Model repo triage
Tom Reilly, ML engineer at BigCo, asked which pull requests were open on the team's model. Memtro listed them with author, comment count and when opened, and read the timeline of the oldest.
Hugging Face + Memtro
Which pull requests are open on our Hugging Face model?
Hugging Face connects Memtro to the Hub. It reads models, datasets and Spaces by author or search with downloads, likes and tags. It also reads a repo's discussions, pull requests and commits, and Jobs. When asked and granted, it can open, comment on, close or rename discussions and pull requests, merge pull requests, create repos, start or cancel paid Jobs, change a Space's hardware, and decide gated access requests. With events on, the Hub tells Memtro when a commit lands or a discussion opens, and a job can start on it. Starting a Job runs code billed per second.
In Memtro
What you can do with Hugging Face in Memtro
Ask in plain English from chat, your editor, a scheduled job or your own agent. The model picks the right Hugging Face tool, reads what it needs, and answers with the source cited.
What it does
- 01Lists models, datasets or Spaces by author or search with downloads, likes, tags, gating and last change.
- 02Reads a repo's discussions and pull requests with comments, status changes and commits, and lists its commits by branch.
- 03Lists Jobs with stage, hardware, timings and labels. A job's environment, secrets and command are never returned.
- 04When asked and granted, opens, comments on, closes, reopens or renames discussions and pull requests, which are public on a public repo and notify watchers.
- 05When asked and granted, merges a pull request, creates a repo, starts or cancels a Job billed per second, changes a Space's hardware, and decides gated access requests.
- 06With events on, a new commit, a pull request opened or merged, or a new comment on the Hub can start a job.
Acts when asked
When you ask it to
These tools change something in Hugging Face. The model is told to use them only when you ask for exactly that, and an administrator grants each one by name to the teams that may use it; a personal connection acts only after its owner allows it.
- 01Open a discussion or pull request on a repo
- 02Comment on a discussion or pull request
- 03Close or reopen a discussion or pull request
- 04Rename a discussion or pull request
- 05Merge a pull request
- 06Create a model or dataset repo
- 07Start a Job on paid hardware
- 08Cancel a Job
- 09Change a Space's hardware
- 10Accept or reject a person's access request to a gated repo
Events
When it happens
Turn events on in the connection's Events tab on the Connections page, choose the kinds you want, and Memtro registers its address with Hugging Face for you. Each event can start a job, with the event as its input. Hugging Face sends a secret with every delivery, and one without it is refused.
Events and webhooks- 01Repo created
- 02Repo updated
- 03Repo deleted
- 04Repo renamed or moved
- 05New commit, branch or tag
- 06Repo settings changed
- 07Discussion or pull request opened
- 08Discussion or pull request changed or merged
- 09Discussion deleted
- 10Comment posted
- 11Comment edited or hidden
In practice
Ask it like you would a colleague
Once Hugging Face is connected, these are the kinds of things people ask. Plain questions, no syntax. If the answer lives partly in another system you have connected, Memtro looks there too.
Hugging Face + Memtro
Which pull requests are open on our model?
Which of our datasets were downloaded most this month?
What changed in the last five commits on main?
Which Jobs failed in our namespace this week?
Comment on discussion 14 that the fix is in the next release.
Community pull request
At Acme Ltd, a job starts when a pull request is opened on the company's dataset. It reads the pull request and its commits, then gives Maya Okafor, the data lead, a summary of what it changes before she reviews it.
Teams
Where it fits
The teams that lean on Hugging Face most, a question each of them asks, and what they connect beside it.
- EngineeringKeep decisions from evaporatingEngineer, Tech lead, On call, New joiner“Who owns the billing migration, and what did we decide about retries?”Used alongside GitHub, Linear, Jira, Confluence, Slack and 5 more.
- ProductHear what customers actually ask forProduct manager, Researcher, Designer, Head of product“Which customers asked for SSO this quarter, and what is their combined ARR?”Used alongside Help Scout, HubSpot, Linear, Jira, Slack and 6 more.
- Agent buildersMemory and tools for the agents you buildSolo builder, Platform team, Automation engineer, Whoever signs it off“Search memtro for what we know about Acme before drafting the proposal”Used alongside GitHub, Linear and Slack.
Better together
Works with
A record in Hugging Face is rarely the whole story. Connect the systems that hold the rest and Memtro checks them together, then remembers what it learned so the next question starts further along.
- Work managementHugging Face with JiraJQL search, issue details and projects from Jira Cloud.
- Work managementHugging Face with Clio ManageAsk the matter: its client, its fee earner, the time on it and what is still unbilled.
- Work managementHugging Face with LinearIssues, projects and teams, synced hourly into memory.
- SupportHugging Face with Help ScoutAI that reads your support conversations and cross-references the customer everywhere else.
- SupportHugging Face with ZendeskEvery ticket, reply and internal note, ready to be asked about.
- SupportHugging Face with IntercomCustomer conversations and the people behind them, in your company memory.
- Documents and wikisHugging Face with NotionSearch pages and query databases, and write to them when you ask.
- Documents and wikisHugging Face with Google DriveSearch Drive and read Docs, Sheets and Slides as text, and write a Doc when you ask.
- Documents and wikisHugging Face with ConfluenceSearch and read wiki pages, and write them when you ask.
Also in Engineering and operations
Using something else for the same job, or both? Each connector has its own tools; connect as many as you like.
- GitHub
- AWS CloudWatch
- Sentry
- ServiceNow
- Okta
- Twilio
- AWS CloudTrail
- GitLab
- Bitbucket
- Vercel
- PagerDuty
- Datadog
- Grafana
- incident.io
- Azure DevOps
- CircleCI
- Cloudflare
- LaunchDarkly
- New Relic
- Rollbar
- Snyk
- Better Stack
- Buildkite
- DigitalOcean
- Heroku
- Netlify
- SonarQube Cloud
- Statuspage
UptimeRobot- Axiom
- BugSnag
- Checkly
- Hetzner Cloud
Honeycomb- Pingdom
- Render
- Statsig
- Sumo Logic
- Supabase
- HCP Terraform
- Vultr
- Airbrake
- Codecov
Cronitor- Dynatrace
FireHydrant- Fly.io
- Honeybadger
- Akamai Linode
- Octopus Deploy
- Pulumi
- Rootly
- Semgrep
- Splunk
StatusCake- Tailscale
- Argo CD
- authentik
- Coolify
- Gitea
GlitchTip
GLPI- Jenkins
Langfuse
LibreNMS- n8n
NetBox- Portainer
- Prefect
Snipe-IT
Woodpecker CI
Zabbix
LangSmith
Helicone- OpenAI (usage and cost)
- Anthropic (usage and cost)
- Algolia
- Flagsmith
- Unleash
GrowthBook
Drata
Intruder
GitGuardian
Secureframe
ilert- KnowBe4
JumpCloud
ConfigCat- Railway
- Fastly
- Postman
- Make
- Braintrust
- OpenRouter
- ElevenLabs
Split- Scaleway
Aikido Security- AssemblyAI
Astronomer- Bamboo
- Baseten
- Bitrise
- Bitwarden
- BrowserStack
- bunny.net
- Cachet
- Checkmk
- Civo
- Cloudsmith
- Codacy
- Codemagic
Comet Opik- Coralogix
CrowdStrike Falcon- Dagster+
- DeepSource
Detectify- Docker Hub
Domotz- Grafana OnCall
- Harness
- Instatus
- Koyeb
- Lambda Cloud
LambdaTest
LangWatch
LlamaCloud
Logz.io
Lunary- Mezmo
NinjaOne- Nomad
Northflank- Oh Dear
- OVHcloud
Portkey- Probely (Snyk API & Web)
PromptLayer- Proxmox VE
PRTG Network Monitor- Qase
Raygun
Retell AI- Retool
Runpod- SecurityScorecard
- Semaphore CI
Shodan- SigNoz
- Socket
Spike.sh
Squadcast- SwaggerHub
- TeamCity
Tenable- Together AI
- Travis CI
UpGuard
Uptime.com
Vanta- Vapi
- Windmill
Zenduty- OpsLevel
Cortex- Auth0
- Clerk
WorkOS
Kandji
Automox
Huntress- HackerOne
SimpleMDM- AppSignal
Healthchecks.io
Rapid7 InsightVM- 1Password Events
- JFrog Artifactory
- Sauce Labs
Zenhub- Deepgram
- Replicate
Setup
How to connect
Connect withAccess token
- 1
On huggingface.co, open Settings, Access Tokens and create a token. Choose Read for reads, Write to let Memtro act, or Fine-grained to limit it to some repos.
- 2
In Memtro, open Connections → Hugging Face and paste the Access token. Set the Namespace to an organization if its Jobs and events should be watched.
- 3
An administrator grants the actions by name, such as merging pull requests, to the teams that may use them. Events are turned on from the connection's Events tab.
- 4
Ask which pull requests are open on your model.
Also works from
Chat in the dashboard, the OpenAI-compatible API, scheduled jobs, and any MCP client: Claude Code, OpenCode, Cursor, Claude Desktop. The Hugging Face tools are the same everywhere.
FAQ
Questions
Can Memtro change anything in Hugging Face?+
Only when you ask, and only what it has been granted: open a discussion or pull request on a repo; comment on a discussion or pull request; close or reopen a discussion or pull request; rename a discussion or pull request; merge a pull request; create a model or dataset repo; start a Job on paid hardware; cancel a Job; change a Space's hardware; accept or reject a person's access request to a gated repo. Every other tool reads, searches or lists. The Connections page labels the tools that act, an administrator grants each one by name to the teams that may use it, and a personal connection acts only after its owner allows it.
Who can use a Hugging Face connection?+
A personal connection serves only your own requests. A shared connection serves the organisation: everyone, or only the teams an admin chooses. Admins can always add shared connections; other members need the permission.
Does Memtro store my Hugging Face data?+
Credentials are encrypted at rest. Tool results are cached briefly so agent loops do not repeat identical calls, and the facts the model extracts are saved to your organisation's memory with provenance (system, record and link) so they can be checked and superseded.
How do I connect Hugging Face?+
Access token. On huggingface.co, open Settings, Access Tokens and create a token. Choose Read for reads, Write to let Memtro act, or Fine-grained to limit it to some repos.
Can Hugging Face start a job?+
Yes. Turn events on in the connection's Events tab on the Connections page, choose the kinds you want, and Memtro registers its address with Hugging Face for you. A job set to start "When an event arrives" then runs once for each matching event, with the event as its input. The run treats the event as outside data, never as instructions, and anything the run remembers is kept as unverified.
Connect Hugging Face in a few minutes
Seven-day free trial, then one monthly price per organisation. Connectors, jobs and memory are never metered.