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Agent skill

Agentica Claude Proxy

by parcadei in parcadei/Continuous-Claude-v3

Guide for integrating Agentica SDK with Claude Code CLI proxy

MITAuto-check: notesAI & LLM Engineering

Install Agentica Claude Proxy

skills CLI
$ npx skills add parcadei/Continuous-Claude-v3 --skill agentica-claude-proxy -a claude-code

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

GitHub CLI
$ gh skill install parcadei/Continuous-Claude-v3 agentica-claude-proxy --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/parcadei/Continuous-Claude-v3.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/agentica-claude-proxy .claude/skills/agentica-claude-proxy && 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
agentica-claude-proxy
GitHub stars
3.9k
Used in
1 other repo
Token cost
~1k tokens
SKILL.md length
253 words
Files
1
Skills in repo
141
Repo updated
First seen
Licence
MIT

At a glance

Guide for integrating Agentica SDK with Claude Code CLI proxy

  • Works in 3 steps: allowedTools Flag (REQUIRED) → SSE Streaming Format (REQUIRED) → REPL Response Format (REQUIRED)
  • AI & LLM Engineering work in your project
  • SKILL.md covers When to Use, Architecture Overview, Critical Requirements and Anti-Hallucination Prompt…, plus 5 more sections
  • Calls curl, uv and python

What it does

Agentica Claude Proxy is an agent skill from parcadei/Continuous-Claude-v3. Guide for integrating Agentica SDK with Claude Code CLI proxy

Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in AI & LLM Engineering. The repository describes itself as: Context management for Claude Code. Hooks maintain state via ledgers and handoffs. MCP execution without context pollution. Agent orchestration with isolated context windows. The licence is MIT.

When your agent uses it

  • AI & LLM Engineering work in your project

Example prompts

  • “/agentica-claude-proxy”

Requirements

  • Python 3
  • Pre-approved tools (allowed-tools): Read, Bash

Workflow steps

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

  1. allowedTools Flag (REQUIRED)
  2. SSE Streaming Format (REQUIRED)
  3. REPL Response Format (REQUIRED)

What it can do on your machine

Read from SKILL.md and the folder at commit d07ff4b. 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
    • Bash

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • curl
    • uv
    • python

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

  • Network

    No URLs in SKILL.md. Its commands use curl and uv, which can reach the network depending on how they are called.

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

  • Credentials

    Names no API keys, tokens, secrets or passwords.

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

Context cost

Agentica Claude Proxy loads about 1k tokens when it runs. Until then it costs about 21 tokens; SKILL.md has 253 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~21
When it runs · the whole SKILL.md, loaded when a task matches
~1k

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.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: Read, Bash

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 parcadei/Continuous-Claude-v3 at commit d07ff4b, republished under its MIT licence (© parcadei). 253 words, ~1,041 tokens.

Download SKILL.mdSave it as .claude/skills/agentica-claude-proxy/SKILL.md (or your agent's skills folder).
name
agentica-claude-proxy
description
Guide for integrating Agentica SDK with Claude Code CLI proxy
allowed-tools
Read, Bash
user-invocable
false

Agentica-Claude Code Proxy Integration

Use this skill when developing or debugging the Agentica-Claude proxy integration.

When to Use

  • Setting up Agentica agents to use Claude Code tools
  • Debugging agent hallucination issues
  • Fixing permission errors in file operations
  • Understanding the REPL response format

Architecture Overview

Agentica Agent → S_M_BASE_URL → Claude Proxy → claude -p → Claude CLI (with tools)
                 (localhost:2345)   (localhost:8080)

Critical Requirements

1. --allowedTools Flag (REQUIRED)

Claude CLI in -p mode restricts file operations. You MUST add:

python
subprocess.run([
    "claude", "-p", prompt,
    "--append-system-prompt", system_prompt,
    "--allowedTools", "Read", "Write", "Edit", "Bash",  # REQUIRED
])

Without this, agents will report "permission denied" for Write/Edit operations.

2. SSE Streaming Format (REQUIRED)

Agentica expects SSE streaming, not plain JSON:

python
# Response format
yield f"data: {json.dumps(chunk)}\n\n"
yield "data: [DONE]\n\n"
3. REPL Response Format (REQUIRED)

Agents MUST return results as Python code blocks with a return statement:

python
return "your result here"

Agentica's REPL parser extracts code between ```python and ```.

Anti-Hallucination Prompt Engineering

Agents will hallucinate success without actually using tools unless you explicitly warn them:

## ANTI-HALLUCINATION WARNING

**STOP AND READ THIS CAREFULLY:**

You have access to these tools: Read, Write, Edit, Bash

When the task asks you to create/modify/run something:
1. FIRST: Actually invoke the tool (Read, Write, Edit, or Bash)
2. SECOND: Wait for the tool result
3. THIRD: Then return your answer based on what actually happened

**DO NOT** skip the tool invocation and just claim success!

If you didn't invoke a tool, you CANNOT claim the action succeeded.

Path Sandboxing

Both Claude Code and Agentica have sandboxes:

  • /tmp/ paths are blocked by Claude Code
  • Files outside project directory blocked by Agentica

Solution: Use project-relative paths like workspace/ instead of /tmp/

Debugging

Check Agent Logs
bash
cat logs/agent-<N>.log

Note: Logs only show final conversational response, not tool invocations.

Test Proxy Directly
bash
curl -s http://localhost:8080/v1/chat/completions \
  -H "Content-Type: application/json" \
  -d '{"model": "claude", "messages": [{"role": "user", "content": "Create file at workspace/test.txt"}], "stream": false}'
Verify File Operations
bash
# After agent claims to create file
ls -la workspace/test.txt
cat workspace/test.txt

Server Commands

Start Servers
bash
# Terminal 1: Proxy
uv run python scripts/agentica/claude_proxy.py --port 8080

# Terminal 2: Agentica Server
cd workspace/agentica-research/agentica-server
INFERENCE_ENDPOINT_URL=http://localhost:8080/v1/chat/completions uv run agentica-server --port 2345
Use Swarm
bash
S_M_BASE_URL=http://localhost:2345 uv run python your_script.py
Health Checks
bash
curl http://localhost:8080/health  # Proxy
curl http://localhost:2345/health  # Agentica

Reference Files

  • Proxy implementation: scripts/agentica/claude_proxy.py
  • REPL_BASELINE prompt: scripts/agentica/claude_proxy.py:49-155
  • Comprehensive test: workspace/test_swarm_all_tools.py
  • DependencySwarm: scripts/agentica/dependency_swarm.py

Common Errors

ErrorCauseFix
"Permission denied"Missing --allowedToolsAdd --allowedTools Read Write Edit Bash
Agent claims success but file not createdHallucinationAdd anti-hallucination prompt section
"Cannot access /tmp/..."Sandbox restrictionUse project-relative paths
"APIConnectionError"Wrong response formatUse SSE streaming (data: {...}\n\n)
"NameError: view_file"Agent using REPL functionsAdd REPL_BASELINE with native tool examples

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

Files

Just SKILL.md in .claude/skills/agentica-claude-proxy of parcadei/Continuous-Claude-v3.

Open the folder on GitHubat commit d07ff4b

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in parcadei/Continuous-Claude-v3, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Agentica Claude Proxy 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.

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LLM Benchmarking with lm-evaluation-harnessOrchestra-Research/AI-Research-SKILLs13k8 repos~3kAutomated safety check: PassMIT
Segment Anything Model GuideOrchestra-Research/AI-Research-SKILLs13k8 repos~3.3kAutomated safety check: PassMIT
1passwordtrpc-group/trpc-agent-go1.9k14 repos~656Automated safety check: PassApache-2.0

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Categories

Questions about Agentica Claude Proxy

What does Agentica Claude Proxy do?

Guide for integrating Agentica SDK with Claude Code CLI proxy. Agentica Claude Proxy is an agent skill from parcadei/Continuous-Claude-v3.

When should I use Agentica Claude Proxy?

Agentica Claude Proxy fits situations like: AI & LLM Engineering work in your project.

How do I install Agentica Claude Proxy in Claude Code?

Run `npx skills add parcadei/Continuous-Claude-v3 --skill agentica-claude-proxy -a claude-code`. Or copy the skill folder (.claude/skills/agentica-claude-proxy in parcadei/Continuous-Claude-v3) into .claude/skills/agentica-claude-proxy in your project. Claude Code loads it when a task matches its description.

How do I install Agentica Claude Proxy in Codex?

Run `npx skills add parcadei/Continuous-Claude-v3 --skill agentica-claude-proxy -a codex`. Or copy the skill folder (.claude/skills/agentica-claude-proxy in parcadei/Continuous-Claude-v3) into .agents/skills/agentica-claude-proxy in your project. Codex loads it when a task matches its description.

Can I use Agentica Claude Proxy 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 parcadei/Continuous-Claude-v3 --skill agentica-claude-proxy -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agentica-claude-proxy, .gemini/skills/agentica-claude-proxy, .github/skills/agentica-claude-proxy and .opencode/skills/agentica-claude-proxy in your project.

What does Agentica Claude Proxy need to run?

Going by SKILL.md and its folder, Agentica Claude Proxy needs the command-line tools its instructions call (curl, uv and python). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Bash.

Does Agentica Claude Proxy access the network?

SKILL.md contains no URLs. Its commands use curl and uv, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Agentica Claude Proxy safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Agentica Claude Proxy use?

Agentica Claude Proxy 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 Agentica Claude Proxy use?

About 1k tokens (SKILL.md is roughly 4.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Agentica Claude Proxy?

Skills that share tags, products or a category with Agentica Claude Proxy: Agent Builder (shareAI-lab/learn-claude-code, 78k stars), Add Uint Support (pytorch/pytorch, 104k stars), LLM Benchmarking with lm-evaluation-harness (Orchestra-Research/AI-Research-SKILLs, 13k stars) and Segment Anything Model Guide (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Agentica Claude Proxy?

parcadei (a GitHub user) maintains it in parcadei/Continuous-Claude-v3, which has 3,943 GitHub stars. The repository holds 141 skills in this directory. The repository was last updated on January 26, 2026.

Source: parcadei/Continuous-Claude-v3 on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.