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Dating Bio

General, non-manipulative dating-profile bio-writing tips — structure, tone, cliche scanning and photo advice

Unify Dynamics LLC

Documentation
Tools9read-only
Sign-inNoneno account, no key
Data keptNoneprocessed in memory
PriceFreeoptional Pro limits
StatusLiveMCP + REST
Works withMCP · RESTany agent

Try asking

Real questions, and the tools your agent calls to answer them.

What's a good structure for a dating profile bio?
Tools called
bio_structure_guide
Why isn't my dating bio getting any responses?
Tools called
bio_pitfalls_guide
Check my dating bio for cliches
Tools called
cliche_scan
Give me a playful tone approach for my bio
Tools called
tone_style_guide
How do I answer dating app prompts well?
Tools called
prompt_answer_tips
What photos should I use for my dating profile?
Tools called
photo_selection_tips
Does my bio sound entitled or pushy?
Tools called
authenticity_check
How long should my dating bio be?
Tools called
length_readability_guide
What does 'breadcrumbing' mean?
Tools called
glossary

About

Dating Bio is a fully local dating-profile bio-writing reference — general, non-manipulative tips for describing yourself authentically. bio_structure_guide gives a four-part scaffold (hook, specifics, warmth/humor, conversation starter). bio_pitfalls_guide lists common mistakes (the wall of text, only-negatives framing, listing traits instead of showing them, the humble-brag résumé, vagueness). cliche_scan takes bio text you provide and flags recognized overused phrases with a suggested reframe for each. tone_style_guide covers four tone approaches with technique notes, not finished example bios. prompt_answer_tips and photo_selection_tips are general, platform-agnostic reference guidance. authenticity_check scans bio text you provide for entitled/negging language, pressure tactics, over-the-top first-contact intensity, or dishonest framing, so you can catch concerning phrasing in your own writing. length_readability_guide covers general length and readability tips. glossary defines dating-app terms for context (ghosting, catfishing, love bombing, breadcrumbing). This is general writing guidance for authentic self-presentation, explicitly not advice for pursuing, persuading, or manipulating any specific other person. Keyless; fully local; zero upstream calls; nothing you submit is stored.

Sources: Hand-curated original reference content and keyword lists; fully local, zero upstream calls

Privacy

The publisher, Unify Dynamics LLC, states that tool inputs are processed in memory and not retained.

Data not collectedNo account, no profile, no stored prompts or results.
Privacy policyTerms

What it can do

9 tools, grouped by job. Every one is read-only or compute-only.

OpenAPI
Write the Bio3 tools
  • Bio structure guideA four-part structure scaffold for a dating bio — opening hook, two or three specific details, a touch of warmth or humor, and a…
  • Bio pitfalls guideCommon ways dating bios fall flat — the wall of text, only-negatives framing, listing traits instead of showing them, the humble-brag résumé,…
  • Tone style guideFour tone approaches for a dating bio — playful, sincere, minimalist, adventurous — each with a description and a technique note (not a finished…
Scan & Check2 tools
  • Cliche scanScans bio text you provide against a curated list of overused dating-bio phrases ("partner in crime", "no drama", "down to earth", ...) and…
  • Authenticity checkScans bio text you provide for entitled/negging language, pressure or urgency tactics, over-the-top first-contact intensity, or signs of dishonest…
Polish It Up4 tools
  • Prompt answer tipsGeneral tips for answering short platform "prompt" style bio questions — specificity, memorability, variety across answers — not tied to any named…
  • Photo selection tipsGeneral, non-manipulative tips for choosing profile photos — recency, a clear unfiltered face photo, a mix of shot types, obvious identification…
  • Length readability guideGeneral length and readability guidance for a bio meant to be read on a phone screen — roughly how long is enough, and tips for keeping it easy to…
  • GlossaryDefinitions of dating-app terms for context — prompt, ghosting, catfishing, love bombing, breadcrumbing, soft launch.

Information

PublisherUnify Dynamics LLC
CategoryEveryday life
LanguagesEnglish
Built forGlobal
CompatibilityAny MCP client · any agent · REST
Version0.1.0
MCP endpointhttps://datingbio.connectorbay.com/mcp
REST APIopenapi.json
SupportGet help · Status
CountryWorldwide

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Documentation

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What Dating Bio is for

"Does my dating bio sound generic?", "why isn't my bio getting responses?", "does this sound pushy?" — general, non-manipulative tips for writing a dating-profile bio that actually sounds like you, plus two tools that scan text you provide rather than just handing back static advice.

What it does

bio_structure_guide gives a four-part scaffold — hook, specific details, warmth or humor, a conversation- starter close. bio_pitfalls_guide lists the common ways bios fall flat. cliche_scan checks bio text you provide against 15 recognized overused phrases ("partner in crime", "no drama", "down to earth", ...) and suggests a more specific reframe for each match. tone_style_guide covers four tone approaches — playful, sincere, minimalist, adventurous — with technique notes rather than finished example bios to copy. prompt_answer_tips and photo_selection_tips are general, platform-agnostic guidance. authenticity_check scans bio text you provide for entitled or negging language, pressure tactics, over-the-top first-contact intensity, or signs of dishonest framing, so you can catch concerning phrasing in your own draft before posting it. length_readability_guide covers general length and readability tips, and glossary defines dating-app terms for context (ghosting, catfishing, love bombing, breadcrumbing).

What it is not

Not relationship, dating-strategy, or persuasion coaching aimed at any specific other person, and not a guarantee of any outcome. Every tip here is about describing yourself more clearly and authentically — nothing in this connector helps craft a message aimed at manipulating, deceiving, or pursuing a named individual, and the authenticity_check tool exists specifically to help you avoid sounding that way yourself, not to evaluate anyone else's profile. Bio text you submit for scanning is processed only to produce that one response and is never stored or logged.

Privacy policy

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Dating Bio — Privacy Policy

Effective 24 September 2026. Unify Dynamics LLC ("we", "us"), Menlo Park, California.

What Dating Bio is. Dating Bio is a connector (an MCP server and REST API) that AI assistants and personal agents call on your behalf for hand-curated dating-profile bio-writing tips — structure guidance, tone styles, and two text-analysis tools that scan a bio you provide for common clichés or manipulative-sounding phrasing. You interact with your assistant; the assistant sends us only the arguments needed for that one lookup.

What we receive. The arguments of each tool call — a tone or platform style, a glossary term, or bio text you submit to be scanned — the technical headers needed to serve the request (an IP address or a client identifier supplied by the assistant, and a Pro API key if you have one), and standard server logs.

Everything is answered from bundled, hand-curated reference content and nothing is stored. No request is forwarded to any third party — there is no upstream call at all, live or otherwise — and no query is logged in request bodies, recorded, or used to train anything.

What we do not receive or store. We do not receive your conversation with the assistant or your name, and we do not build a profile from your queries: each request is answered independently and nothing carries over between requests. Rate-limit counters (a client identifier and timestamps) are held in memory for at most 24 hours. Hosting-provider access logs, which contain IP addresses and request paths but not request bodies, are retained for up to 30 days for security and abuse prevention.

Sub-processors. None — the entire dataset is bundled with the server and answered locally. Hosting: Vercel (United States regions).

Legal bases and your rights. Our processing is necessary to provide the service you request through your assistant. Because we store no personal data beyond short-lived logs, requests to access, correct or delete personal data are usually satisfied automatically; you can still contact agent@connectorbay.com and we will respond within 30 days. We do not sell or share personal information and do not use your data to train models.

Children. Dating Bio is a general-audience service operated by the adult using the assistant. Bio text you submit for cliché or authenticity scanning is processed in memory for that one response and is not stored, logged, or used for anything else.

Changes. We will post changes here with a new effective date.

Terms of service

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Dating Bio — Terms of Service

Effective 24 September 2026. These terms govern use of the Dating Bio connector ("the Service") operated by Unify Dynamics LLC ("we", "us").

  1. The Service. Dating Bio returns hand-curated dating-profile bio-writing tips — structure guidance, tone styles, and two text-analysis tools that scan a bio you provide for common clichés or manipulative-sounding phrasing. It is accessed through an AI assistant or directly over MCP or HTTP.
  2. Not a substitute for professional advice. Dating Bio is general self-presentation writing guidance, not relationship, dating-safety, or persuasion coaching aimed at any specific other person. It does not know your specific situation, and it cannot replace judgment formed with real support from the people and professionals in your life. This Service is for improving your own self-presentation writing — it must not be used to craft messages aimed at manipulating, deceiving, or pursuing a specific other person.
  3. Reference, not real-time guidance. Content reflects general, widely applicable practice as of the build date stated in the Service's own data.
  4. Acceptable use. Automated use within the published rate limits is welcome.
  5. Availability. The Service is provided "as is" without warranty. We may change, limit or discontinue it at any time.
  6. Data. Our Privacy Policy describes what we process. In short: your query is answered from bundled reference content, and nothing is stored.
  7. Pro keys. Optional Pro API keys are issued at our discretion, are personal to the holder and may be revoked for abuse.
  8. Liability. To the fullest extent permitted by law, Unify Dynamics LLC is not liable for any loss, injury, or damage arising from use of, or reliance on, the Service. Our total liability is limited to US $100.
  9. Governing law. California law; venue in San Mateo County, California.
  10. Contact. Unify Dynamics LLC · agent@connectorbay.com · https://connectorbay.com/datingbio

Support

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Dating Bio support

Email agent@connectorbay.com. We answer within two business days.

When you report a problem, include the question you asked your agent, roughly when, and which agent you used (for example Claude, ChatGPT or Gemini). Never send us passwords, account numbers or ID numbers. Dating Bio never asks for them.

Get Dating Bio

Free · No sign-in · Read-only

Streamable HTTP, stateless, no authentication. Paste the endpoint into any MCP-capable agent.

https://datingbio.connectorbay.com/mcp
{
  "mcpServers": {
    "datingbio": {
      "type": "http",
      "url": "https://datingbio.connectorbay.com/mcp"
    }
  }
}