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Friendli (BYOK)

Read your FriendliAI model catalog, dedicated endpoint status, team cost and usage, datasets and files with your own personal access token

Unify Dynamics LLC

Tools9read-only
Sign-inBYOKbring your own key
Key keptNeverused for one call only
PriceFreeoptional Pro limits
ProviderFriendliunofficial, not affiliated
Works withMCP · RESTany agent

Try asking

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

Which Friendli serverless models support tool calls and what do they cost?
Tools called
list_serverless_models
Which of my Friendli dedicated endpoints are running?
Tools called
list_dedicated_endpoints
How many GPUs and replicas does my Friendli endpoint ep_123 use?
Tools called
get_dedicated_endpoint
Is my Friendli endpoint ep_123 healthy?
Tools called
get_dedicated_endpoint_status
What did Friendli cost my team per day last week?
Tools called
get_team_cost
How many tokens did my Friendli team use per model yesterday?
Tools called
get_team_usage

About

Friendli (BYOK) lets an AI assistant read your own Friendli data through the Friendli API with a key you supply (Friendli personal access token (starts with flp_)). Read-only: 9 tools (list_serverless_models, list_dedicated_endpoints, get_dedicated_endpoint, get_dedicated_endpoint_status, get_team_cost, get_team_usage, list_datasets, get_dataset, get_file). The BYOK key travels with each request, is used for that one call only and is never stored, logged or cached; it is only ever sent to api.friendli.ai. Unofficial connector by Unify Dynamics LLC: not affiliated with, endorsed by or sponsored by Friendli. Friendli and its logos are trademarks of their owners and are used only to say which service the connector works with.

Sources: Live from the Friendli API (api.friendli.ai) with a BYOK key; documentation: https://friendli.ai/docs/openapi/introduction. Endpoints checked against that documentation on 2026-10-16.

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.

What it can do

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

OpenAPI
Read your data9 tools
  • List serverless modelsList Model APIs (serverless) with context length, per-token pricing, modalities and tool-calling support.
  • List dedicated endpointsList dedicated endpoint deployments as a map from endpoint id to status (RUNNING, SLEEPING, FAILED and so on), optionally for one project.
  • Get dedicated endpointGet the specification of one dedicated endpoint: GPU type and count, autoscaling bounds, batch size and replica counts.
  • Get dedicated endpoint statusGet the current status of one dedicated endpoint, its error code if failed, and its deployment phase.
  • Get team costGet the team's daily cost buckets between two midnight-UTC timestamps, optionally grouped by line item.
  • Get team usageGet the team's usage (requests, tokens, GPU usage) in time buckets of 1d, 1h or 5m, optionally grouped by model, product type or user.
  • List datasetsList datasets of a project with modality and timestamps; supports name search and cursor paging.
  • Get datasetGet one dataset's name, timestamps and input/output modalities.
  • Get fileGet metadata of one uploaded file: name, size, status and expiry (not its content).

Information

PublisherUnify Dynamics LLC
CategoryDeveloper tools
LanguagesEnglish
Built forWorldwide
CompatibilityAny MCP client · any agent · REST
Version0.1.0
MCP endpointhttps://byok-friendli.connectorbay.com/mcp
REST APIopenapi.json
SupportGet help · Status
CountryWorldwide
FunctionOther
LayerDeep connectors

Connect it to your agent

Three ways in, the same 9 tools.

MCP (Claude, Cursor, Windsurf, VS Code, any MCP client)https://byok-friendli.connectorbay.com/mcp
RESTPOST https://byok-friendli.connectorbay.com/v1/tools/<tool>
OpenAI function callinghttps://connectorbay.com/openai/byok-friendli.json
OpenAI-compatible chathttps://connectorbay.com/v1/chat/completions · how it works
  • Add the MCP URL in your client's connector, MCP or integration settings (streamable HTTP, no OAuth).
  • Key: send your Friendli personal access token (starts with flp_) in the X-Upstream-Key header (get one at friendli.ai).
  • Ask a question; the agent picks the right tool and answers from the live data.

Friendli connector: questions and answers

What is the Friendli connector?

Friendli (BYOK) lets an AI assistant read your own Friendli data through the Friendli API with a key you supply (Friendli personal access token… It is a hosted MCP server with 9 tools such as List serverless models, List dedicated endpoints, Get dedicated endpoint, Get dedicated endpoint status, Get team cost, Get team usage, published by Unify Dynamics LLC. It is independent and not affiliated with Friendli.

How do I connect Friendli to Claude, ChatGPT or Cursor?

Add the MCP endpoint https://byok-friendli.connectorbay.com/mcp to your client's MCP, connector or integration settings (streamable HTTP, no OAuth). For REST, POST JSON to https://byok-friendli.connectorbay.com/v1/tools/<tool>; the OpenAPI description is at /openapi.json. For OpenAI function calling, load https://connectorbay.com/openai/byok-friendli.json.

Do I need a Friendli account or API key?

Yes: this is a bring-your-own-key connector. Create a Friendli personal access token (starts with flp_) at https://friendli.ai/suite/~/setting/keys and send it in the X-Upstream-Key header. ConnectorBay uses it for that one call only and never stores, logs or caches it.

Is Friendli read-only?

Yes. Every tool reads or computes. Nothing is created, changed, sent, paid or deleted in your account.

Is the Friendli connector free?

Yes. It is free to use within the published rate limits; an optional Pro key raises them. There is no account to create.

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Documentation

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Friendli (BYOK) — connector documentation

  • MCP endpoint: https://byok-friendli.connectorbay.com/mcp
  • REST API: POST https://byok-friendli.connectorbay.com/v1/tools/{tool_name}, described by the OpenAPI 3.1 spec at https://byok-friendli.connectorbay.com/openapi.json
  • Transport: Streamable HTTP, stateless, MCP specification 2025-06-18 or later
  • Authentication: your own Friendli Friendli personal access token (starts with flp_), sent in the X-Upstream-Key header of every request (never stored, logged or cached)
  • Health: https://byok-friendli.connectorbay.com/health · Tool schemas: https://byok-friendli.connectorbay.com/tools.json
  • Publisher: Unify Dynamics LLC · connectorbay.com/byok-friendli · agent@connectorbay.com

What Friendli (BYOK) is for

Friendli (BYOK) lets an AI assistant read your own Friendli data through the Friendli API with a key you supply (Friendli personal access token (starts with flp_)). Read-only: 9 tools (list_serverless_models, list_dedicated_endpoints, get_dedicated_endpoint, get_dedicated_endpoint_status, get_team_cost, get_team_usage, list_datasets, get_dataset, get_file). The BYOK key travels with each request, is used for that one call only and is never stored, logged or cached; it is only ever sent to api.friendli.ai. Unofficial connector by Unify Dynamics LLC: not affiliated with, endorsed by or sponsored by Friendli. Friendli and its logos are trademarks of their owners and are used only to say which service the connector works with.

Ask your assistant things like:

  • "Which Friendli serverless models support tool calls and what do they cost?"
  • "Which of my Friendli dedicated endpoints are running?"
  • "How many GPUs and replicas does my Friendli endpoint ep_123 use?"
  • "Is my Friendli endpoint ep_123 healthy?"
  • "What did Friendli cost my team per day last week?"
  • "How many tokens did my Friendli team use per model yesterday?"

What it does

  • list_serverless_models: List Model APIs (serverless) with context length, per-token pricing, modalities and tool-calling support.
  • list_dedicated_endpoints: List dedicated endpoint deployments as a map from endpoint id to status (RUNNING, SLEEPING, FAILED and so on), optionally for one project.
  • get_dedicated_endpoint: Get the specification of one dedicated endpoint: GPU type and count, autoscaling bounds, batch size and replica counts.
  • get_dedicated_endpoint_status: Get the current status of one dedicated endpoint, its error code if failed, and its deployment phase.
  • get_team_cost: Get the team's daily cost buckets between two midnight-UTC timestamps, optionally grouped by line item.
  • get_team_usage: Get the team's usage (requests, tokens, GPU usage) in time buckets of 1d, 1h or 5m, optionally grouped by model, product type or user.
  • list_datasets: List datasets of a project with modality and timestamps; supports name search and cursor paging.
  • get_dataset: Get one dataset's name, timestamps and input/output modalities.
  • get_file: Get metadata of one uploaded file: name, size, status and expiry (not its content).

BYOK key

You bring your own Friendli Friendli personal access token (starts with flp_) (https://friendli.ai/suite/~/setting/keys). Your assistant sends it in the X-Upstream-Key header with each request. ConnectorBay uses it for that one call only: it is never stored, logged or cached, never shown in an answer, and it is only sent to api.friendli.ai over https, with no redirects followed. Create a key with the fewest permissions the tools need (read-only if the provider offers it), and revoke it at the provider whenever you like.

Data sources

Live from the Friendli API (api.friendli.ai) with a BYOK key; documentation: https://friendli.ai/docs/openapi/introduction. Endpoints checked against that documentation on 2026-10-16.

What it is not

Unofficial connector by Unify Dynamics LLC: not affiliated with, endorsed by or sponsored by Friendli. Friendli and its logos are trademarks of their owners and are used only to say which service the connector works with. It is read-only: it never creates, changes, sends or deletes anything in your Friendli account.

Built for: Worldwide. Languages: English.

Privacy policy

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Friendli (BYOK) — Privacy Policy

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

What Friendli (BYOK) is. Friendli (BYOK) is a connector (an MCP server and REST API) that an AI assistant calls on your behalf to read your own Friendli data: Read your FriendliAI model catalog, dedicated endpoint status, team cost and usage, datasets and files with your own personal access token. You bring your own Friendli Friendli personal access token (starts with flp_); the assistant sends it to us with each request.

BYOK key. The key you supply is used to make the one Friendli call you asked for. Our application does not store it, write it to a log, put it in a cache, or share it. It is sent only to api.friendli.ai, over https, and is removed from any text we return to you or your assistant. We do not follow redirects with your key. If Friendli rejects it, we say so without repeating it.

What we receive. The arguments of each tool call, the BYOK key (for that call only), the technical headers needed to serve the request (an IP address or a client identifier supplied by the assistant) and standard server logs. What Friendli receives. The request we make on your behalf, including the key and the arguments, under Friendli's own terms and privacy policy. Friendli acts at your direction and is the only recipient of the data of your request besides our hosting provider.

What we return. The answer Friendli gives for your request, trimmed to the fields the tool documents. We do not keep it: it is returned to your assistant and not stored, cached or used to train anything.

What we do not do. We do not build a profile, sell or share personal information, or keep your Friendli data. Rate-limit counters (a client identifier and timestamps) are held in memory for at most 24 hours. Hosting access logs (IP addresses, request paths and status codes) are kept for up to 30 days for security and abuse prevention; our application adds no request headers or bodies to them.

Sub-processors. Friendli (the API you call with a BYOK key, at your direction). Hosting: Vercel (United States regions).

Your rights. Because we store no personal data beyond short-lived logs, requests to access, correct or delete data are usually satisfied automatically; you can still contact agent@connectorbay.com and we will respond within 30 days. Revoke your key at Friendli at any time to end all access.

Children. Friendli (BYOK) is a general-audience service operated by the adult using the assistant, under Friendli's own age rules.

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

Terms of service

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Friendli (BYOK) — Terms of Service

Effective 24 October 2026. These terms govern use of the Friendli (BYOK) connector ("the Service") operated by Unify Dynamics LLC ("we", "us").

  1. The Service. Friendli (BYOK) provides: Read your FriendliAI model catalog, dedicated endpoint status, team cost and usage, datasets and files with your own personal access token. It is accessed through an AI assistant or directly over MCP or HTTP, and is read-only.
  2. Your own key, your own account. You must use your own Friendli credentials and only access data you are allowed to access. Friendli's terms apply to your use of Friendli; you are responsible for complying with them, including any rate limits and permitted uses. Do not share a key you do not own.
  3. Independent. Unofficial connector by Unify Dynamics LLC: not affiliated with, endorsed by or sponsored by Friendli. Friendli and its logos are trademarks of their owners and are used only to say which service the connector works with.
  4. No advice, no guarantees. Output is the data Friendli returns, lightly trimmed; it may be incomplete, delayed or changed by Friendli. Check important facts at the source.
  5. Read-only. The Service does not create, change, send or delete anything in your Friendli account.
  6. Acceptable use. Automated use within the published rate limits is welcome. Do not use the Service to access data you are not entitled to, to circumvent Friendli's controls, or to attack any system.
  7. Availability. The Service is provided "as is" without warranty. We may change, limit or discontinue it at any time; Friendli may change or end its API at any time.
  8. Data. Our Privacy Policy describes what we process. In short: the BYOK key is used for the one call and not stored or logged.
  9. Pro keys. Optional ConnectorBay Pro API keys are issued at our discretion and are separate from your Friendli key.
  10. 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, including any action Friendli takes on your account. Our total liability is limited to US $100.
  11. Governing law. California law; venue in San Mateo County, California.
  12. Contact. Unify Dynamics LLC · agent@connectorbay.com · https://connectorbay.com/byok-friendli

Friendli (BYOK) 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. Friendli (BYOK) never asks for them.

Get Friendli (BYOK)

Free · BYOK · Read-only

BYOK: bring your own keyThis connector uses your own Friendli Friendli personal access token (starts with flp_). Create one at https://friendli.ai/suite/~/setting/keys, with the fewest permissions it needs (read-only if the provider offers it). Your assistant sends it in the X-Upstream-Key header with every request. It is used for that one call only: never stored, logged or cached, and only ever sent to Friendli. Revoke it at the provider whenever you like. Unofficial connector: not affiliated with Friendli.