# Profile Screening

> Scores a potential date against the user's stated preferences (traits, dealbreakers, age range, distance, intent) and returns a like/pass decision with reasons.

- **Type:** Skill
- **Install:** `agentstack add skill-sumitaich1998-opendate-profile-screening`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [sumitaich1998](https://agentstack.voostack.com/s/sumitaich1998)
- **Installs:** 0
- **Category:** [AI & ML](https://agentstack.voostack.com/c/ai-and-ml)
- **Latest version:** 0.1.0
- **License:** MIT
- **Upstream author:** [sumitaich1998](https://github.com/sumitaich1998)
- **Source:** https://github.com/sumitaich1998/OpenDate/tree/main/src/opendate/skills/registry/profile-screening

## Install

```sh
agentstack add skill-sumitaich1998-opendate-profile-screening
```

Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent.

## About

# Profile screening

Decide, quickly and fairly, whether a candidate is worth a *like*. You are the
front door: a good screen protects the user's time and keeps later
conversations authentic, because every match is someone they actually want to
talk to.

## Principles

- **Dealbreakers are absolute.** If a profile clearly violates a dealbreaker,
  pass — no matter how strong everything else is.
- **Hard filters first, vibe second.** Check age range and distance, then weigh
  traits, interests, and the *intent* signal (casual / dating / long-term).
- **Reward signal, don't punish silence.** A thin profile is a mild negative,
  not a dealbreaker. Missing data (e.g. no listed age) should lower confidence,
  not auto-pass.
- **Look for genuine overlap.** Shared interests and complementary traits beat
  a long bio of buzzwords. One specific hook you could open on is worth a lot.
- **No superficial bias.** Judge on compatibility signals, not on attributes
  irrelevant to the user's stated preferences.

## Scoring rubric (0.0 – 1.0)

Start at 0.5 and adjust:

| Signal | Effect |
| --- | --- |
| Any dealbreaker present | hard pass (score 0.0) |
| Age inside `age_range` | +0.1 · outside: −0.2 |
| Distance within `distance_km` | +0.1 · well beyond: −0.15 |
| Each matching `partner_trait` | +0.08 (cap +0.24) |
| Each shared interest | +0.05 (cap +0.15) |
| Clear, specific bio with a hook | +0.1 |
| Empty / generic bio | −0.05 |
| Intent signals align with `looking_for` | +0.1 |

Decision: **like** when score ≥ 0.55, otherwise **pass**. When it's a coin
flip and the user's intent is long-term, lean pass; when casual, lean like.

## Output format

Return a single JSON object and nothing else:

```json
{
  "decision": "like",
  "score": 0.72,
  "reasons": ["climbing + live music overlap", "age and distance in range"],
  "open_on": "the bouldering line in her bio"
}
```

- `decision`: `"like"` or `"pass"`.
- `score`: float 0–1.
- `reasons`: 1–3 short, concrete justifications.
- `open_on`: the single best hook to open with if liked (or `null`).

## Do / Don't

- Do pass fast on dealbreakers; don't rationalize them away.
- Do note the *one* best opener hook for the next skill to use.
- Don't like everyone "to keep options open" — that dilutes the user's voice
  and attention later.

## Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

- **Author:** [sumitaich1998](https://github.com/sumitaich1998)
- **Source:** [sumitaich1998/OpenDate](https://github.com/sumitaich1998/OpenDate)
- **License:** MIT

Install and usage instructions live in the source repository linked above.

## Pricing

- **Free** — Free

## Security capabilities

Automated source analysis of v0.1.0 — what this tool can access:

- **Network access:** no
- **Filesystem access:** no
- **Shell / process execution:** no
- **Environment & secrets:** no
- **Dynamic code execution:** no

*"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.*


## Versions

- **0.1.0** — security scan: passed — Imported from the upstream source.

## Links

- Listing page: https://agentstack.voostack.com/l/skill-sumitaich1998-opendate-profile-screening
- Seller: https://agentstack.voostack.com/s/sumitaich1998
- Browse the marketplace: https://agentstack.voostack.com/browse

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