Malayalam Phrases

Malayalam Phrases — connector documentation

• MCP endpoint: https://malayalamphrases.connectorbay.com/mcp
• REST API: POST https://malayalamphrases.connectorbay.com/v1/tools/{tool_name}, described by the OpenAPI 3.1 spec at https://malayalamphrases.connectorbay.com/openapi.json
• Transport: Streamable HTTP, stateless, MCP specification 2025-06-18 or later
• Authentication: none required. An optional Authorization: Bearer <key> raises rate limits.
• Health: https://malayalamphrases.connectorbay.com/health · Tool schemas: https://malayalamphrases.connectorbay.com/tools.json
• Publisher: Unify Dynamics LLC · connectorbay.com/malayalamphrases · agent@connectorbay.com

What Malayalam Phrases is for

The moment you need to actually say something in Malayalam — greet someone properly, ask a family member's name for the right relation-term, order tea, or just be understood — in real Malayalam script, not a guessed-at romanization.

What it does

73 hand-curated everyday Malayalam phrases and words — greetings, courtesy, family terms, food, directions, shopping, time, emergencies, and a small set of basic numbers — each with genuine Malayalam-script text checked against a published source, a romanized transliteration, and an English meaning. Keyword search across every field (phrase_search); browsing by category (phrases_by_category, categories_list); greetings filtered by time of day and formality (greeting_for_context); a deterministic phrase of the day (phrase_of_the_day); the full set of Malayalam kinship terms, including the elder/younger sibling distinction Malayalam always marks (family_terms); and a practical pronunciation guide covering vowel length, retroflex consonants, the distinctive "zha" sound, schwa deletion and stress (pronunciation_guide).

What it is not

Not a full course and not an attempt at strict academic transliteration (IAST/ISO-15919) — romanization here is simple and practical. Not a claim that any one phrasing is the only correct way to say something — real usage varies by region, generation and social context more than a fixed phrasebook can capture, and this reference favors well-documented, easily-verifiable everyday vocabulary over obscure or contested forms. Numbers here cover only 1-10, as a basic phrasebook courtesy — a separate pan-India connector owns deeper numeral coverage, so it isn't duplicated here. And not tied to any one community: Malayalam is spoken across Kerala, Lakshadweep and the worldwide Malayali diaspora by people of many faiths and regions. Fully local, zero upstream calls, nothing stored.

Tools

Search & Browse

phrase_search — Keyword search across every phrase's Malayalam text, transliteration, English meaning, category and notes. Use for "how do you say thank you in Malayalam", "find phrases about water". Args: query.

phrases_by_category — Every phrase in one category. Use categories_list to see valid category names. Use for "give me shopping phrases in Malayalam", "Malayalam emergency phrases". Args: category.

categories_list — Every phrase category with how many phrases are filed under each. Use for "what categories of Malayalam phrases do you have".

Greetings

greeting_for_context — Greetings filtered by time of day and/or formality. Use for "what's a formal Malayalam greeting", "good morning in Malayalam", "an informal way to say hello in Malayalam". Args: time_of_day, formality.

phrase_of_the_day — A deterministic 'phrase of the day' — the same Malayalam phrase for everyone who asks on a given date. Use for "teach me a Malayalam phrase for today". Args: date.

Family & Pronunciation

family_terms — Every Malayalam kinship/family term in this reference — mother, father, siblings (with the elder/younger distinction Malayalam always marks), grandparents, aunts/uncles, and more. Use for "how do you say mother in Malayalam", "Malayalam words for family members".

pronunciation_guide — Brief, practical notes on Malayalam pronunciation: vowel length, retroflex consonants, the distinctive 'zha' sound, schwa deletion, and stress patterns. Use for "how do you pronounce zha in Malayalam", "is Malayalam stress-timed". Args: topic.

Conventions

• Read-only. Every tool reads public data or computes; nothing is written anywhere and nothing about the user is stored.
• Result envelope. ok: true with data, or ok: false with a structured error (bad_input, not_found, upstream_error). degraded lists optional sources that were unreachable.
• Rate limits. Free tier 60 tool calls/minute and 300/day per user (keyed on the user identifier supplied by the host agent, else client IP); Pro keys raise this. Over-limit calls return HTTP 429 with Retry-After. initialize and tools/list are never counted.

Support

agent@connectorbay.com · connectorbay.com/malayalamphrases/support

Malayalam Phrases — Privacy Policy

Effective 25 September 2026. Unify Dynamics LLC ("we", "us"), Menlo Park, California.

What Malayalam Phrases is. Malayalam Phrases is a connector (an MCP server and REST API) that AI assistants and personal agents call on your behalf for a hand-curated everyday Malayalam phrasebook: search, browsing by category, context-aware greetings, a phrase of the day, family terms, and a pronunciation guide. 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 search keyword, a category name, a time-of-day or formality filter, an optional date or pronunciation topic — 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 a bundled, hand-curated reference file 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. Malayalam Phrases is a general-audience service operated by the adult using the assistant.

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

Malayalam Phrases — Terms of Service

Effective 25 September 2026. These terms govern use of the Malayalam Phrases connector ("the Service") operated by Unify Dynamics LLC ("we", "us").

1. The Service. Malayalam Phrases returns a hand-curated everyday Malayalam phrasebook — Malayalam script, romanized transliteration and English meaning across greetings, courtesy, family, food, directions, shopping, time, emergencies and basic numbers — from data curated and verified as of the build date stated in its own data. It is accessed through an AI assistant or directly over MCP or HTTP.
2. A phrasebook, not a full course. Malayalam Phrases is an independent reference tool, not affiliated with or endorsed by any government, institution, or organization. It is not a substitute for a full language course or for learning from an actual speaker, and no phrasing given here is presented as the only correct way to say something — real usage varies by region, generation and social context.
3. Numbers scope. This Service covers only basic numbers 1-10; deeper numeral coverage across Indian languages is out of scope and lives in a separate connector.
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 a bundled reference file, 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 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/malayalamphrases

Malayalam Phrases support

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

• MCP endpoint: https://malayalamphrases.connectorbay.com/mcp
• REST API: https://malayalamphrases.connectorbay.com/openapi.json
• Live status: https://malayalamphrases.connectorbay.com/health

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. Malayalam Phrases never asks for them.