Bug Triage
SkillDev toolsLets your agent triage GitHub bug issues by analyzing them, drafting replies, and posting after your approval.
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Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Bug Triage skill
About this capability
Triage open GitHub bug issues for Apify MCP server. Fetches issues, analyzes root causes, drafts developer-to-developer responses, and posts after user approval. Use when handling user bug reports, responding to issues, or cleaning up stale bugs.
What this skill tells your AI
The instructions your AI receives, as published by apify/apify-mcp-server in .claude/skills/bug-triage/SKILL.md and read by ahel’s review.
Triage open bug issues on apify/apify-mcp-server. Analyze, draft responses, get approval, post.
Permissions
- Read-only by default: listing issues (
gh issue list), viewing details and comments (gh issue view) — do these automatically, no need to ask. - Write requires approval: commenting (
gh issue comment), closing (gh issue close), editing (gh issue edit) — always present the draft and wait for explicit user approval before executing.
Step 0: Parse arguments
$ARGUMENTS controls scope:
| Input | Behavior |
|---|---|
623 641 639 | Triage specific issue numbers |
--label bug | Triage all open issues with label (default: bug) |
--all | Triage all open bug-labeled issues |
| (empty) | Same as --all |
Step 1: Fetch issues
Use the arguments parsed in Step 0 to determine what to fetch.
If specific issue numbers were provided, skip the list queries and fetch each issue directly:
gh issue view <number> --repo apify/apify-mcp-server --comments
Otherwise (label mode, --all, or empty), fetch open bug reports. Use the label from Step 0 (default: bug). Bug reports come in two forms — find both:
- By label: issues with the parsed label
- By title prefix: issues with
[Bug]in the title (the bug report template adds this, but the label isn't always applied)
# By label (use the label from Step 0, default: bug)
gh issue list --repo apify/apify-mcp-server --label <label> --state open --json number,title,labels,createdAt,body --limit 30
# By title prefix (catches unlabeled bug reports)
gh issue list --repo apify/apify-mcp-server --state open --search "[Bug] in:title" --json number,title,labels,createdAt,body --limit 30
Merge both lists and deduplicate by issue number.
For each issue, fetch full details including all comments (comments often contain the real context):
gh issue view <number> --repo apify/apify-mcp-server --comments
Always read comments before drafting a response. Previous team members may have already replied, asked for details, or provided workarounds. Don't duplicate existing responses.
Step 2: Categorize each issue
Assign one of these categories:
| Category | Criteria | Typical action |
|---|---|---|
| Known fix | Root cause is clear, documented fix exists | Draft response with fix, optionally close |
| Not our bug | Server logs show it works; issue is in the MCP client (Claude Desktop, Cowork, etc.) | Explain findings, suggest workaround |
| Duplicate | Same root cause as another open issue | Comment with link, close as duplicate |
| Needs info | No logs, no config, vague description | Ask for specifics |
| Stale | We asked for info, no reply for 2+ weeks | Close with helpful pointer |
| Actionable bug | Real server-side bug we need to fix | Acknowledge, investigate further |
Common root causes (from past triage)
These patterns recur. Check for them first:
-
SSE endpoint removed (April 1, 2026): Users on
/sseURLs get connection failures. Fix: switch tohttps://mcp.apify.com(streamable HTTP). -
"Tools connected but Claude ignores them": MCP server logs show successful handshake and
tools/list, but Claude doesn't use the tools in conversation. This is a Claude Desktop/Cowork behavior, not an Apify server bug. Users need to explicitly ask Claude to use Apify tools. -
"Unable to connect to extension server": Claude Desktop extension install issues. Usually caused by corrupted npx cache, Claude silently downgrading the extension, or Node.js not on the GUI app's PATH. Fix: use the remote server
https://mcp.apify.comas a custom connector. -
npx cache corruption: Stale cache prevents stdio server from starting. Fix:
rm -rf ~/.npm/_npx(macOS/Linux) orrmdir /s /q %LOCALAPPDATA%\npm-cache\_npx(Windows). -
Claude Desktop connector downgrade: Claude Desktop silently downgrades connectors to older versions. Fix: remove and re-add the connector.
Step 3: Draft response
Style rules:
- Developer-to-developer, plain language
- Concise — 3-8 lines typical, no fluff
- Acknowledge the issue and apologize briefly if the user is stuck
- Reference documentation when a fix or troubleshooting guide exists
- If the server works correctly (logs prove it), say so clearly
- If closing, explain why and point to where to go next
Key documentation links:
- Setup guide:
https://docs.apify.com/platform/integrations/mcp - Claude Desktop troubleshooting:
https://docs.apify.com/platform/integrations/claude-desktop#troubleshooting - Configurator:
https://mcp.apify.com
Use Apify MCP tools (search-apify-docs, fetch-apify-docs) to find the right doc link if the issue touches a topic not covered above.
The default recommendation for connection issues is the remote server:
Add a custom connector in Claude Desktop with URL
https://mcp.apify.comand follow the OAuth flow.
Step 4: Present and get approval
Present each issue to the user with:
- Issue number + title + link (
https://github.com/apify/apify-mcp-server/issues/<number>) - Category (from Step 2)
- Summary — one line on what's going on
- Proposed response — the draft comment in a blockquote
- Proposed action — comment only / comment + close / close as duplicate of #X / skip
MANDATORY: Wait for explicit user approval before posting anything. Never post, close, or modify an issue without the user saying yes.
Step 5: Post
After approval:
# Comment only
gh issue comment <number> --repo apify/apify-mcp-server --body "<response>"
# Comment + close
gh issue comment <number> --repo apify/apify-mcp-server --body "<response>" && \
gh issue close <number> --repo apify/apify-mcp-server
# Close as duplicate
gh issue comment <number> --repo apify/apify-mcp-server --body "Closing as a duplicate of #<other> — same root cause. We'll track and update there." && \
gh issue close <number> --repo apify/apify-mcp-server
Then move to the next issue. After the last one, print a summary table:
| Issue | Category | Action taken |
|---|---|---|
| #623 | Known fix | Commented, SSE migration |
| #639 | Duplicate | Closed as dup of #641 |
| ... | ... | ... |
Signals
- GitHub stars
- 7k
- Forks
- 264
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
bug-triage- Source
- github.com/apify/apify-mcp-server