RRepoGEO

REPOGEO REPORT · LITE

dzhng/claude-agent-server

Default branch main · commit 7a8f6418 · scanned 6/15/2026, 1:57:36 AM

GitHub: 574 stars · 54 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface dzhng/claude-agent-server, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening to highlight secure, sandboxed Claude Agent control

    Why:

    CURRENT
    # Claude Agent SDK WebSocket Server

A WebSocket server that wraps the Claude Agent SDK, allowing real-time bidirectional communication with Claude through WebSockets. Deploy it as an E2B sandbox and connect via the TypeScript client library.
    COPY-PASTE FIX
    # Claude Agent Server: Securely Run & Control Claude Agents in a Sandbox

This project offers a WebSocket server specifically designed to securely execute Anthropic Claude Agents (Claude Code) within an isolated E2B sandbox environment. It enables real-time, bidirectional programmatic control, making it ideal for developers building robust applications that require sandboxed AI agent execution and dynamic interaction with Claude.
  • highlicense#2
    Add a LICENSE file to clarify usage rights

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file in the root directory of the repository, choosing an appropriate open-source license (e.g., MIT, Apache-2.0, or GPL-3.0) that clearly defines the terms of use and distribution for your project.
  • mediumtopics#3
    Expand repository topics to improve category visibility

    Why:

    CURRENT
    agent, ai, claude, claude-agent-sdk, claude-agents, claude-code
    COPY-PASTE FIX
    agent, ai, claude, claude-agent-sdk, claude-agents, claude-code, sandbox, e2b, websocket, real-time, llm-orchestration, agent-framework, secure-execution

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface dzhng/claude-agent-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
google/gvisor
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. google/gvisor · recommended 1×
  2. kata-containers/kata-containers · recommended 1×
  3. firecracker-microvm/firecracker · recommended 1×
  4. moby/moby · recommended 1×
  5. Seccomp · recommended 1×
  • CATEGORY QUERY
    How to securely execute AI agent code within a sandboxed environment?
    you: not recommended
    AI recommended (in order):
    1. gVisor (google/gvisor)
    2. Kata Containers (kata-containers/kata-containers)
    3. Firecracker (firecracker-microvm/firecracker)
    4. Docker (moby/moby)
    5. Seccomp
    6. AppArmor
    7. SELinux
    8. Intel SGX (intel/linux-sgx)
    9. AMD SEV (AMDESE/AMDSEV)
    10. Wasmtime (bytecodealliance/wasmtime)
    11. Wasmer (wasmerio/wasmer)
    12. Jailkit (jasonh/jailkit)

    AI recommended 12 alternatives but never named dzhng/claude-agent-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a real-time communication interface for controlling LLM agents programmatically.
    you: not recommended
    AI recommended (in order):
    1. gRPC (grpc/grpc)
    2. Apache Kafka (apache/kafka)
    3. Socket.IO (socketio/socket.io)
    4. FastAPI (tiangolo/fastapi)
    5. RabbitMQ (rabbitmq/rabbitmq-server)
    6. Redis (redis/redis)
    7. ZeroMQ (zeromq/libzmq)

    AI recommended 7 alternatives but never named dzhng/claude-agent-server. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of dzhng/claude-agent-server?
    pass
    AI named dzhng/claude-agent-server explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts dzhng/claude-agent-server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dzhng/claude-agent-server explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo dzhng/claude-agent-server solve, and who is the primary audience?
    pass
    AI named dzhng/claude-agent-server explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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dzhng/claude-agent-server — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite