grad-agent

An autonomous MCP agent that helps you apply to fully funded MS and PhD programs.

Discover and draft

• Discovers professors on arXiv in your research areas, or deadline-driven per program (run_program_batch)
• Resolves each professor's identity by anchoring on the trigger paper's canonical Semantic Scholar authorId, not the name string — name collisions like "Wei Zhang" are structurally impossible to confuse
• Refuses to draft when identity cannot be anchored; the specific mismatch (e.g. identity ambiguous: 2 comparable candidates, h=40 vs h=38) is persisted to a skipped sheet for audit
• Verifies each candidate is actually faculty (h-index and paper-count gates)
• Filters by region (target_regions: [US, Canada] in your profile; keyword table + homepage TLD + LLM fallback)
• Scrapes their lab page for a recruiting signal + email address
• Matches them to your strongest shipped project (tag overlap + TF-IDF semantic layer + learned response-rate bias)
• Drafts a specific, fact-checked cold email: Claude Haiku writes a hook spanning the prof's recent papers, then a second call verifies every claim against the abstracts and rewrites anything unsupported
• Scores each draft 1 to 10 for fit, with a one-line reason, so you can triage in seconds
• Freshness warnings on every draft: cross-checks the S2 affiliation against the prof's live homepage (flags MISMATCH if they may have moved labs) and flags researchers who have not published in 2+ years

Learn and follow through

• Detects professor replies via read-only IMAP and tags the log automatically
• Learns from outcomes: projects that earn replies rank up in future matching (outcome_report shows what works)
• Drafts follow-up nudges for profs silent 10+ days; never nudges the same prof twice
• Generates an interview prep one-pager when a prof replies: their papers summarised, likely questions, your talking points

Track everything

• Compiles per-school SOPs to PDF (LaTeX), versioned so no draft is ever overwritten
• Tracks outreach, LOR requests, program deadlines, and external scholarships (Mastercard, Commonwealth, Fulbright, Rhodes, and more) in xlsx/yaml
• Emails every draft to your inbox for review; nothing is ever sent to a professor without you

Runs as a stdio MCP server for Claude Code / Claude Desktop / any MCP client, or as a plain CLI.

Published on:

• PyPI: grad-agent
• MCP Registry: io.github.i-ninte/grad-agent

Install

Pick one:

# Recommended for MCP clients (Claude Desktop, Claude Code, etc.)
uvx grad-agent server      # single-shot, no persistent install

# Persistent CLI install
pipx install grad-agent

# Or in a venv
python3 -m venv .venv && source .venv/bin/activate
pip install grad-agent

Set up in 5 minutes

grad-agent init

This writes:

• ~/.grad-agent/profile.yaml — your identity, projects, preferences
• ~/.grad-agent/programs.yaml — target programs (seeded)
• ~/.grad-agent/scholarships.yaml — external scholarships with deadlines (seeded)
• ~/.grad-agent/.env — secrets template

Fill in ~/.grad-agent/.env:

ANTHROPIC_API_KEY=sk-ant-...
SMTP_SERVER=smtp.gmail.com        # presets for Outlook/Yahoo/Zoho in the template
SMTP_PORT=587
SMTP_USERNAME=you@gmail.com
SMTP_PASSWORD=<gmail app password>
SMTP_FROM=you@gmail.com
# Optional:
S2_API_KEY=                       # free Semantic Scholar key, dedicated rate limits
                                  # (client-side throttle already enforces >=1.1s between requests)
IMAP_SERVER=imap.gmail.com        # read-only reply detection; defaults to SMTP creds
GITHUB_USERNAME=your-gh
GITHUB_TOKEN=github_pat_...
HF_USERNAME=your-hf

Fill in the important bits of ~/.grad-agent/profile.yaml:

• name, identity_line, portfolio
• cv_path, transcript_path (absolute paths)
• degree_status: bachelors | masters (drives PhD eligibility gating)
• target_term, target_degree
• research_areas: [nlp, ai4health, ...]
• target_regions: [US, Canada] — only draft for profs in these regions (empty = anywhere)
• seed_projects: 3 to 10 flagship projects with name, pitch, link, tags

Profile edits apply immediately, even while a long-running MCP session is open.

Then:

grad-agent sync        # scan projects (GitHub + HF + local)
grad-agent run         # one batch, drafts land in your inbox

Register with Claude Code

Three commands, in order:

pipx install grad-agent
pipx ensurepath                              # macOS/Linux: opens ~/.local/bin on PATH
                                             # Windows: opens %USERPROFILE%\.local\bin on PATH
claude mcp add grad-agent grad-agent server

On Windows you may need to open a new PowerShell or Terminal window after pipx ensurepath for the PATH change to take effect.

Prefer a zero-install one-liner? Skip pipx and use uvx:

claude mcp add grad-agent uvx grad-agent server

Then in a new Claude Code session:

/mcp

You should see grad-agent connected with ~36 tools. Before it does anything useful, run grad-agent init (or uvx grad-agent init) and fill in ~/.grad-agent/.env and ~/.grad-agent/profile.yaml as described in the setup section above.

If you skipped pipx ensurepath, grad-agent register-claude prints an absolute-path variant of the command that works without PATH changes.

Register with Claude Desktop

Edit ~/Library/Application Support/Claude/claude_desktop_config.json:

{
  "mcpServers": {
    "grad-agent": {
      "command": "uvx",
      "args": ["grad-agent", "server"]
    }
  }
}

The uvx command needs no prior install. If you already ran pipx install grad-agent, you can use "command": "grad-agent", "args": ["server"] instead.

Any other MCP client (Cursor, Zed, Windsurf) uses the same manifest shape; just point them at uvx grad-agent server.

Daily autonomous run

The package ships scheduler templates for all three OSes. grad-agent schedule emits the right one for your platform:

grad-agent schedule --dest .

Then follow the install instructions the command prints. In case you want them up front:

macOS (launchd):

cp com.gradagent.daily.plist ~/Library/LaunchAgents/
launchctl load ~/Library/LaunchAgents/com.gradagent.daily.plist

Linux (systemd user timer, fires at 08:00 local):

mkdir -p ~/.config/systemd/user
cp grad-agent-daily.service grad-agent-daily.timer ~/.config/systemd/user/
systemctl --user daemon-reload
systemctl --user enable --now grad-agent-daily.timer

Windows (Task Scheduler):

# In an elevated PowerShell prompt:
schtasks /Create /TN "grad-agent-daily" /XML .\grad-agent-daily.xml

Or import the XML via the Task Scheduler GUI (Action → Import Task).

Every morning: replies auto-detected via IMAP, follow-up nudges drafted for silent profs, 3 identity-verified faculty leads with fit scores (best fit first), hooks fact-checked against paper abstracts, freshness warnings when a prof's S2 record and live homepage disagree, plus program and scholarship deadline warnings — all in one review email. Skipped leads are persisted with the specific mismatch reason (view with skipped_log_view or open the skipped sheet).

What each MCP tool does

Blog publishing tools (publish_article, update_article, ...) are gated behind blog.enabled: true in profile.yaml and are specific to the author's Turso-backed Next.js portfolio. Most users can ignore them.

What the agent will not do