{
  "claims": [
    {
      "claim": "Public GitHub Pages demo for a reproducible business data-quality case study.",
      "evidence_type": "public_url",
      "id": "public-demo",
      "resume_signal": "Launched public demo",
      "status": "verified",
      "url": "https://sunnnn2005.github.io/data-quality-agent/"
    },
    {
      "claim": "Public v0.3.0 release is available on GitHub.",
      "evidence_type": "release",
      "id": "public-release",
      "resume_signal": "Published v0.3.0 release",
      "status": "verified",
      "url": "https://github.com/sunnnn2005/data-quality-agent/releases/tag/v0.3.0"
    },
    {
      "claim": "GHCR container image is published from main and can run the FastAPI service.",
      "evidence_type": "package",
      "id": "container-image",
      "resume_signal": "Published runnable container image",
      "status": "verified",
      "url": "https://github.com/sunnnn2005/data-quality-agent/pkgs/container/data-quality-agent"
    },
    {
      "claim": "Automated test suite passes locally and in GitHub Actions, including the real-model evidence capture gate, accepted evidence rollup, external reviewer evidence gate, external-run evidence packet, external-run quickstart page, external reviewer outreach tracker, runnable release packet, business problem casebook, business replay demo, feedback intake quality, business case intake, star growth kit, pilot conversion board, resume outcome readiness evaluator, reviewer funnel board, real-model runbook verifiers, public reviewer call verification, reviewer share kit verification, and reviewer outreach status board verification.",
      "evidence_type": "ci",
      "id": "ci-tests",
      "metric_name": "test_count",
      "metric_value": 147,
      "resume_signal": "147 passing CI tests",
      "status": "verified",
      "url": "https://github.com/sunnnn2005/data-quality-agent/actions/workflows/test.yml"
    },
    {
      "claim": "Support-ticket case study detects duplicate IDs, missing routing fields, negative amounts, and outliers.",
      "evidence_type": "artifact",
      "id": "support-ticket-artifact",
      "resume_signal": "CI-verified support-ticket artifact",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/verified-support-ticket-result.json"
    },
    {
      "claim": "The API exposes a PostgreSQL support-ticket agent endpoint that reuses the read-only adapter and returns a safe disabled fallback when no model key is configured.",
      "evidence_type": "source_and_tests",
      "id": "postgres-agent-route",
      "resume_signal": "Read-only PostgreSQL agent route",
      "status": "verified",
      "url": "https://github.com/sunnnn2005/data-quality-agent/blob/main/tests/test_api.py"
    },
    {
      "claim": "Support-ticket case study quantifies 4 issue categories across duplicate ticket IDs, missing routing fields, negative amounts, and amount outliers.",
      "evidence_type": "artifact",
      "id": "business-impact-artifact",
      "metric_name": "support_ticket_issue_categories",
      "metric_value": 4,
      "resume_signal": "Quantified business-impact artifact",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/business-impact.json"
    },
    {
      "claim": "The project publishes a generated outcome summary that maps the support-ticket quality failures to business risk and remediation actions.",
      "evidence_type": "documentation",
      "id": "outcome-summary",
      "metric_name": "recommended_action_count",
      "metric_value": 5,
      "resume_signal": "Resume-safe business outcome summary",
      "status": "verified",
      "url": "https://github.com/sunnnn2005/data-quality-agent/blob/main/docs/outcome-summary.md"
    },
    {
      "claim": "The project maps support-ticket quality findings to 4 business risk areas, 3 high-priority actions, and 4 owner handoffs without claiming external adoption.",
      "evidence_type": "artifact",
      "id": "business-remediation-scorecard",
      "metric_name": "business_remediation_scorecard",
      "metric_value": 1,
      "resume_signal": "CI-verified business remediation scorecard",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/business-impact.json"
    },
    {
      "claim": "The project publishes a Docker Compose reviewer path with a seeded PostgreSQL support-ticket table, read-only database user, and 3 local review routes without claiming external reviewer completion.",
      "evidence_type": "artifact",
      "id": "local-reviewer-demo",
      "metric_name": "local_reviewer_demo",
      "metric_value": 1,
      "resume_signal": "CI-verified local reviewer demo",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/local-reviewer-demo.json"
    },
    {
      "claim": "The project publishes a generated API smoke report that verifies 6 FastAPI routes for health, catalog, profiling, deterministic reports, disabled agent fallback, and incident Markdown export without claiming production uptime.",
      "evidence_type": "artifact",
      "id": "api-smoke-report",
      "metric_name": "api_smoke_report",
      "metric_value": 1,
      "resume_signal": "CI-verified API smoke report",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/api-smoke-report.json"
    },
    {
      "claim": "The project publishes a generated local performance baseline for 2 FastAPI routes and 24 measured endpoint calls without claiming production latency or hosted traffic.",
      "evidence_type": "artifact",
      "id": "performance-baseline",
      "metric_name": "performance_baseline",
      "metric_value": 1,
      "resume_signal": "CI-verified local performance baseline",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/performance-baseline.json"
    },
    {
      "claim": "The project publishes a generated demo usage baseline that verifies public demo entrypoints and tracks feedback issues, GitHub stars, and forks without claiming visitor analytics or product adoption.",
      "evidence_type": "artifact",
      "id": "demo-usage-baseline",
      "metric_name": "demo_usage_baseline",
      "metric_value": 1,
      "resume_signal": "Public demo usage baseline",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/demo-usage-baseline.json"
    },
    {
      "claim": "The project publishes a generated business-data intake baseline covering bounded CSV uploads, read-only PostgreSQL context, 4 integration endpoints, 3 upload limits, and 6 API tests without claiming production datasets.",
      "evidence_type": "artifact",
      "id": "business-data-intake-baseline",
      "metric_name": "business_data_intake_baseline",
      "metric_value": 1,
      "resume_signal": "CI-verified business-data intake baseline",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/business-data-intake-baseline.json"
    },
    {
      "claim": "The project publishes a generated community growth baseline covering 8 issue templates, 7 configured labels, 9 public growth channels, contribution guidance, public feedback entrypoints, and current public counts without claiming community adoption.",
      "evidence_type": "artifact",
      "id": "community-growth-baseline",
      "metric_name": "community_growth_baseline",
      "metric_value": 1,
      "resume_signal": "CI-verified community growth baseline",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/community-growth-baseline.json"
    },
    {
      "claim": "The project publishes a generated impact review packet that maps a support-operations data-quality case study to verified business-risk metrics, evidence links, and not-claimed adoption limits.",
      "evidence_type": "artifact",
      "id": "impact-review-packet",
      "metric_name": "impact_review_packet",
      "metric_value": 1,
      "resume_signal": "CI-verified impact review packet",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/impact-review-packet.json"
    },
    {
      "claim": "The project publishes a generated casebook that explains a support-operations dashboard quality failure mode, detected risks, evidence-backed findings, root-cause hypotheses, and remediation owner handoffs.",
      "evidence_type": "artifact",
      "id": "business-problem-casebook",
      "metric_name": "business_problem_casebook",
      "metric_value": 1,
      "resume_signal": "CI-verified business problem casebook",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/business-problem-casebook.json"
    },
    {
      "claim": "The project publishes a generated traction dashboard that maps live project surfaces, review channels, tracked funnel steps, and resume-upgrade thresholds to public evidence.",
      "evidence_type": "artifact",
      "id": "public-traction-dashboard",
      "metric_name": "public_traction_dashboard",
      "metric_value": 1,
      "resume_signal": "CI-verified public traction dashboard",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/public-traction-dashboard.json"
    },
    {
      "claim": "The project publishes a generated star growth kit with repository topic readiness, ethical growth actions, GitHub traffic context, growth assets, and resume-upgrade rules without inflating current stars or converting traffic into user claims.",
      "evidence_type": "artifact",
      "id": "star-growth-kit",
      "metric_name": "star_growth_kit",
      "metric_value": 1,
      "resume_signal": "CI-verified star growth kit",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/star-growth-kit.json"
    },
    {
      "claim": "Reports include deterministic verification for evidence support, field references, sensitive values, unsupported LLM evidence, action coverage, and score bounds.",
      "evidence_type": "source_and_tests",
      "id": "report-guardrails",
      "resume_signal": "Deterministic report verification guardrails",
      "status": "verified",
      "url": "https://github.com/sunnnn2005/data-quality-agent/blob/main/tests/test_verifier.py"
    },
    {
      "claim": "Sanitized run traces can be persisted with TRACE_DB_PATH and recovered by trace id after process restart.",
      "evidence_type": "source_and_tests",
      "id": "persistent-trace-audit",
      "metric_name": "persistent_trace_audit",
      "metric_value": 1,
      "resume_signal": "Persistent SQLite trace audit trail",
      "status": "verified",
      "url": "https://github.com/sunnnn2005/data-quality-agent/blob/main/tests/test_traces.py"
    },
    {
      "claim": "The API can retrieve recent sanitized traces, recurring checks, and recurring root-cause titles for a dataset.",
      "evidence_type": "source_and_tests",
      "id": "dataset-memory-retrieval",
      "metric_name": "dataset_memory_retrieval",
      "metric_value": 1,
      "resume_signal": "Dataset-level agent memory retrieval",
      "status": "verified",
      "url": "https://github.com/sunnnn2005/data-quality-agent/blob/main/tests/test_traces.py"
    },
    {
      "claim": "The project publishes a generated artifact that retrieves 3 recurring incident patterns from sanitized support-ticket traces without claiming external production incidents.",
      "evidence_type": "artifact",
      "id": "incident-pattern-memory",
      "metric_name": "incident_pattern_count",
      "metric_value": 3,
      "resume_signal": "CI-verified incident-pattern memory",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/incident-pattern-memory.json"
    },
    {
      "claim": "The LLM tool-calling agent can retrieve sanitized dataset memory inside the agent loop so recurring checks and incident patterns from prior runs can inform follow-up planning.",
      "evidence_type": "source_and_tests",
      "id": "memory-informed-planning",
      "metric_name": "memory_informed_planning",
      "metric_value": 1,
      "resume_signal": "Memory-informed LLM agent planning",
      "status": "verified",
      "url": "https://github.com/sunnnn2005/data-quality-agent/blob/main/tests/test_agent.py"
    },
    {
      "claim": "The LLM tool-calling agent can retrieve source-cited business rules after quality checks so remediation guidance can reference business constraints instead of only generic data statistics.",
      "evidence_type": "source_and_tests",
      "id": "source-cited-business-rule-tool",
      "metric_name": "source_cited_business_rule_tool",
      "metric_value": 1,
      "resume_signal": "Source-cited business-rule retrieval tool",
      "status": "verified",
      "url": "https://github.com/sunnnn2005/data-quality-agent/blob/main/tests/test_agent.py"
    },
    {
      "claim": "The project publishes a generated observability artifact covering trace ids, report types, fallback status, verification status, dataset memory, and tool-call previews without claiming production monitoring.",
      "evidence_type": "artifact",
      "id": "agent-observability",
      "metric_name": "observed_trace_count",
      "metric_value": 2,
      "resume_signal": "CI-verified agent observability artifact",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/agent-observability.json"
    },
    {
      "claim": "The project publishes deterministic model telemetry for a mocked LLM agent run, including model name, prompt version, model call count, token count, estimated cost, latency, timeout, retry budget, and raw-prompt logging status without claiming paid model benchmark results.",
      "evidence_type": "artifact",
      "id": "model-telemetry-artifact",
      "metric_name": "model_telemetry_artifact",
      "metric_value": 1,
      "resume_signal": "CI-verified model telemetry artifact",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/agent-observability.json"
    },
    {
      "claim": "The project verifies 7 allowed agent tools, 3 rejected unsafe PostgreSQL queries, sensitive-field redaction, disabled fallback, and 6 report verifier rules without claiming a formal security audit.",
      "evidence_type": "artifact",
      "id": "agent-safety-boundaries",
      "metric_name": "tool_allowlist_count",
      "metric_value": 7,
      "resume_signal": "CI-verified agent safety boundaries",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/agent-safety-boundaries.json"
    },
    {
      "claim": "The project publishes a generated capability matrix mapping the agent against a practical LLM-agent checklist, with 13 implemented capabilities, 4 partial maturity areas, 7 allowed tools, and explicit not-claimed production adoption.",
      "evidence_type": "artifact",
      "id": "agent-capability-matrix",
      "metric_name": "agent_capability_matrix",
      "metric_value": 1,
      "resume_signal": "CI-verified LLM agent capability matrix",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/agent-capability-matrix.json"
    },
    {
      "claim": "The project publishes a generated scorecard summarizing the public demo, release, container image, CI tests, verified resume claims, agent capabilities, reviewer paths, and honest zero-adoption baselines.",
      "evidence_type": "artifact",
      "id": "live-project-scorecard",
      "metric_name": "live_project_scorecard",
      "metric_value": 1,
      "resume_signal": "CI-verified live project scorecard",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/live-project-scorecard.json"
    },
    {
      "claim": "The project publishes generated recruiter-facing resume bullets, a LinkedIn project description, a 30-second pitch, interview talking points, evidence links, and honest adoption baselines without claiming unverified adoption or production usage.",
      "evidence_type": "artifact",
      "id": "recruiter-pitch",
      "metric_name": "recruiter_pitch_resume_bullets",
      "metric_value": 3,
      "resume_signal": "CI-verified recruiter pitch artifact",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/recruiter-pitch.json"
    },
    {
      "claim": "The project publishes a recruiter-ready evidence pack with 41 application links, verified outcome numbers, resume bullets, an email attachment note, an interview opening, review order, and honest adoption baselines.",
      "evidence_type": "artifact",
      "id": "application-evidence-pack",
      "metric_name": "application_evidence_link_count",
      "metric_value": 41,
      "resume_signal": "CI-verified application evidence pack",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/application-evidence-pack.json"
    },
    {
      "claim": "The project publishes outreach messages, review paths, tracking rules, and target feedback metrics to collect real public feedback without inflating current adoption.",
      "evidence_type": "artifact",
      "id": "pilot-outreach-kit",
      "metric_name": "pilot_outreach_message_count",
      "metric_value": 3,
      "resume_signal": "CI-verified pilot outreach kit",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/pilot-outreach-kit.json"
    },
    {
      "claim": "The project publishes a three-week pilot plan with participant segments, feedback evidence rules, success thresholds, issue labels, and resume upgrade rules before adoption claims are allowed.",
      "evidence_type": "artifact",
      "id": "pilot-program-plan",
      "metric_name": "pilot_program_segment_count",
      "metric_value": 3,
      "resume_signal": "CI-verified pilot program plan",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/pilot-program-plan.json"
    },
    {
      "claim": "The project publishes a generated pilot review tracker with planned reviewer segments, status counts, public evidence links, and resume-upgrade rules without counting unverified outreach as adoption or feedback.",
      "evidence_type": "artifact",
      "id": "pilot-review-tracker",
      "metric_name": "pilot_review_tracker",
      "metric_value": 1,
      "resume_signal": "CI-verified pilot review tracker",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/pilot-review-tracker.json"
    },
    {
      "claim": "The project publishes a pilot conversion board that separates current resume-safe readiness claims from blocked outcome claims for public feedback, business-case validation, and reproducible replay until public evidence exists.",
      "evidence_type": "artifact",
      "id": "pilot-conversion-board",
      "metric_name": "pilot_conversion_board",
      "metric_value": 1,
      "resume_signal": "CI-verified pilot conversion board",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/pilot-conversion-board.json"
    },
    {
      "claim": "The project publishes a resume outcome readiness evaluator that converts public evidence counts into claimable readiness lines and blocked outcome claims with remaining evidence requirements.",
      "evidence_type": "artifact",
      "id": "resume-outcome-readiness",
      "metric_name": "resume_outcome_readiness",
      "metric_value": 1,
      "resume_signal": "CI-verified resume outcome readiness evaluator",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/resume-outcome-readiness.json"
    },
    {
      "claim": "The project publishes a generated external review evidence ledger that defines public proof requirements for demo feedback, confirmed runs, business-case reviews, and reproducible bugs before resume outcome upgrades.",
      "evidence_type": "artifact",
      "id": "external-review-evidence-ledger",
      "metric_name": "external_review_evidence_ledger",
      "metric_value": 1,
      "resume_signal": "CI-verified external review evidence ledger",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/external-review-evidence-ledger.json"
    },
    {
      "claim": "Defines 5 public metric thresholds for feedback, confirmed runs, reproducible reports, business-case reviews, and repository interest before resume wording can be upgraded.",
      "evidence_type": "generated_json",
      "id": "outcome-upgrade-playbook",
      "metric_name": "outcome_upgrade_playbook",
      "metric_value": 1,
      "resume_signal": "CI-verified outcome upgrade playbook",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/outcome-upgrade-playbook.json"
    },
    {
      "claim": "Publishes 4 reviewer task paths, 6 evidence questions, and 5 metric conversion paths for collecting public feedback and AI Engineer review evidence without upgrading resume outcome wording before evidence exists.",
      "evidence_type": "generated_json",
      "id": "reviewer-feedback-packet",
      "metric_name": "reviewer_feedback_packet",
      "metric_value": 1,
      "resume_signal": "CI-verified reviewer feedback packet",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/reviewer-feedback-packet.json"
    },
    {
      "claim": "Publishes 4 public evidence paths that route demo visits, local replays, confirmed-user notes, and business-case reviews into label-based metrics with 7 remaining evidence items before stronger resume outcome claims are allowed.",
      "evidence_type": "generated_json",
      "id": "reviewer-funnel-board",
      "metric_name": "reviewer_funnel_board",
      "metric_value": 1,
      "resume_signal": "CI-verified reviewer funnel board",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/reviewer-funnel-board.json"
    },
    {
      "claim": "The project publishes a generated feedback-intake artifact that verifies the public demo feedback template captures reviewer path, environment, reproducibility outcome, bug or feature signals, and usefulness while preserving honest adoption and feedback baselines.",
      "evidence_type": "artifact",
      "id": "feedback-intake-quality",
      "metric_name": "feedback_intake_quality",
      "metric_value": 1,
      "resume_signal": "CI-verified feedback intake system",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/feedback-intake-quality.json"
    },
    {
      "claim": "The project publishes a generated intake artifact and GitHub issue template for collecting anonymized real-world data-quality problems, business context, tried route, outcome signal, and permission boundaries without claiming submitted external cases yet.",
      "evidence_type": "artifact",
      "id": "business-case-intake",
      "metric_name": "business_case_intake",
      "metric_value": 1,
      "resume_signal": "CI-verified business-case intake path",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/business-case-intake.json"
    },
    {
      "claim": "The project publishes a generated replay packet with 3 safe replay paths, 8 evidence fields, 5 safety requirements, bounded CSV/PostgreSQL agent endpoints, and zero current external replay claims.",
      "evidence_type": "artifact",
      "id": "business-data-replay-packet",
      "metric_name": "business_data_replay_packet",
      "metric_value": 1,
      "resume_signal": "CI-verified business-data replay packet",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/business-data-replay-packet.json"
    },
    {
      "claim": "The project publishes a reproducible anonymized business replay demo that verifies 8 support-ticket rows, 5 findings, 4 failed check types, 4 business-rule references, 3 root-cause hypotheses, and deterministic report verification without claiming real company data.",
      "evidence_type": "artifact",
      "id": "business-replay-demo",
      "metric_name": "business_replay_demo",
      "metric_value": 1,
      "resume_signal": "CI-verified business replay demo",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/business-replay-demo.json"
    },
    {
      "claim": "Reports rank root-cause hypotheses by confidence and attach supporting checks, tool evidence, and recommended actions.",
      "evidence_type": "source_and_tests",
      "id": "root-cause-ranking",
      "metric_name": "root_cause_hypothesis_count",
      "metric_value": 3,
      "resume_signal": "Evidence-ranked root-cause hypotheses",
      "status": "verified",
      "url": "https://github.com/sunnnn2005/data-quality-agent/blob/main/tests/test_agent.py"
    },
    {
      "claim": "The project publishes a generated evaluation summary covering status accuracy, finding recall, evidence support, fallback behavior, report-tool usage, report attachment, and latency across 14 scenarios.",
      "evidence_type": "artifact",
      "id": "eval-summary",
      "metric_name": "eval_scenario_count",
      "metric_value": 14,
      "resume_signal": "CI-verified agent evaluation harness",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/eval-summary.json"
    },
    {
      "claim": "The project publishes an eval artifact that verifies the LLM agent exposes 7 allowed tools and recommends relevant quality checks across 14 dataset scenarios without claiming paid model benchmark results.",
      "evidence_type": "artifact",
      "id": "tool-planning-eval",
      "metric_name": "tool_planning_eval",
      "metric_value": 1,
      "resume_signal": "CI-verified tool-planning evaluation",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/eval-summary.json"
    },
    {
      "claim": "The project publishes a generated feedback artifact with accepted/needs-review labels for 3 root-cause hypotheses without claiming external product feedback.",
      "evidence_type": "artifact",
      "id": "hypothesis-feedback",
      "metric_name": "hypothesis_feedback_label_count",
      "metric_value": 3,
      "resume_signal": "Human-reviewed root-cause feedback labels",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/hypothesis-feedback.json"
    },
    {
      "claim": "The project publishes a generated OpenAPI contract covering 6 core integration endpoints for business data, agent reports, trace lookup, dataset memory, and incident export.",
      "evidence_type": "artifact",
      "id": "openapi-contract",
      "metric_name": "openapi_required_endpoint_count",
      "metric_value": 6,
      "resume_signal": "CI-verified OpenAPI contract",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/openapi.json"
    },
    {
      "claim": "Public metrics are tracked without inflating stars, forks, watchers, issues, release, container, or test count.",
      "evidence_type": "metrics",
      "id": "adoption-baseline",
      "metric_name": "stars",
      "metric_value": 0,
      "resume_signal": "Public adoption baseline",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/adoption-metrics.json"
    },
    {
      "claim": "Resume-ready claims are summarized in a public Markdown page with current metrics and not-claimed signals.",
      "evidence_type": "documentation",
      "id": "resume-evidence-page",
      "resume_signal": "Human-readable resume evidence page",
      "status": "verified",
      "url": "https://github.com/sunnnn2005/data-quality-agent/blob/main/docs/resume-evidence.md"
    },
    {
      "claim": "The project has a public feedback issue template and a feedback log that starts from an honest zero-feedback baseline.",
      "evidence_type": "documentation",
      "id": "feedback-log",
      "metric_name": "external_feedback_items",
      "metric_value": 0,
      "resume_signal": "Public feedback tracking loop",
      "status": "verified",
      "url": "https://github.com/sunnnn2005/data-quality-agent/blob/main/docs/feedback-log.md"
    },
    {
      "claim": "Feedback and reproducible reports are tracked through a public metrics artifact generated from issue labels.",
      "evidence_type": "metrics",
      "id": "feedback-metrics",
      "metric_name": "external_feedback_items",
      "metric_value": 0,
      "resume_signal": "Machine-readable feedback metrics",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/feedback-metrics.json"
    },
    {
      "claim": "Stars, forks, watchers, issues, release, commit, and test count are tracked as an append-only JSONL history.",
      "evidence_type": "metrics_history",
      "id": "adoption-history",
      "resume_signal": "Public adoption history timeline",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/adoption-history.jsonl"
    },
    {
      "claim": "The project publishes a resume-safe public metrics summary that combines adoption, feedback, CI, release, outcome, and agent-readiness signals while preserving zero-user and zero-feedback baselines.",
      "evidence_type": "documentation",
      "id": "public-metrics-summary",
      "metric_name": "public_metrics_summary",
      "metric_value": 1,
      "resume_signal": "Unified public metrics summary",
      "status": "verified",
      "url": "https://github.com/sunnnn2005/data-quality-agent/blob/main/docs/public-metrics-summary.md"
    },
    {
      "claim": "A scheduled GitHub Actions workflow verifies the public demo, release page, business-impact artifact, outcome evidence manifest, and adoption metrics remain reachable.",
      "evidence_type": "scheduled_ci",
      "id": "public-evidence-health",
      "resume_signal": "Scheduled public evidence health check",
      "status": "verified",
      "url": "https://github.com/sunnnn2005/data-quality-agent/actions/workflows/public-evidence-health.yml"
    },
    {
      "claim": "A scheduled GitHub Actions workflow refreshes public feedback, adoption, GitHub traffic, star-growth, scorecard, and application evidence artifacts, then commits changed metrics back to the repository.",
      "evidence_type": "scheduled_ci",
      "id": "public-metrics-refresh",
      "resume_signal": "Scheduled public metrics refresh",
      "status": "verified",
      "url": "https://github.com/sunnnn2005/data-quality-agent/actions/workflows/refresh-public-metrics.yml"
    },
    {
      "claim": "The project publishes a generated real-model runbook with 5 run commands, 15 evidence fields, 8 acceptance criteria, 5 safety gates, and zero current real model run claims.",
      "evidence_type": "artifact",
      "id": "real-model-runbook",
      "metric_name": "real_model_runbook",
      "metric_value": 1,
      "resume_signal": "CI-verified real-model runbook",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/real-model-runbook.json"
    },
    {
      "claim": "The project publishes a generated real-model evidence capture gate requiring 17 redacted telemetry fields before any real LLM agent run can be upgraded from ready to completed.",
      "evidence_type": "artifact",
      "id": "real-model-evidence-capture",
      "metric_name": "real_model_evidence_capture",
      "metric_value": 1,
      "resume_signal": "CI-verified real-model evidence capture gate",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/real-model-evidence-capture.json"
    },
    {
      "claim": "The project documents implemented LLM agent capabilities separately from partial embedding-backed RAG, observability, evaluation, and feedback-informed memory work.",
      "evidence_type": "documentation",
      "id": "agent-readiness",
      "metric_name": "implemented_agent_capabilities",
      "metric_value": 16,
      "resume_signal": "Public LLM agent readiness checklist",
      "status": "verified",
      "url": "https://github.com/sunnnn2005/data-quality-agent/blob/main/docs/agent-readiness.md"
    },
    {
      "claim": "The project publishes an external-run evidence packet with public issue #18, a dedicated external run review issue template, 3 reviewer run paths, 8 required submission fields, 3 resume-upgrade rules, and privacy boundaries while preserving the current zero-adoption baseline.",
      "evidence_type": "json",
      "id": "external-run-evidence-packet",
      "metric_name": "external_run_evidence_packet",
      "metric_value": 1,
      "resume_signal": "CI-verified external run evidence packet",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/external-run-evidence-packet.json"
    },
    {
      "claim": "The project publishes a copy-ready external reviewer request pack linked to issue #18 with 3 outreach messages, 3 run paths, 8 evidence fields, permission-based counting rules, and a zero-count baseline.",
      "evidence_type": "json",
      "id": "external-reviewer-request-pack",
      "metric_name": "external_reviewer_request_pack",
      "metric_value": 1,
      "resume_signal": "CI-verified external reviewer request pack",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/external-reviewer-request-pack.json"
    },
    {
      "claim": "The project publishes a GitHub Pages external-run quickstart that routes reviewers through 3 run paths, 8 evidence fields, public issue #18, the structured review template, and privacy boundaries before any external-user or feedback claim can be counted.",
      "evidence_type": "public_url_and_artifact",
      "id": "external-run-quickstart",
      "metric_name": "external_run_quickstart_page",
      "metric_value": 1,
      "resume_signal": "CI-verified external-run quickstart page",
      "status": "verified",
      "url": "https://sunnnn2005.github.io/data-quality-agent/external-run-quickstart.html"
    },
    {
      "claim": "The project publishes an external reviewer outreach tracker with 3 queued reviewer segments, 3 source outreach messages, follow-up windows, public-evidence counting rules, and zero contacted-reviewer or feedback claims.",
      "evidence_type": "artifact",
      "id": "external-reviewer-outreach-tracker",
      "metric_name": "external_reviewer_outreach_tracker",
      "metric_value": 1,
      "resume_signal": "CI-verified external reviewer outreach tracker",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/external-reviewer-outreach-tracker.json"
    },
    {
      "claim": "validates public reviewer issue fields, explicit counting permission, non-owner authorship, runnable-path evidence, and sensitive-data guardrails before any user, feedback, reproducible-run, or business-case metric can increase",
      "evidence_type": "generated_artifact",
      "id": "external-reviewer-evidence-gate",
      "metric_name": "external_reviewer_evidence_gate",
      "metric_value": 1,
      "resume_signal": "CI-verified external reviewer evidence gate",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/external-reviewer-evidence-gate.json"
    },
    {
      "claim": "The project publishes an accepted evidence rollup that converts gated public reviewer evidence into claimable and blocked resume outcome metrics, preserving zero confirmed external-user, feedback, reproducible-run, and business-case counts until accepted issue evidence exists.",
      "evidence_type": "generated_artifact",
      "id": "accepted-evidence-rollup",
      "metric_name": "accepted_evidence_rollup",
      "metric_value": 1,
      "resume_signal": "CI-verified accepted evidence rollup",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/accepted-evidence-rollup.json"
    },
    {
      "claim": "The project publishes a business-impact ledger that converts accepted anonymized business-case issues into resume-safe workflow, impact, and evidence-mapping fields while preserving the zero accepted business-impact baseline.",
      "evidence_type": "generated_artifact",
      "id": "business-impact-ledger",
      "metric_name": "business_impact_ledger",
      "metric_value": 1,
      "resume_signal": "CI-verified business-impact ledger",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/business-impact-ledger.json"
    },
    {
      "claim": "The project publishes a reviewer evidence kit that gives real reviewers 5 public issue templates, copy-ready prompts, privacy and permission steps, and zero-count baselines before any external outcome claim can increase.",
      "evidence_type": "generated_artifact",
      "id": "reviewer-evidence-kit",
      "metric_name": "reviewer_evidence_kit",
      "metric_value": 1,
      "resume_signal": "CI-verified reviewer evidence kit",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/reviewer-evidence-kit.json"
    },
    {
      "claim": "The project publishes a resume traction proof that separates 4 currently claimable launch and quality signals from 4 future outcome claims and 5 blocked overclaiming rules for adoption, feedback, production use, and GitHub stars.",
      "evidence_type": "generated_artifact",
      "id": "resume-traction-proof",
      "metric_name": "resume_traction_proof",
      "metric_value": 1,
      "resume_signal": "CI-verified resume traction proof",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/resume-traction-proof.json"
    },
    {
      "claim": "The project publishes a reviewer action queue with 8 concrete outreach tasks, 5 public evidence goals, privacy boundaries, permission-to-count rules, and a zero contacted or completed baseline.",
      "evidence_type": "generated_artifact",
      "id": "reviewer-action-queue",
      "metric_name": "reviewer_action_queue",
      "metric_value": 1,
      "resume_signal": "CI-verified reviewer action queue",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/reviewer-action-queue.json"
    },
    {
      "claim": "The project publishes a reviewer outreach execution pack with 8 ready-to-send messages, 8 follow-up rules, 5 public evidence goals, privacy boundaries, permission-to-count rules, and a zero sent or completed baseline.",
      "evidence_type": "generated_artifact",
      "id": "reviewer-outreach-execution-pack",
      "metric_name": "reviewer_outreach_execution_pack",
      "metric_value": 1,
      "resume_signal": "CI-verified reviewer outreach execution pack",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/reviewer-outreach-execution-pack.json"
    },
    {
      "claim": "The project publishes a resume outcome metrics board that tracks 6 evidence-gated outcome categories for external adoption, feedback, reproducible runs, business-case validation, AI Engineer review, and GitHub stars while keeping all zero-count outcome claims blocked.",
      "evidence_type": "generated_artifact",
      "id": "resume-outcome-metrics",
      "metric_name": "resume_outcome_metrics",
      "metric_value": 1,
      "resume_signal": "CI-verified resume outcome metrics board",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/resume-outcome-metrics.json"
    },
    {
      "claim": "The project converts blocked user, feedback, AI Engineer review, business-case, and GitHub-star outcome goals into 5 concrete next actions with public evidence paths, completion checks, zero accepted public evidence, and 8 not-sent reviewer outreach slots preserved.",
      "evidence_type": "generated_json",
      "id": "resume-outcome-action-checklist",
      "metric_name": "resume_outcome_action_checklist",
      "metric_value": 1,
      "resume_signal": "CI-verified resume outcome action checklist",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/resume-outcome-action-checklist.json"
    },
    {
      "claim": "The project publishes a reviewer submission hub with 6 public submission paths, 6 tracked outcome categories, 23 required evidence fields, conservative counting rules, and zero current outcome claims upgraded.",
      "evidence_type": "generated_artifact",
      "id": "reviewer-submission-hub",
      "metric_name": "reviewer_submission_hub",
      "metric_value": 1,
      "resume_signal": "CI-verified reviewer submission hub",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/reviewer-submission-hub.json"
    },
    {
      "claim": "The project publishes a public outcome collection page with 5 next actions, 6 submission paths, 23 required evidence fields, zero-count outcome baselines, and privacy boundaries for collecting future resume-safe evidence.",
      "evidence_type": "generated_artifact",
      "id": "outcome-collection-page",
      "metric_name": "outcome_collection_page",
      "metric_value": 1,
      "resume_signal": "CI-verified public outcome collection page",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/outcome-collection.json"
    },
    {
      "claim": "The project publishes a public reviewer call for 3 reviewer segments, 6 submission paths, 8 outreach tasks, 23 required evidence fields, conservative counting rules, and zero current outcome counts upgraded.",
      "evidence_type": "generated_artifact",
      "id": "public-reviewer-call",
      "metric_name": "public_reviewer_call",
      "metric_value": 1,
      "resume_signal": "CI-verified public reviewer call",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/public-reviewer-call.json"
    },
    {
      "claim": "The project publishes a reviewer share kit with 5 copy-ready messages, 5 share channels, issue #19, 6 submission paths, permission boundaries, and zero sent or completed outreach claimed.",
      "evidence_type": "generated_artifact",
      "id": "reviewer-share-kit",
      "metric_name": "reviewer_share_kit",
      "metric_value": 1,
      "resume_signal": "CI-verified reviewer share kit",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/reviewer-share-kit.json"
    },
    {
      "claim": "The project publishes a reviewer outreach status board with 8 reviewer slots, 5 status stages, 5 evidence goals, public evidence-gate rules, and zero sent, replied, accepted-evidence, or resume-upgrade claims.",
      "evidence_type": "generated_artifact",
      "id": "reviewer-outreach-status-board",
      "metric_name": "reviewer_outreach_status_board",
      "metric_value": 1,
      "resume_signal": "CI-verified reviewer outreach status board",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/reviewer-outreach-status-board.json"
    },
    {
      "claim": "The project publishes a resume claim upgrade ledger mapping 6 real outcome metrics to public evidence gates, exact future resume wording, 6 blocked upgrade rows, and zero current user, feedback, AI review, business-case, or GitHub-star claims.",
      "evidence_type": "generated_artifact",
      "id": "resume-claim-upgrade-ledger",
      "metric_name": "resume_claim_upgrade_ledger",
      "metric_value": 1,
      "resume_signal": "CI-verified resume claim upgrade ledger",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/resume-claim-upgrade-ledger.json"
    },
    {
      "claim": "The project publishes a GitHub discovery profile verifying 16 precise repository topics, public homepage metadata, 6 reviewer entrypoints, and the current zero-star baseline without claiming organic discovery or adoption.",
      "evidence_type": "generated_artifact",
      "id": "github-discovery-profile",
      "metric_name": "github_discovery_profile",
      "metric_value": 1,
      "resume_signal": "CI-verified GitHub discovery profile",
      "status": "verified",
      "url": "https://raw.githubusercontent.com/sunnnn2005/data-quality-agent/main/docs/github-discovery-profile.json"
    }
  ],
  "not_claimed": [
    {
      "metric": "users",
      "reason": "No verified external users yet."
    },
    {
      "metric": "customer_feedback",
      "reason": "No external feedback issue has been submitted yet."
    },
    {
      "metric": "production_company_usage",
      "reason": "The project demonstrates a realistic business workflow, not verified enterprise production adoption."
    }
  ],
  "project": "Data Quality Agent",
  "updated_at": "2026-08-13T04:58:00Z"
}