Goldfish Library

Detailed context for every bug report.

Automatically generate detailed context reports using deep insights from your codebase, directly accessible by you and your favorite agent.

Goldfish swimming in an underwater library

Demo Video Coming Soon

From Swimming in Circles to Swimming Laps

Like goldfish swimming in circles, your agents forget everything between sessions. Goldfish Library changes that — transforming each issue into a curated reference that gives agents all of the codebase context they need to start solving problems.

Start sessions with relevant information pre-loaded

Standard Workflow

Every Session, Another Lap

Your agents swim in circles, re-exploring the same code paths, burning tokens to rediscover what they knew yesterday.

With Goldfish Library

Pre-generated context reports

Agents fetch curated reference documents automatically — arriving informed and ready to solve, not explore.

Deliver comprehensive solutions, not surface-level fixes

Standard Workflow

Shallow Dives

Without memory of related issues or file relationships, agents make surface-level fixes that miss the deeper patterns.

With Goldfish Library

Deep Understanding

With context, diagnostics, and cross-references at their fingertips, agents deliver complete, thoughtful solutions.

Clear your backlog faster with better context

Standard Workflow

Lost in the Tank

Your backlog grows while agents flounder, unable to find the context they need to deliver complete, confident solutions.

With Goldfish Library

Backlog Velocity

Stop hand-holding agents. Your library teaches them everything they need to fly through your issue queue.

How it works

Connect your repository and issue tracker

Link your GitHub repository and configure which issues to analyze. Add your Anthropic API key to get started.

Add prompt snippet to AGENTS.md or CLAUDE.md

Copy our one-line prompt snippet into your agent configuration file. Your agents will automatically fetch context when working on issues.

Works with all agentic tools

Claude Code

GitHub Copilot

Cursor

Warp

Windsurf

Aider

Keep using your agents like you always have

No workflow changes needed. Your agents now start each session with comprehensive context about the issue at hand.

Simple API Access

Agents can fetch comprehensive issue reports with a single API call. Perfect for integrating with your existing tools and workflows.

Terminal

$ curl https://api.goldfishlibrary.com/acme/myrepo/issues/1123 \
  -H "Authorization: Bearer YOUR_API_TOKEN"

{
  "issue": {
    "identifier": "#1123",
    "title": "Database connection pool exhaustion under concurrent load",
    "state": "open",
    "repository": "acme/myrepo"
  },
  "report": {
    "tldr": "Connection pool exhaustion caused by missing connection release in error handling paths",
    "root_cause_hypothesis": "Database connections not properly released in src/db/pool.ts error handlers. Issue introduced in commit a3f2c1d when connection pooling was refactored.",
    "recommended_fix": "Add try-finally blocks in pool.ts to ensure connection release. Update transaction wrapper in src/db/transactions.ts. Add integration tests for error scenarios.",
    "confidence_score": 0.87,
    "related_files": [
      "src/db/pool.ts",
      "src/db/transactions.ts",
      "src/api/handlers/users.ts",
      "src/api/handlers/orders.ts"
    ],
    "similar_issues": [
      {
        "identifier": "#892",
        "title": "Timeout errors during peak traffic",
        "similarityScore": 0.92
      },
      {
        "identifier": "#654",
        "title": "Connection pool warnings in production logs",
        "similarityScore": 0.85
      }
    ]
  }
}

Simple, Transparent Pricing

All plans include full access to our highest-quality context reports.

Compare Plans

Free

/mo

Personal projects

Individual

/mo

Individual developers

Team

/user/mo

Growing teams

Enterprise

Large organizations

Repositories & Access

Repositories

100

Unlimited

Issues per repository

Unlimited

Web UI & API access

Analysis Features

Comprehensive bug report analysis

Historical changeset analysis

Similarity indexing

Meta-issue analysis

Users & Authentication

Users per repository

100

Unlimited

Authentication

Standard SSO

SAML / OIDC

Other

Bring your own API keys

Custom SLAs & support

Get Started