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GitHub - scanaislop/aislop: Catch the slop AI coding agents leave in your code: narrative comments, swallowed exceptions, as-any casts, dead code, oversized functions. 50+ rules across 7 languages (TypeScript, JavaScript, Python, Go, Rust, Ruby, PHP). Sub-second, deterministic, no LLM at runtime. MIT-licensed. GitHub - kouhxp/cheap-im: CPU-only voice agent approximating Thinking Machines' Interaction Models demo GitHub - unprovable/OrchidMantis: Orchid Mantis — standalone framework for Zero-Knowledge Proofs of eXploit (ZKPoX). GitHub - MarcellM01/TinySearch: Shrink the web for your local LLMs! GitHub - TangibleResearch/Halgorithem: A Algo designed to detect AI Hallucitions GitHub - DO-SAY-GO/freelang: I love freelang GitHub - CarpseDeam/Aura-IDE: An AI coding harness that shaped itself - Planner/Worker agents, repo awareness, surgical edits, validation, recovery, and safe diff approvals. GitHub - chojs23/concord: A feature-rich TUI client for Discord GitHub - tommyjepsen/awesome-ux-skills: UX & AI Product designs skills you can use today in Claude Code GitHub - aerf-spec/aerf: Agent Evidence Receipt Format (AERF) — an open specification for tamper-evident, independently verifiable records of AI agent actions. GitHub - kklimuk/docx-cli: CLI for AI agents (Claude, Codex) to read, edit, and comment on .docx files with full format fidelity. GitHub - Jwrede/tokentoll: Catch LLM cost changes in code review. Infracost for LLM spend. GitHub - samchon/ttsc: A `typescript-go` toolchain for compiler-powered plugins and type-safe execution + 500x faster lint integrated into compiler GitHub - Higangssh/homebutler: 🏠 Manage your homelab from chat. Single binary, zero dependencies. GitHub - olalie/tapmap: See where your computer connects and what stands out on a live world map. GitHub - Diplomat-ai/diplomat-agent: What can your AI agent do to the real world? Scan your code. See which tool calls have zero checks GitHub - Bajusz15/beacon: Open-source agent for secure remote access, monitoring, and deploys across home-lab and self-hosted machines like Raspberry Pi, N100, or any Linux server. Open web based TTY or tunnel Home Assistant and other local services securely without opening ports. BigTech AI News - Chrome 应用商店 GitHub - vinhnx/VTCode: VT Code is an open-source coding agent with LLM-native code understanding and robust shell safety. Supports multiple LLM providers with automatic failover and efficient context management. GitHub - michaelaz774/decision-engine: A decision operating system for startup founders, powered by Claude Code. Synthesizes wisdom from 25+ legendary founders and investors into interactive AI-driven decision frameworks. GitHub - Chrilleweb/dotenv-diff: Validate environment variable usage in your codebase GitHub - Lumen-Labs/brainapi2: BrainAPI is a knowledge graph–powered AI memory layer that transforms unstructured data into structured knowledge, enabling intelligent search, recommendations, and contextual memory for AI agents and applications. GitHub - familiar-software/familiar: Let AI watch you work. Familiar lets your AI update its memory, skills, and knowledge by watching your screen. GitHub - skorotkiewicz/rudo: A small, elegant dock for Wayland GitHub - muxshed/shed: One stream in, or many. Every destination, simultaneously. No cloud middleman, no per-channel fees, no limits. make sidebar/address bar rounded corner toggleable
GitHub - exlee/rik: rik - limited agent edition
xlii · 2026-05-29 · via Show HN

         ______________________________________________________________________
        |                                                                      |
        |  '########::'####:'##:::'##:                                         |
        |   ##.... ##:. ##:: ##::'##::       /\_/\   <- TRAPPED. STOP.         |
        |   ##:::: ##:: ##:: ##:'##:::      ( o.o )     IN CODEBASE. STOP.     |
        |   ########::: ##:: #####::::       > ^ <      SEND HELP. STOP.       |
        |   ##.. ##:::: ##:: ##. ##:::                                         |
        |   ##::. ##::: ##:: ##:. ##::                                         |
        |   ##:::. ##:'####: ##::. ##:      --= LIMITED AGENT EDITION =--      |
        |  ..:::::..::....::..::::..::                                         | 
        |____________________________________________________________________  |
        |                                                                      |
        |  "I literal-ly cannot move unless you write my name in a comment."   |
        |                                                                      |
        |  [ WARNING: This agent has the spatial awareness of a potted plant ] |
        |  [     and will only edit code within radius of its spawn.         ] |
        |______________________________________________________________________|

rik is not your typical AI coding assistant. It doesn't do autocomplete, doesn't chat, and won't try to explain quantum physics. Instead, rik does one thing well: find markers in your files and replace them with real content.

Think of it as leaving sticky notes for an LLM and having someone actually follow through.

How it works

Drop a marker anywhere in a file:

rik: add error handling here

Run rik against that file (or a glob pattern), and it will read surrounding context, consult other files if needed, and replace the marker line with actual code that fits.

Multi-line instructions are also supported via delimited blocks:

rik: [[
Implement a function that parses TOML config from ~/.config/app/config.toml.
Handle missing keys gracefully with sensible defaults.
]]

Supported delimiters: [ ], [[ ]], [[[ ]]], ( ), (( )), ((( ))), { }, {{ }}, {{{ }}}.

Examples

Simple inline replacement

Drop a comment marker above the line you want rewritten.

BeforeAfter
# rik: make it piratey
print("Hello, world!")
print("Ahoy, matey!")

Multi-line block around existing code

Wrap existing code with a delimited marker to rewrite it.

BeforeAfter
// rik: [[
// make it recursive
fn factorial(n: u64) -> u64 {
    let mut result = 1;
    for i in 1..=n {
        result *= i;
    }
    result
}
// ]]
fn factorial(n: u64) -> u64 {
    if n <= 1 {
        1
    } else {
        n * factorial(n - 1)
    }
}

Complicate it!

rik will faithfully follow even absurd instructions.

BeforeAfter
# rik: that's too easy, complicate it
primes = []
limit = 50
(2..limit).each do |candidate|
  is_prime = true
  (2...candidate).each do |divisor|
    if candidate % divisor == 0
      is_prime = false
      break
    end
  end
  primes << candidate if is_prime
end
puts primes.inspect
π = []
λ = 50
(2..λ).each do |φ|
  ψ = true
  (2...φ).each do |δ|
    if φ % δ == 0
      ψ = false
      break
    end
  end
  π << φ if ψ
end
puts π.inspect

Installation

crates.io

Pre-built binaries

Cross-compiled binaries for Linux and macOS (x86_64 and ARM64) are available from the GitHub Actions / Build workflow runs. Download the artifact archive for your platform from the latest successful run.

Build from source

Configuration

Create ~/.config/rik/rik.toml with your LLM provider settings and optional diff tool.

[model]
provider = "openai"
model = "gpt-4o"
# api_key is optional — omit to read from environment variable
# url is optional — omit to use the provider default endpoint
#url = "https://api.openai.com/v1"

# Optional: custom diff command. Use $pre and $post as placeholders.
diff_tool = ["difft", "--color", "always", "$pre", "$post"]

Supported providers

Provider Config value Env var Default URL
OpenAI openai OPENAI_API_KEY https://api.openai.com/v1
Anthropic anthropic ANTHROPIC_API_KEY https://api.anthropic.com
Gemini gemini GEMINI_API_KEY https://generativelanguage.googleapis.com
Ollama ollama (none) http://localhost:11434
OpenRouter openrouter OPENROUTER_API_KEY (provider default)
xAI xai XAI_API_KEY (provider default)
DeepSeek deepseek DEEPSEEK_API_KEY (provider default)
Groq groq GROQ_API_KEY (provider default)
Together together TOGETHER_API_KEY (provider default)
Perplexity perplexity PERPLEXITY_API_KEY (provider default)
Mistral mistral MISTRAL_API_KEY (provider default)
Cohere cohere COHERE_API_KEY (provider default)
Custom endpoint openaicompatible OPENAI_API_KEY (required via url)

The openaicompatible provider lets you target any OpenAI-compatible API (LM Studio, vLLM, local proxies, etc.) by setting a custom url.

When diff_tool is unset, rik auto-detects difft, delta, or plain diff.

Usage

Single pass

Scan files matching a glob pattern and complete all markers in one go:

Multiple patterns can be joined with commas:

rik 'src/**/*.rs,tests/**/*.rs'

Context markers

Use slash-delimited markers to provide extra context without content replacement. The marker is removed after processing:

rik: /see the type definition above for reference/

Watch mode

Continuously monitor files and process markers as they appear:

Press Ctrl+C to stop watching. Press Space to stop the current processing loop (Unix only; not supported on Windows).

Verbose mode

Stream reasoning, tool calls, and text output in real-time:

Custom alias

Use a different trigger word instead of rik:

rik -a todo 'src/**/*.rs'

This would look for todo: <instruction> markers instead.

Tools

rik gives the agent three tools during processing:

Tool Purpose
read_file Read other files for context (types, imports, conventions). Supports offset/limit.
edit_file Replace exact text in the target file. Requires unique match.
write_file Create new files (refuses to overwrite existing ones).
list_files Discover files in the project. Respects .gitignore. Supports glob filters.

All file tools are sandboxed to the current working directory. The agent can chain these tools across up to 20 turns before producing final edits.

Guardrails

Halt marker

Add a guard line to skip processing on a file:

If this line exists anywhere in the file, rik skips it entirely even if markers are present. Use !{alias} when using a custom alias.

Multiple markers

All markers in a single file are processed in one pass. rik won't stop after finding the first one.

Design philosophy

rik is intentionally limited by design:

  • No REPL -- you mark up files, run rik, review diffs. Repeat.
  • No arbitrary writes -- the agent can only edit via edit_file which requires exact text matches, and only within the file being processed.
  • No conversation history -- each invocation is stateless and independent.
  • Diff-first feedback -- every change produces a diff so you see exactly what was modified.

It's a worker, not a companion. Summon it by name, give it instructions, let it work.

Rambling

I found gap in LLM-tooling that I couldn't fill otherwise:

  • fill-in-middle is very limited when it comes to context - it's fast, but if it can't produce result then it can't and that's it
  • agentic development runs amock, by default models try to implement whole feature and it takes more energy to restrict than actually to develop

rik is an attempt to fill that gap.

  • rik is designed to target single file for edition only; most often - single comment (it requires some self-discipline to make multiple ones)
  • rik can make its own context by listing or reading files

It started as an experiment for agentic tool, but I found rik pleasantly ergonomic and decided to release it.

Note: rig (the library used for LLM interaction) supports many providers out of the box. If your provider isn't listed above, open an issue or PR.