Benchmarks
How ProfileClaw scores on agent readiness and AI visibility AI Readiness and GEO Score are platform assessments generated by VibeLaunch after submission.
Decision summary
AI agent developers and users seeking career-aware personalization in agent workflows
Overview
ProfileClaw is described in its OpenAPI 3.1.0 specification as "a career context layer for AI agents and agent frameworks." Rather than operating as a conventional profile database, the platform aggregates structured career data — assessments, skills, career preferences, and derived insights — into a compact, agent-readable format purpose-built for injection into LLM-powered workflows.
Integration Model
The onboarding path is deliberately minimal. Users generate an API key from the Settings dashboard, and agents authenticate via Bearer token or X-API-Key header to call the Context API at /api/v1/context. This endpoint returns an aggregated career snapshot that includes profile data, assessment results, and skill inventories. Query parameters such as expand=careerGraph and resumeSkillsLimit allow callers to control response shape and token consumption — a design choice that acknowledges the practical constraints of AI context windows more directly than generic profile APIs.
The quickstart documentation explicitly advises against endpoint-by-endpoint exploration, prescribing instead a single end-to-end workflow: create a key, call Context, then expand only as the task demands. This opinionated path reduces the integration decision surface to what the vendor considers the highest-value first step.
Core Capabilities
The API surfaces a derived career graph that maps professional trajectory alongside a skills inventory and assessment history. A /api/v1/similar-paths endpoint compares career trajectories against a target role using a configurable minimum similarity threshold, returning ranked matches with metadata including duration and success indicators. This positions the platform beyond static profile storage — it performs computation on career data rather than merely serving it.
Webhook support covers six event types: profile.updated, assessment.completed, skill.acquired, goal.changed, insight.generated, and timeline.event. Combined with structured error responses — each carrying x-error-codes (ranging from auth.api_key_invalid to billing.payment_required) and rate-limit headers (X-RateLimit-Limit, X-RateLimit-Remaining, X-RateLimit-Reset) — the API is designed for programmatic agent consumption rather than manual dashboard interaction.
Operational Boundaries
The free tier is capped at 100 requests per hour, as documented in the agent skill configuration. This is adequate for individual experimentation and low-volume agent workflows but will constrain production deployments. The documentation emphasizes security hygiene: API keys are user-specific, must never appear in logs, and should be regenerated immediately if leakage is suspected. No SDK is provided; integration currently requires direct HTTP calls, which adds implementation overhead compared to tools that ship client libraries.
Ecosystem Positioning
The product ships with agent skill definitions in both English and Chinese, including localized trigger phrases and complete workflow instructions for each language. This bilingual packaging, combined with the agent-native API design, suggests a deliberate bet on cross-language AI agent ecosystems. ProfileClaw is cataloged in the AI Agents Directory alongside complementary tools like OPC Directory and SwapperAI.
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Score anatomy
The dimensions behind the editorial score, each with its judgment note. AI Readiness and GEO Score are platform assessments generated by VibeLaunch after submission.
Agent Readiness
How well an agent can understand this product and reconstruct a documented workflow from its official information.
Evidence check
Public claims about this tool, each tagged with a verification status and its cited source.
Decision desk
The questions most worth resolving before you rely on the product or visit its official site.
