The 6 best tools to turn customer feedback into GitHub issues in 2026
Short answer. The tools that turn customer feedback into GitHub issues split into two groups. Five of them file as soon as someone asks: GitHub's Copilot app in Slack, ClearFeed for Slack support queues, Featurebase and Canny for feedback boards, and Zapier for do-it-yourself glue. Modem (our product) starts one step earlier. It reads Slack, Discord, email, support tickets, and the GitHub issues you already have, groups reports of the same problem into one topic with the people who asked attached, and creates the GitHub issue when a person asks for it or an automation your team built runs. It never files on its own, and in Slack and, by default, in the dashboard an issue on a public repo waits for your approval first. If your problem is the copy and paste, pick a filer. If your problem is the same bug sitting in GitHub under five different titles, dedupe first, then file.
Your engineers work out of GitHub. Your customers report problems everywhere else: a Slack channel, a support ticket, an email to the founder, a Discord thread. Somewhere between those two facts, someone has to open an issue, and on most teams that someone is a person copying and pasting.
We build Modem, so read its entry with that in mind. It is listed first because its approach is the one that differs most from the rest, not because it fits every team.
“we need SSO before rollout”
“any update on single sign-on?”
“SSO came up twice on this call”
Linear issue, quotes attached
insight report in NotionThe short version
| Tool | Where the issue starts | Creates the GitHub issue? | Best for |
|---|---|---|---|
| Modem | Slack, Discord, email, support tools, and existing GitHub issues, grouped into topics | Yes, when a person asks or an automation you build runs; in Slack and, by default, in the dashboard, creates on a public repo ask for approval | Deduping across channels before anything gets filed |
| GitHub Copilot in Slack | An @GitHub mention in a Slack channel | Yes | Slack-first teams already paying for Copilot |
| ClearFeed | A Slack triage channel, message action, emoji reaction, or the web app | Yes | Support teams working a shared Slack queue |
| Featurebase | A post on your feedback board | Yes, pushed automatically or by hand, with status synced both ways | Teams running a public board and roadmap |
| Canny | A post on your board, including feedback Autopilot pulls in from support and call tools | Yes, on Pro and Business plans, with two-way status sync | Teams already on Canny |
| Zapier + GitHub issue forms | A Slack message or reaction (Zapier), or a form in the repo (issue forms) | Yes (Zapier); with forms, the reporter files it | Small teams that don't want another product |
File every report, or dedupe first?
This is the decision that matters more than the tool. Filing on arrival is fast and nothing gets lost. It also means the fifth customer to hit a bug creates the fifth issue, each with a different title and two or three 👍 reactions, and nobody can tell which one is the real request or how many people are behind it. Deduping first is slower per report, but the issue that finally lands carries everyone who asked.
You can do the dedupe-first version without buying anything:
- Search before you file. Search the repo's open and closed issues for the error message, the feature's noun, or the screen name, not the customer's phrasing. Customers describe the same bug in different words; error strings and nouns repeat.
- Add to the existing issue instead of opening a new one. Comment with who asked, their company, and a link to the original Slack thread or ticket. If the repo is public, leave names and private links out of the comment and keep them in the log in step 3 against the issue number. A 👍 reaction records that someone clicked, not who they were or why it mattered.
- Keep one log for reports that aren't in GitHub yet. A pinned Slack thread or a shared sheet with the source link and the issue number, if one exists. This is what lets you answer "who asked for this?" later.
- Run a weekly duplicate pass. Close the newer duplicate with a link to the original and move its requesters over in a comment, so the original keeps the full list.
That routine works at low volume. It breaks when feedback arrives in four or more channels and one person can't read all of them. How to handle duplicate feature requests and can GitHub detect duplicate issues before they pile up? go deeper on the duplicate side.
1. Modem
Modem reads the issues and pull requests in the GitHub repos you switch on: issue titles, bodies, comments, labels, and state, plus PR titles, descriptions, and review discussion. It treats a GitHub issue as customer feedback, the same way it treats a Slack thread, a Discord message, a Zendesk or Intercom ticket, or an email. Reports that describe the same problem in different words are grouped by meaning into one topic, and the topic keeps the original messages and the people and companies behind them.
That is the dedupe-before-filing step done for you. When an issue for a bug already exists, it sits on the same topic as the Slack thread and the support ticket about that bug, so you can see it's tracked before anyone files it again.
Filing. Ask the Modem agent in the dashboard, in Slack, in Discord, or from an MCP client to create a GitHub issue for a topic. It drafts the title, a Markdown body, and labels from the repo's existing label set, and you can tell it to include who asked and their quotes. You can also build an Event Automation that does the same when, say, a topic reaches high priority. In Slack and, by default, in the dashboard, an issue on a public repo waits for a person to approve it, while issues in private repos clear without a prompt. Discord, Microsoft Teams, MCP runs, and automations have no approval step, so they act on what you ask or configure. Nothing is filed unless someone asks or an automation you built runs.
Why public issues ask first. We built Modem because the same complaint lands in a GitHub issue, a Slack channel, and a support queue, and nobody can connect any of them to the PR that fixed it. Filing is the easy part of that. The approval step is deliberate: an issue on a public repository is a public statement in your company's name, so in Slack and, by default, in the dashboard a person sees it before it goes up. The tradeoff is that filing a public issue through Modem is a click, not a hands-off pipeline.
After the PR merges. PRs attach to topics as context about what your team is shipping. If you install the opt-in Close the loop automation template, a merged PR that's directly linked to a topic posts a note in your team's Slack listing the customers on that topic, so someone knows who to tell. The agent can draft the reply to those customers, and in Slack and, by default, in the dashboard a customer-facing reply waits for a person's approval before it goes out. A merged PR isn't a release, so time the follow-up to your own release.
Limits. Modem doesn't read source code, diffs, or file contents. When you connect a repo, it backfills open issues from the last 30 days; closed issues aren't backfilled. GitHub Discussions aren't captured as feedback; convert the ones you'd act on into issues in a connected repo. Priority on a topic is an AI-assigned score that weighs who is affected, how many customers and companies, whether it keeps recurring, and whether it's already handled; it isn't a raw count of requesters.
Where it fits: teams whose real problem is feedback scattered across channels and duplicated in GitHub, where seeing everything about one request in one place matters more than filing speed. Where it doesn't: if you only need a Slack message to become an issue in one step and duplicates aren't hurting you, Copilot in Slack or ClearFeed is less setup.
2. GitHub Copilot in Slack
In March 2026 GitHub added issue creation from Slack to its Slack app. Mention @GitHub in a channel, describe the work, and it creates a structured issue with a title, body, labels, assignees, and milestone. You can refine the draft in the thread before it's created. That changelog listed the feature as available on all Copilot plans.
On August 21, 2026, GitHub announced a new Copilot experience in Slack, in public preview for organizations on Copilot Business and Copilot Enterprise, which can triage bug reports and create or update issues. Check which version your plan gets before you count on it.
It works from Slack. Reports that arrive by email, in Discord, or in a support tool need a different path, and someone still has to remember to mention @GitHub each time.
Where it fits: Slack-first engineering teams already paying for Copilot who want issue creation without another tool.
3. ClearFeed
ClearFeed runs request management inside Slack for support and ops teams. A request becomes a GitHub issue from the ClearFeed triage channel, a Slack message action, a configured emoji reaction, or the ClearFeed web app. The issue carries the selected messages, attachments, requester details, an AI-generated summary, and a generated title. Updates and comments on the GitHub issue sync back to the Slack thread.
You can also mark a GitHub issue as a blocker, so the linked support request can't be closed until engineering finishes the work.
Where it fits: support teams running Slack as their front line who need escalations to land in GitHub with the requester and context attached.
4. Featurebase
Featurebase's GitHub integration turns posts on your feedback board into GitHub issues, either automatically or one at a time, and keeps status aligned in both directions. When engineers complete the issue in GitHub, the post updates and everyone who upvoted it gets an email.
Feedback reaches GitHub through a Featurebase post. Users create those on the board, and the Discord integration adds a /feedback command plus an admin-only action that sends an existing Discord message to Featurebase. Featurebase has also grown into a support platform with live chat and a help desk. It prices per seat, with a free plan for one seat; see Featurebase's pricing guide for which plan includes the GitHub integration.
Where it fits: teams running a public board and roadmap who want board status and GitHub status to stay in step.
5. Canny
Canny's GitHub integration links Canny posts to GitHub issues with two-way status sync, and it's available on the Pro and Business plans. When a post's status changes, Canny emails its voters by default.
Canny isn't only a board anymore. Its Autopilot feature pulls feedback out of Gong, Intercom, Slack, Zendesk, and other support and call tools, and merges repeat requests, so posts don't all depend on customers visiting the board. See Canny's pricing page for current plans.
Where it fits: teams already running Canny, or teams that want a public board with voting and status emails in one product.
6. Zapier and GitHub issue forms
GitHub issue forms structure what someone fills in when they open an issue directly in your repo. They help when reporters come to GitHub. They don't help when reporters stay in Slack or email.
For that, Zapier can create a GitHub issue from a new Slack channel message, or from a Slack reaction. There's no board or bot to adopt. The cost is the usual one for hand-built automation: someone owns the zap, and when an app changes or a token expires, it can stop working without anyone noticing.
Where it fits: small teams routing one or two feedback channels into GitHub without adding another product.
How to choose
- Feedback mostly arrives in Slack and you already pay for Copilot: Copilot in Slack.
- A support team works a Slack queue and escalates to engineering: ClearFeed.
- Customers will vote in public and you want a roadmap page: Featurebase or Canny.
- One or two channels, no budget for another product: Zapier, plus the weekly duplicate pass above.
- Feedback arrives in four or more channels and GitHub fills up with duplicates: dedupe first. Modem groups the reports across channels and files the issue when you ask, with who asked written into it.
These aren't exclusive. A team can use Copilot in Slack for quick filing and still need a way to see that three of last week's issues are the same bug. If you also track work in Linear or Jira, this comparison of feedback tools across project management software covers which tools sync status back to each tracker.
FAQ
Can Modem create GitHub issues automatically?
It creates them on request, not on its own. A person asks the agent, or an Event Automation your team builds asks it, and in Slack and, by default, in the dashboard an issue on a public repo waits for someone to approve the draft, while issues in private repos clear without a prompt. Automations run without an approval step, so they act on what you configure.
How do I stop duplicate GitHub issues from splitting the votes?
Search for the error text or feature noun before filing, add new requesters to the existing issue as a comment, and close later duplicates with a link to the original. At higher volume, a tool that groups reports by meaning across channels, like Modem, or a board with duplicate merging, like Featurebase or Canny, does that matching for you.
How do I tell the customer who asked in Slack that their issue shipped?
Closing a GitHub issue doesn't notify anyone outside GitHub. Keep the requester and source link on the issue so you know who to tell, then reply in the original thread once the fix is released. Does closing a GitHub issue with a PR keyword notify everyone who asked? covers the gap, and how to link GitHub issues to the customers who reported them covers the setup.