Ai Hr Management Toolkit

https://your-domain.com/api/mcp

You: "Parse this resume and tell me if they're a good fit for our Senior Engineer role"
AI → parse_resume(file)     → raw text, contact info, section map
AI → inspect_pipeline(rawText)     → 5-stage confidence scores, entity classification
AI → analyze_resume(text, aspects=["skills", "patterns", "similarity"], jobDescription=...)     → 13 skill categories with proficiency levels     → career trajectory, metrics, date ranges     → cosine 0.74, skill match 82%, gap analysis
AI synthesizes → "Strong match. 6 of 8 required skills present.                  Two gaps: Kubernetes and system design at scale.                  Recommend: Technical Screen"

┌─────────────┐    ┌──────────────┐    ┌──────────────┐    ┌────────────────┐    ┌───────────────┐│  Ingestion  │───▶│ Sanitization │───▶│ Tokenization │───▶│ Classification │───▶│ Serialization ││ (file/URL)  │    │ (noise trim) │    │  (TF-IDF)    │    │ (NER + disamb) │    │ (structured)  │└─────────────┘    └──────────────┘    └──────────────┘    └────────────────┘    └───────────────┘

contact        — name, email, phone, location, LinkedIn, GitHub, website, portfoliosummary        — professional summary textskills[]       — name, category (13 types), proficiency, usage contextexperience[]   — company, title, start/end dates, highlights, achievements (with metrics), technologieseducation[]    — institution, degree, field, dates, GPAcertifications[] — name, issuer, date, credential URLprojects[]     — name, description, URL, technologies, highlightslanguages[]    — spoken language and proficiency

src/├── app/│   ├── page.tsx              # Main UI (tabs, provider selector, chat, ATS)│   ├── layout.tsx            # Root layout + global styles│   └── api/│       ├── parse/route.ts    # Single resume parse│       ├── batch-parse/route.ts│       ├── chat/route.ts     # Conversational AI with tool access│       ├── mcp/route.ts      # MCP server (Streamable HTTP)│       ├── models/route.ts   # Provider model listing│       ├── export/route.ts   # JSON / CSV / PDF export│       └── email/route.ts    # SMTP email├── components/               # React UI components (parse, batch, chat, ATS)│   └── ats/                  # ATS-specific views (Kanban, Dashboard, Scheduler…)└── lib/    ├── ai-model.ts           # Multi-provider model config (no env fallback)    ├── mcp-server.ts         # MCP server — registers all 21 tools    ├── schemas/    │   ├── resume.ts         # Zod v4 ResumeSchema    │   └── criteria.ts       # Assessment criteria schema    ├── analysis/    │   ├── pipeline.ts       # 5-stage pipeline orchestrator    │   ├── sanitizer.ts      # Text cleaning    │   ├── keyword-extractor.ts  # TF-IDF    │   ├── classifier.ts     # NER with context disambiguation    │   ├── pattern-matcher.ts    # Regex extraction (metrics, dates, contacts)    │   └── scoring.ts        # Cosine similarity, Jaccard, skill matching    ├── parser/    │   ├── pdf.ts, docx.ts, text.ts, markdown.ts, url.ts    │   └── index.ts    ├── ats/    │   ├── types.ts          # ATS entity types    │   ├── store.ts          # In-memory ATS state    │   ├── demo-data.ts      # Realistic seed data generator    │   └── context.tsx       # React context for ATS state    └── tools/        ├── parse-resume.ts       # parse_resume        ├── inspect-pipeline.ts   # inspect_pipeline        ├── export-results.ts     # export_results        ├── send-email.ts         # send_email        └── mcp/                  # 17 MCP-specific tools            ├── analyze-resume.ts     # analyze_resume (unified: keywords, patterns, entities, skills, experience, similarity)            ├── batch-parse.ts        # batch_parse_resumes            ├── assess-candidate.ts   # assess_candidate            ├── ats-manage-candidates.ts  # ats_manage_candidates (includes rank/filter/compare/summarize)            ├── ats-manage-jobs.ts            ├── ats-manage-offers.ts            ├── ats-manage-notes.ts            ├── ats-analytics.ts      # ats_analytics (unified dashboard + pipeline)            ├── ats-schedule-interview.ts            ├── ats-interview-feedback.ts            ├── ats-search.ts            ├── ats-generate-demo-data.ts            ├── ats-compliance.ts     # Enterprise: EEO / GDPR / audit            ├── ats-talent-pool.ts    # Enterprise: passive candidate CRM            ├── ats-scorecard.ts      # Enterprise: structured scorecards            ├── ats-onboarding.ts     # Enterprise: onboarding checklists            └── ats-communication.ts  # Enterprise: email templates & history