Analyzes public X/Twitter complaints to detect, cluster, and triage bugs with repo evidence and owner routing.

MITAuto-check: notesDevelopment

Install X Bug Triage

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill x-bug-triage -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace x-bug-triage --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/mcp/x-bug-triage/skills/x-bug-triage .claude/skills/x-bug-triage && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
x-bug-triage
GitHub stars
2.8k
Token cost
~2k tokens
SKILL.md length
754 words
Files
6 (incl. references)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Analyzes public X/Twitter complaints to detect, cluster, and triage bugs with repo evidence and owner routing.

  • Works in 11 steps: Intake → Normalize → Match Existing Clusters → …
  • Monitoring product health from social signals
  • SKILL.md covers Overview, Prerequisites, Instructions and Output, plus 3 more sections
  • Calls bun; needs X_BEARER_TOKEN

What it does

X Bug Triage is an agent skill from jeremylongshore/tons-of-skills-marketplace. Analyzes public X/Twitter complaints to detect, cluster, and triage bugs with repo evidence and owner routing. Use when monitoring product health from social signals. Trigger with "/x-bug-triage" or "triage X bugs for @account". Make sure to use this skill whenever triaging bugs from X/Twitter mentions.

Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including reference files (for example `references/escalation-rules.md`, `references/evidence-policy.md` and `references/review-memory-policy.md`). Compatibility notes: Designed for Claude Code

It sits in Development, covering Issue triage. It works with X (Twitter) and Model Context Protocol. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.

When your agent uses it

  • Monitoring product health from social signals
  • With /x-bug-triage
  • Triage X bugs for @account
  • Triaging bugs from X/Twitter mentions

Example prompts

  • “/x-bug-triage”
  • “triage X bugs for @account”
  • “Use the x-bug-triage skill to analyz public X/Twitter complaints to detect, cluster, and triage bugs with repo evidence and owner routing”
  • “/x-bug-triage”

Requirements

  • A credential in X_BEARER_TOKEN
  • Compatibility (from SKILL.md): Designed for Claude Code
  • Pre-approved tools (allowed-tools): Read, Write, Edit, Glob, Grep, Bash(bun:*)

Workflow steps

11 steps, taken from the step headings in SKILL.md.

  1. Intake
  2. Normalize
  3. Match Existing Clusters
  4. Create/Update Clusters
  5. Repo Scan
  6. Route Ownership
  7. Evaluate Severity + Escalation
  8. Display Results
  9. Optional Slack Delivery
  10. Interactive Review
  11. Persist Learning

What it can do on your machine

Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Write
    • Edit
    • Glob
    • Grep
    • Bash(bun:*)

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • bun

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • X_BEARER_TOKEN

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

  • Compatibility

    Designed for Claude Code

    From compatibility in the SKILL.md frontmatter.

Context cost

X Bug Triage loads about 2k tokens when it runs, and up to ~3.6k if it reads all its reference files. Until then it costs about 79 tokens; SKILL.md has 754 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~79
When it runs · the whole SKILL.md, loaded when a task matches
~2k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NoteMentions a .env fileSKILL.md:30
    nfigured at `~/.claude/channels/x-triage/.env`
  • NoteMentions a .env fileSKILL.md:193
    ig | Create `~/.claude/channels/x-triage/.env` |

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 754 words, ~2,048 tokens.

Download SKILL.mdSave it as .claude/skills/x-bug-triage/SKILL.md (or your agent's skills folder). This skill also uses 5 other files; get the full folder from GitHub.
name
x-bug-triage
description
Analyzes public X/Twitter complaints to detect, cluster, and triage bugs with repo evidence and owner routing. Use when monitoring product health from social signals. Trigger with "/x-bug-triage" or "triage X bugs for @account". Make sure to use this skill whenever triaging bugs from X/Twitter mentions.
allowed-tools
Read, Write, Edit, Glob, Grep, Bash(bun:*)
compatibility
Designed for Claude Code
version
0.3.0
author
Jeremy Longshore <jeremy@intentsolutions.io>
license
SEE LICENSE IN LICENSE
user-invocable
true
argument-hint
<account> [--window 24h]
model
inherit
effort
high
tags
triage, x-api, bug-tracking, social-monitoring

X Bug Triage

Closed-loop bug triage from public X/Twitter complaints to clustered, evidence-backed GitHub issues.

Overview

Product teams learn about bugs from X/Twitter hours before internal monitoring catches them. This skill automates the pipeline: ingest complaints, classify and cluster them by bug family, scan repos for corroborating evidence, route to owners, and file issues — all with human confirmation gates. Results display directly in the terminal with optional Slack delivery for team review.

Prerequisites

  • X API bearer token configured at ~/.claude/channels/x-triage/.env
  • SQLite database initialized (bun run db:migrate)
  • config/approved-accounts.json and config/approved-searches.json populated
  • GitHub CLI (gh) for issue filing

Verify environment before starting:

!test -f data/triage.db && echo "DB ready" || echo "Run: bun run db:migrate"
!test -f config/approved-accounts.json && echo "Accounts configured" || echo "Missing: config/approved-accounts.json"

Instructions

Step 1: Intake
  1. Resolve account username to ID: mcp__triage__resolve_username
  2. Fetch mention timeline: mcp__triage__fetch_mentions
  3. Run approved searches: mcp__triage__search_recent
  4. Cross-reference mentions with search results for completeness
  5. Hydrate conversation threads for posts with conversation_id: mcp__triage__fetch_conversation
  6. Fetch quote tweets for high-engagement posts: mcp__triage__fetch_quote_tweets

After intake completes:

  1. Call assessFreshness() from lib/freshness.ts with the combined post set and the requested window boundaries. If date_confidence is "low" or "medium", pass the warning string to the display step for rendering.
  2. Collect all DegradationReport objects from intake tool responses. Call buildSourceStatusReport() from lib/source-status.ts to aggregate into a SourceStatusReport. Pass to the display step for rendering between the header and cluster list.
Step 2: Normalize

For each ingested post:

  • Parse into BugCandidate (all 33 fields) using lib/parser.ts
  • Classify into 12 categories using lib/classifier.ts
  • Redact PII (6 types) using lib/redactor.ts
  • Score reporter reliability (4 dimensions) using lib/reporter-scorer.ts
  • Tag reporter_category from config/approved-accounts.json
Step 3: Match Existing Clusters
  • Load active clusters from DB
  • Load active overrides and suppression rules
  • For each candidate, compute bug signature and match against existing clusters at >=70% overlap
  • Family-first guard: different families NEVER cluster
Step 4: Create/Update Clusters
  • New matches: create cluster with initial severity "low"
  • Existing matches: update report_count, last_seen, sub_status
  • Resolved matches: set state to "open", sub_status to "regression_reopened"
  • Suppressed candidates: skip with audit log
Step 5: Repo Scan

For each cluster (top 3 repos per cluster):

  • mcp__triage__search_issues — Match symptoms/errors
  • mcp__triage__inspect_recent_commits — 7-day commit window
  • mcp__triage__inspect_code_paths — Affected paths
  • mcp__triage__check_recent_deploys — Recent releases

Assign evidence tiers (1-4) per evidence-policy.md.

Load evidence tier definitions:

!cat ${CLAUDE_SKILL_DIR}/references/evidence-policy.md
Step 6: Route Ownership

For each cluster, use strict 6-level precedence:

  1. mcp__triage__lookup_service_owner
  2. mcp__triage__lookup_oncall
  3. mcp__triage__parse_codeowners
  4. mcp__triage__lookup_recent_assignees
  5. mcp__triage__lookup_recent_committers
  6. Fallback mapping from config

Apply routing overrides from prior runs. Flag stale signals (>30 days).

Load routing precedence rules:

!cat ${CLAUDE_SKILL_DIR}/references/routing-rules.md
Step 7: Evaluate Severity + Escalation

Compute severity (low/medium/high/critical) based on:

  • Report velocity, data loss signals, security/privacy, auth/billing lockout
  • Cross-surface failure, enterprise impact, reproducibility quality
  • Apply severity overrides from prior runs

Load escalation trigger definitions:

!cat ${CLAUDE_SKILL_DIR}/references/escalation-rules.md
Step 8: Display Results

Display triage results directly in the terminal as formatted markdown:

  • Severity icons: red_circle critical/high, yellow_circle medium, green_circle low
  • Top 5 clusters by severity (or all if <=5)
  • Per cluster: report count, severity, status, assigned team, top evidence tier
  • Available commands listed at the bottom
Show full SKILL.md (278 more words)Show less
Step 9: Optional Slack Delivery

Check if claude-code-slack-channel plugin is available via mcp__slack__reply tool. If available, also deliver summary to Slack. If not, skip — terminal output is sufficient. Not an error.

Step 10: Interactive Review

Accept review commands from the user in the terminal. Parse via mcp__triage__parse_review_command.

CommandAction
details <#>Display full cluster detail
file <#>Generate draft via mcp__triage__create_draft_issue
dismiss <#> <reason>Create noise_suppression override
merge <#> <issue>Link cluster to existing issue
escalate <#>Raise severity
monitor <#>Set cluster to monitoring
snooze <#> <duration>Temporarily suppress
split <#>Split cluster
reroute <#>Change routing
full-reportDisplay all clusters
confirm file <#>File via mcp__triage__confirm_and_file

After each command executes successfully, display the confirmation message from formatActionConfirmation() (in mcp/triage-server/lib.ts). This provides immediate user feedback for all review actions.

Load override and memory policy when processing review commands:

!cat ${CLAUDE_SKILL_DIR}/references/review-memory-policy.md
Step 11: Persist Learning
  • All overrides stored in DB for future runs
  • Audit log captures all actions (12 event types)
  • Suppression rules created from dismiss commands
  • Issue-family links created from file/merge commands

Output

Terminal markdown summary with severity-ranked clusters, evidence tiers, team assignments, and interactive command menu. Optionally mirrored to Slack.

Examples

/x-bug-triage @AnthropicAI --window 24h

Produces cluster summary, then user interacts:

> details 1
> file 2
> dismiss 3 noise
> confirm file 2

Error Handling

ErrorCauseSolution
X_BEARER_TOKEN not setMissing env configCreate ~/.claude/channels/x-triage/.env
Rate limited (429)X API quota exhaustedAutomatic retry with backoff, degrades gracefully
No clusters foundNo bug-like posts in windowWiden --window or check approved-searches.json
Routing uncertainNo routing signalsManual assignment required — flagged in output
Duplicate detectedIssue already filedUse merge command instead of file

Resources

References: ${CLAUDE_SKILL_DIR}/references/

© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 5 other files (references) in plugins/mcp/x-bug-triage/skills/x-bug-triage of jeremylongshore/tons-of-skills-marketplace.

  • SKILL.md
  • references/escalation-rules.md
  • references/evidence-policy.md
  • references/review-memory-policy.md
  • references/routing-rules.md
  • references/schemas.md

Open the folder on GitHubat commit cfae287

Compare with similar skills

X Bug Triage next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

X Bug Triage compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
X Bug Triage this skilljeremylongshore/tons-of-skills-marketplace2.8k—~2kAutomated safety check: NotesMIT
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Issue Triagemono/SkiaSharp5.6k—~3.4kAutomated safety check: PassMIT
LinkedIn MCP Issue Investigatorstickerdaniel/linkedin-mcp-server3.8k—~2kAutomated safety check: PassApache-2.0
Triagearcee-ai/nac281—~2kAutomated safety check: PassApache-2.0
Issue Triage Loopcobusgreyling/loop-engineering11k—~848Automated safety check: PassMIT

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Categories

Questions about X Bug Triage

What does X Bug Triage do?

Analyzes public X/Twitter complaints to detect, cluster, and triage bugs with repo evidence and owner routing. X Bug Triage is an agent skill from jeremylongshore/tons-of-skills-marketplace. Analyzes public X/Twitter complaints to detect, cluster, and triage bugs with repo evidence and owner routing.

When should I use X Bug Triage?

X Bug Triage fits situations like: monitoring product health from social signals; with /x-bug-triage; triage X bugs for @account; triaging bugs from X/Twitter mentions.

How do I install X Bug Triage in Claude Code?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill x-bug-triage -a claude-code`. Or copy the skill folder (plugins/mcp/x-bug-triage/skills/x-bug-triage in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/x-bug-triage in your project. Claude Code loads it when a task matches its description.

How do I install X Bug Triage in Codex?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill x-bug-triage -a codex`. Or copy the skill folder (plugins/mcp/x-bug-triage/skills/x-bug-triage in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/x-bug-triage in your project. Codex loads it when a task matches its description.

Can I use X Bug Triage in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill x-bug-triage -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/x-bug-triage, .gemini/skills/x-bug-triage, .github/skills/x-bug-triage and .opencode/skills/x-bug-triage in your project.

What does X Bug Triage need to run?

Going by SKILL.md and its folder, X Bug Triage needs the command-line tools its instructions call (bun) and credentials named X_BEARER_TOKEN. Our summary lists: A credential in X_BEARER_TOKEN. Its frontmatter pre-approves these tools: Read, Write, Edit, Glob, Grep, Bash(bun:*). Compatibility (from SKILL.md): Designed for Claude Code.

Does X Bug Triage access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is X Bug Triage safe to install?

Our automated static check of SKILL.md found notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does X Bug Triage use?

X Bug Triage is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does X Bug Triage use?

About 2k tokens (SKILL.md is roughly 8.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.6k tokens, read only when the agent opens those files.

What are the alternatives to X Bug Triage?

Skills that share tags, products or a category with X Bug Triage: Herdr Issue Triage (herdrdev/herdr, 43k stars), Issue Triage (mono/SkiaSharp, 5.6k stars), LinkedIn MCP Issue Investigator (stickerdaniel/linkedin-mcp-server, 3.8k stars) and Triage (arcee-ai/nac, 281 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains X Bug Triage?

jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.

Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.