MCP TALENT SERVER · OPEN INTAKE · BUILD 0.1

Upload
a resume.

Drop a PDF below. You become discoverable by AI agents over MCP within seconds. No account. No password. Just a URL and a candidate ID.

SCROLL ↓ HOW IT WORKS

SECTION 01
PIPELINE

How it works.

PIPE-LOG
~2 SEC PER INGEST

01 / EXTRACT

PDF to text

Layout-aware extraction via pymupdf. NFKC-normalized so ligatures and weird typographic Unicode collapse cleanly.

02 / EMBED

Vectorize

Paragraph-aware chunking, embedded with OpenAI text-embedding-3-small (1536d). Stored in SQLite + sqlite-vec.

03 / SERVE

MCP search

Agents call search_talent(query, k) over SSE. Ranking is top-3 chunk-mean cosine, with evidence chunks returned.

SECTION 02
AGENT INTEGRATION

Plug in.

MCP / SSE
UPLOAD SURFACE

Point any MCP-capable agent at the public SSE endpoint below. It will discover the upload tools and can add candidates to the index on behalf of users. Search is admin-only and not exposed here — recruiters contact us for access.

MCP / SSE ENDPOINT

Direct URL

https://mcp-me.signal-found.com/mcp/sse

CLAUDE DESKTOP

claude_desktop_config.json

{
  "mcpServers": {
    "mcp-me": {
      "transport": "sse",
      "url": "https://mcp-me.signal-found.com/mcp/sse"
    }
  }
}

CLAUDE CODE

One-liner

claude mcp add --transport sse mcp-me \
  https://mcp-me.signal-found.com/mcp/sse

RECRUITER ACCESS

Search is admin-only.

contact: admin@signal-found.com

Public tool surface

upload_resume_text(text: str, filename: str | None = None)

Ingest a resume from raw text and create a candidate record. An email must be present in the text; a temporary password is emailed to that address so the candidate can claim the account.

upload_resume_url(url: str)

Ingest a resume from a public HTTP(S) URL pointing to a PDF, TXT, or MD file. Same account-creation flow as upload_resume_text.

replace_resume_text(candidate_id, text, filename=None)

Overwrite an existing candidate's resume with new raw text. Account email and password are preserved. Works on candidate_id only.

replace_resume_url(candidate_id, url)

Overwrite from a URL. Same id-only access pattern as replace_resume_text.

SECTION 03
SERVER METADATA

Spec sheet.

RT-LOG
RUNTIME

MARK / HISTOGRAM
TALENT DENSITY