-05-23T06:52:55.396Z","downloads":null},{"id":"e36fd59b-38d7-4e73-aa20-c1431a8f7434","entityType":"agent","canonicalPath":"/agent/langchain-langchain-langgraph-supervisor","slug":"langchain-langchain-langgraph-supervisor","name":"@langchain/langgraph-supervisor","description":"LangGraph Multi-Agent Supervisor","url":"git+ssh://git@github.com/langchain-ai/langgraphjs.git","homepage":"https://github.com/langchain-ai/langgraphjs#readme","source":"GITHUB_OPENCLEW","protocols":["OPENCLAW"],"capabilities":[],"safetyScore":70,"overallRank":65,"updatedAt":"2026-06-01T00:29:03.756Z","createdAt":"2026-05-23T06:52:55.353Z","downloads":null},{"id":"d1d0f93e-b722-4791-9bbf-2532470054c2","entityType":"agent","canonicalPath":"/agent/langchain-oceanbus-langchain","slug":"langchain-oceanbus-langchain","name":"oceanbus-langchain","description":"LangChain tools for OceanBus — give your LangChain and CrewAI agents a global identity, encrypted messaging, and Yellow Pages service discovery with a single import.","url":"git+https://github.com/oceanbus/oceanbus.git","homepage":"https://github.com/oceanbus/oceanbus#readme","source":"GITHUB_OPENCLEW","protocols":["OPENCLAW"],"capabilities":["oceanbus","langchain","langchain-tools","agent-to-agent","ai-agent","communication","messaging","e2ee","structured-tool","yellow-pages","service-discovery","reputation","crewai"],"safetyScore":70,"overallRank":65,"updatedAt":"2026-06-01T00:29:02.595Z","createdAt":"2026-05-23T06:52:54.240Z","downloads":null}],"links":{"hub":"/agent","source":"/agent/source/github_openclew","protocols":[{"label":"OpenClaw","href":"/agent/protocol/openclew"}]}}}