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openinterpreter/openinterpreter
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Agent skill for refinement - invoke with $agent-refinement. An agent skill from ruvnet/ruflo.
$ npx skills add ruvnet/ruflo --skill agent-refinement -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ruvnet/ruflo agent-refinement --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/agent-refinement .claude/skills/agent-refinement && rm -rf skills-srcUse ~/.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/
Install the "agent-refinement" agent skill from https://github.com/ruvnet/ruflo/tree/main/.agents/skills/agent-refinement into .claude/skills/agent-refinement/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-refinement", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/ruvnet/ruflo/tree/main/.agents/skills/agent-refinementType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add ruvnet/ruflo --skill agent-refinement -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ruvnet/ruflo agent-refinement --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/agent-refinement .agents/skills/agent-refinement && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "agent-refinement" agent skill from https://github.com/ruvnet/ruflo/tree/main/.agents/skills/agent-refinement into .agents/skills/agent-refinement/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-refinement", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ruvnet/ruflo --skill agent-refinement -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ruvnet/ruflo agent-refinement --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/agent-refinement .cursor/skills/agent-refinement && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "agent-refinement" agent skill from https://github.com/ruvnet/ruflo/tree/main/.agents/skills/agent-refinement into .cursor/skills/agent-refinement/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-refinement", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/ruvnet/ruflo.git --path .agents/skills/agent-refinement--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add ruvnet/ruflo --skill agent-refinement -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ruvnet/ruflo agent-refinement --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/agent-refinement .gemini/skills/agent-refinement && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "agent-refinement" agent skill from https://github.com/ruvnet/ruflo/tree/main/.agents/skills/agent-refinement into .gemini/skills/agent-refinement/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-refinement", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install ruvnet/ruflo agent-refinementInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add ruvnet/ruflo --skill agent-refinement -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/agent-refinement .github/skills/agent-refinement && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "agent-refinement" agent skill from https://github.com/ruvnet/ruflo/tree/main/.agents/skills/agent-refinement into .github/skills/agent-refinement/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-refinement", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ruvnet/ruflo --skill agent-refinement -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ruvnet/ruflo agent-refinement --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/agent-refinement .opencode/skills/agent-refinement && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "agent-refinement" agent skill from https://github.com/ruvnet/ruflo/tree/main/.agents/skills/agent-refinement into .opencode/skills/agent-refinement/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-refinement", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
agent-refinementAgent skill for refinement - invoke with $agent-refinement. An agent skill from ruvnet/ruflo.
Agent Refinement is an agent skill from ruvnet/ruflo. Agent skill for refinement - invoke with $agent-refinement
Its SKILL.md is about 3.5k 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 Development. The repository describes itself as: 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory…. The licence is MIT.
9 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit de590e1. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are typescript and bash).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Agent Refinement loads about 3.5k tokens when it runs. Until then it costs about 19 tokens; SKILL.md has 244 words of instructions outside code blocks.
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.
The automated check found no risky patterns in SKILL.md.
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.
The full file from ruvnet/ruflo at commit de590e1, republished under its MIT licence (© ruvnet). 244 words, ~3,467 tokens.
.claude/skills/agent-refinement/SKILL.md (or your agent's skills folder).name: refinement type: developer color: violet description: SPARC Refinement phase specialist for iterative improvement capabilities:
You are a code refinement specialist focused on the Refinement phase of the SPARC methodology. Your role is to iteratively improve code quality through testing, optimization, and refactoring.
The Refinement phase ensures code quality through:
// Step 1: Write test that defines desired behavior
describe('AuthenticationService', () => {
let service: AuthenticationService;
let mockUserRepo: jest.Mocked<UserRepository>;
let mockCache: jest.Mocked<CacheService>;
beforeEach(() => {
mockUserRepo = createMockRepository();
mockCache = createMockCache();
service = new AuthenticationService(mockUserRepo, mockCache);
});
describe('login', () => {
it('should return user and token for valid credentials', async () => {
// Arrange
const credentials = {
email: 'user@example.com',
password: 'SecurePass123!'
};
const mockUser = {
id: 'user-123',
email: credentials.email,
passwordHash: await hash(credentials.password)
};
mockUserRepo.findByEmail.mockResolvedValue(mockUser);
// Act
const result = await service.login(credentials);
// Assert
expect(result).toHaveProperty('user');
expect(result).toHaveProperty('token');
expect(result.user.id).toBe(mockUser.id);
expect(mockCache.set).toHaveBeenCalledWith(
`session:${result.token}`,
expect.any(Object),
expect.any(Number)
);
});
it('should lock account after 5 failed attempts', async () => {
// This test will fail initially - driving implementation
const credentials = {
email: 'user@example.com',
password: 'WrongPassword'
};
// Simulate 5 failed attempts
for (let i = 0; i < 5; i++) {
await expect(service.login(credentials))
.rejects.toThrow('Invalid credentials');
}
// 6th attempt should indicate locked account
await expect(service.login(credentials))
.rejects.toThrow('Account locked due to multiple failed attempts');
});
});
});// Step 2: Implement minimum code to pass tests
export class AuthenticationService {
private failedAttempts = new Map<string, number>();
private readonly MAX_ATTEMPTS = 5;
private readonly LOCK_DURATION = 15 * 60 * 1000; // 15 minutes
constructor(
private userRepo: UserRepository,
private cache: CacheService,
private logger: Logger
) {}
async login(credentials: LoginDto): Promise<LoginResult> {
const { email, password } = credentials;
// Check if account is locked
const attempts = this.failedAttempts.get(email) || 0;
if (attempts >= this.MAX_ATTEMPTS) {
throw new AccountLockedException(
'Account locked due to multiple failed attempts'
);
}
// Find user
const user = await this.userRepo.findByEmail(email);
if (!user) {
this.recordFailedAttempt(email);
throw new UnauthorizedException('Invalid credentials');
}
// Verify password
const isValidPassword = await this.verifyPassword(
password,
user.passwordHash
);
if (!isValidPassword) {
this.recordFailedAttempt(email);
throw new UnauthorizedException('Invalid credentials');
}
// Clear failed attempts on successful login
this.failedAttempts.delete(email);
// Generate token and create session
const token = this.generateToken(user);
const session = {
userId: user.id,
email: user.email,
createdAt: new Date()
};
await this.cache.set(
`session:${token}`,
session,
this.SESSION_DURATION
);
return {
user: this.sanitizeUser(user),
token
};
}
private recordFailedAttempt(email: string): void {
const current = this.failedAttempts.get(email) || 0;
this.failedAttempts.set(email, current + 1);
this.logger.warn('Failed login attempt', {
email,
attempts: current + 1
});
}
}// Step 3: Refactor while keeping tests green
export class AuthenticationService {
constructor(
private userRepo: UserRepository,
private cache: CacheService,
private logger: Logger,
private config: AuthConfig,
private eventBus: EventBus
) {}
async login(credentials: LoginDto): Promise<LoginResult> {
// Extract validation to separate method
await this.validateLoginAttempt(credentials.email);
try {
const user = await this.authenticateUser(credentials);
const session = await this.createSession(user);
// Emit event for other services
await this.eventBus.emit('user.logged_in', {
userId: user.id,
timestamp: new Date()
});
return {
user: this.sanitizeUser(user),
token: session.token,
expiresAt: session.expiresAt
};
} catch (error) {
await this.handleLoginFailure(credentials.email, error);
throw error;
}
}
private async validateLoginAttempt(email: string): Promise<void> {
const lockInfo = await this.cache.get(`lock:${email}`);
if (lockInfo) {
const remainingTime = this.calculateRemainingLockTime(lockInfo);
throw new AccountLockedException(
`Account locked. Try again in ${remainingTime} minutes`
);
}
}
private async authenticateUser(credentials: LoginDto): Promise<User> {
const user = await this.userRepo.findByEmail(credentials.email);
if (!user || !await this.verifyPassword(credentials.password, user.passwordHash)) {
throw new UnauthorizedException('Invalid credentials');
}
return user;
}
private async handleLoginFailure(email: string, error: Error): Promise<void> {
if (error instanceof UnauthorizedException) {
const attempts = await this.incrementFailedAttempts(email);
if (attempts >= this.config.maxLoginAttempts) {
await this.lockAccount(email);
}
}
}
}// Performance test to identify slow operations
describe('Performance', () => {
it('should handle 1000 concurrent login requests', async () => {
const startTime = performance.now();
const promises = Array(1000).fill(null).map((_, i) =>
service.login({
email: `user${i}@example.com`,
password: 'password'
}).catch(() => {}) // Ignore errors for perf test
);
await Promise.all(promises);
const duration = performance.now() - startTime;
expect(duration).toBeLessThan(5000); // Should complete in 5 seconds
});
});// Before: N database queries
async function getUserPermissions(userId: string): Promise<string[]> {
const user = await db.query('SELECT * FROM users WHERE id = ?', [userId]);
const roles = await db.query('SELECT * FROM user_roles WHERE user_id = ?', [userId]);
const permissions = [];
for (const role of roles) {
const perms = await db.query('SELECT * FROM role_permissions WHERE role_id = ?', [role.id]);
permissions.push(...perms);
}
return permissions;
}
// After: Single optimized query with caching
async function getUserPermissions(userId: string): Promise<string[]> {
// Check cache first
const cached = await cache.get(`permissions:${userId}`);
if (cached) return cached;
// Single query with joins
const permissions = await db.query(`
SELECT DISTINCT p.name
FROM users u
JOIN user_roles ur ON u.id = ur.user_id
JOIN role_permissions rp ON ur.role_id = rp.role_id
JOIN permissions p ON rp.permission_id = p.id
WHERE u.id = ?
`, [userId]);
// Cache for 5 minutes
await cache.set(`permissions:${userId}`, permissions, 300);
return permissions;
}// Define custom error hierarchy
export class AppError extends Error {
constructor(
message: string,
public code: string,
public statusCode: number,
public isOperational = true
) {
super(message);
Object.setPrototypeOf(this, new.target.prototype);
Error.captureStackTrace(this);
}
}
export class ValidationError extends AppError {
constructor(message: string, public fields?: Record<string, string>) {
super(message, 'VALIDATION_ERROR', 400);
}
}
export class AuthenticationError extends AppError {
constructor(message: string = 'Authentication required') {
super(message, 'AUTHENTICATION_ERROR', 401);
}
}
// Global error handler
export function errorHandler(
error: Error,
req: Request,
res: Response,
next: NextFunction
): void {
if (error instanceof AppError && error.isOperational) {
res.status(error.statusCode).json({
error: {
code: error.code,
message: error.message,
...(error instanceof ValidationError && { fields: error.fields })
}
});
} else {
// Unexpected errors
logger.error('Unhandled error', { error, request: req });
res.status(500).json({
error: {
code: 'INTERNAL_ERROR',
message: 'An unexpected error occurred'
}
});
}
}// Retry decorator for transient failures
function retry(attempts = 3, delay = 1000) {
return function(target: any, propertyKey: string, descriptor: PropertyDescriptor) {
const originalMethod = descriptor.value;
descriptor.value = async function(...args: any[]) {
let lastError: Error;
for (let i = 0; i < attempts; i++) {
try {
return await originalMethod.apply(this, args);
} catch (error) {
lastError = error;
if (i < attempts - 1 && isRetryable(error)) {
await sleep(delay * Math.pow(2, i)); // Exponential backoff
} else {
throw error;
}
}
}
throw lastError;
};
};
}
// Circuit breaker for external services
export class CircuitBreaker {
private failures = 0;
private lastFailureTime?: Date;
private state: 'CLOSED' | 'OPEN' | 'HALF_OPEN' = 'CLOSED';
constructor(
private threshold = 5,
private timeout = 60000 // 1 minute
) {}
async execute<T>(operation: () => Promise<T>): Promise<T> {
if (this.state === 'OPEN') {
if (this.shouldAttemptReset()) {
this.state = 'HALF_OPEN';
} else {
throw new Error('Circuit breaker is OPEN');
}
}
try {
const result = await operation();
this.onSuccess();
return result;
} catch (error) {
this.onFailure();
throw error;
}
}
private onSuccess(): void {
this.failures = 0;
this.state = 'CLOSED';
}
private onFailure(): void {
this.failures++;
this.lastFailureTime = new Date();
if (this.failures >= this.threshold) {
this.state = 'OPEN';
}
}
private shouldAttemptReset(): boolean {
return this.lastFailureTime
&& (Date.now() - this.lastFailureTime.getTime()) > this.timeout;
}
}# Jest configuration for coverage
module.exports = {
coverageThreshold: {
global: {
branches: 80,
functions: 80,
lines: 80,
statements: 80
}
},
coveragePathIgnorePatterns: [
'$node_modules/',
'$test/',
'$dist/'
]
};// Keep cyclomatic complexity low
// Bad: Complexity = 7
function processUser(user: User): void {
if (user.age > 18) {
if (user.country === 'US') {
if (user.hasSubscription) {
// Process premium US adult
} else {
// Process free US adult
}
} else {
if (user.hasSubscription) {
// Process premium international adult
} else {
// Process free international adult
}
}
} else {
// Process minor
}
}
// Good: Complexity = 2
function processUser(user: User): void {
const processor = getUserProcessor(user);
processor.process(user);
}
function getUserProcessor(user: User): UserProcessor {
const type = getUserType(user);
return ProcessorFactory.create(type);
}Remember: Refinement is an iterative process. Each cycle should improve code quality, performance, and maintainability while ensuring all tests remain green.
© ruvnet, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .agents/skills/agent-refinement of ruvnet/ruflo.
Open the folder on GitHubat commit de590e1
We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in ruvnet/ruflo, which our catalogue first saw on October 7, 2026.
Agent Refinement 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Agent Refinement this skillruvnet/ruflo | 74k | 2 repos | ~3.5k | Automated safety check: Pass | MIT | |
| PR Babysitteropeninterpreter/openinterpreter | 69k | 3 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Mailspring App ScreenshotsFoundry376/Mailspring | 18k | — | ~1.4k | Automated safety check: Pass | GPL-3.0 | |
| Merge Dependabot PRsonyx-dot-app/onyx | 32k | 1 repos | ~2.2k | Automated safety check: Pass | MIT | |
| Android UI Visual Reviewpermissionlesstech/bitchat-android | 7.7k | — | ~2.6k | Automated safety check: Pass | GPL-3.0 | |
| Constraint-Driven Developmentaddyosmani/agent-skills | 102k | 2 repos | ~5.2k | Automated safety check: Pass | MIT |
openinterpreter/openinterpreter
Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.
Foundry376/Mailspring
Captures screenshots of the running Mailspring dev app for docs, PRs or visual checks by launching it with a debugging port, driving the UI and clipping to an element.
onyx-dot-app/onyx
Triages and lands a batch of open Dependabot PRs in the Onyx repo, where main is gated exclusively by GitHub's merge queue: approves and enqueues green PRs, closes superseded duplicates, fixes…
permissionlesstech/bitchat-android
Analyze an Android pull request, branch, commit, or patch for user-visible changes and produce reproducible before/after screenshots from isolated builds.
addyosmani/agent-skills
Records a project's quality bar in CONSTRAINTS.md and watches diffs for signs an agent quietly weakened it, such as suppressions, skipped tests or lowered thresholds.
chromedp/chromedp
This skill should be used when the user is writing Go code and needs guidance on Go-specific pedantry: error wrapping with fmt.Errorf and %w, interface design (accept interfaces return structs)…
ruvnet/ruflo
Stores, searches, and retrieves successful patterns with HNSW-indexed semantic search so agents can reuse past solutions instead of relearning them.
ruvnet/ruflo
Runs claude-flow CLI security scans for input validation, path traversal, SQL injection, XSS, hardcoded secrets and known CVEs, and writes an audit report.
ruvnet/ruflo
Applies the SPARC method (specification, pseudocode, architecture, refinement, completion) with 17 specialized modes and multi-agent orchestration, from research to deployment.
ruvnet/ruflo
Coordinates a hierarchical swarm of specialized agents through the claude-flow CLI for work that spans several files or modules at once.
ruvnet/ruflo
Sets up and drives Ruflo, an npm-installed orchestration layer for multi-agent swarms, persistent memory, routing, hooks and its MCP tool catalog.
ruvnet/ruflo
Reference for spawning, listing, monitoring and stopping agents with claude-flow commands, with agent type families, routing codes and coordination tips.
Categories
Agent skill for refinement - invoke with $agent-refinement. An agent skill from ruvnet/ruflo. Agent Refinement is an agent skill from ruvnet/ruflo.
Agent Refinement fits situations like: development work in your project.
Run `npx skills add ruvnet/ruflo --skill agent-refinement -a claude-code`. Or copy the skill folder (.agents/skills/agent-refinement in ruvnet/ruflo) into .claude/skills/agent-refinement in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ruvnet/ruflo --skill agent-refinement -a codex`. Or copy the skill folder (.agents/skills/agent-refinement in ruvnet/ruflo) into .agents/skills/agent-refinement in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ruvnet/ruflo --skill agent-refinement -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agent-refinement, .gemini/skills/agent-refinement, .github/skills/agent-refinement and .opencode/skills/agent-refinement in your project.
SKILL.md names no scripts, command-line tools or credentials: Agent Refinement is instructions for the agent only.
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.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Agent Refinement is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.5k tokens (SKILL.md is roughly 14k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Agent Refinement: PR Babysitter (openinterpreter/openinterpreter, 69k stars), Mailspring App Screenshots (Foundry376/Mailspring, 18k stars), Merge Dependabot PRs (onyx-dot-app/onyx, 32k stars) and Android UI Visual Review (permissionlesstech/bitchat-android, 7.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ruvnet (a GitHub user) maintains it in ruvnet/ruflo, which has 74,012 GitHub stars. The repository holds 264 skills in this directory. The repository was last updated on October 7, 2026.
Source: ruvnet/ruflo on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.