REPO·RANK #31·1/6 firing·Python
Rank#31Python
Cross-signal0.40 / 6.0
Single-channel signal so far. GitHub picked up +48 stars in 24h and a small but loyal HackerNews following (1 mentions / 7d). Reddit, Bluesky, Dev.to and X are still cold — typical for a niche project at this stage.
Cross-signal · 30D+0
GitHubFIRING+48 stars24h
HackerNewsFIRING1 posts7d
RedditQUIET0 posts7d
BlueskyQUIET0 posts7d
Dev.toQUIET0 posts7d
XQUIET0 posts7d
Stars2.2k+216 7d+48 today
Forks551+0 7d25% fork ratio
Contribs4+0 30dsolo-led
Momentum34.3+6.2stars-velocity score
SurfaceTHIN1 / 6last commit 2h ago
Coverage2 / 13 sources fired (7d)
·1
Added 216 stars over the past week, climbing the Python leaderboard with a steady 7-day curve.
// 01 · GITHUB MOMENTUM
34.3
+48 stars 24h | +216 7d
// 02 · MENTIONS
10
10 in 24h | 1 source
// 03 · CROSS-SIGNAL
0.40
1/6 channels firing
// 04 · PACKAGE ADOPTION
-
no linked package yet
// 05 · PROJECT SURFACE
thin
last commit 2h ago
// 01
Breakdown
How is this scored?
- 6.0
- strong signal across ≥5 of 6 channels
- 5.0
- strong signal across ≥4 of 6 channels
- 4.0
- strong signal across ≥3 of 6 channels
- 3.0+
- active on 2+ channels
- <1.0
- low or no cross-channel activity
Each channel contributes 0-1. Per-channel tiers: GitHub (breakout 1.0 / hot 0.7 / rising 0.4), HN (front-page 1.0 / ≥3 mentions 0.7 / 1-2 mentions 0.4), Bluesky (≥5 mentions 1.0 / 2-4 0.7 / 1 0.4), dev.to (≥3 articles 1.0 / 2 0.7 / 1 0.4), Reddit (corpus-normalized 48h velocity), X (≥10 mentions 24h 1.0 / 3-9 0.7 / 1-2 0.4).
- GitHub momentum0.00
- Reddit0.00
- HackerNews0.40
- Bluesky0.00
- dev.to0.00
- X (Twitter)0.00
* Reddit bar shows a per-repo velocity proxy (raw score / 100); the score formula uses the corpus-normalized version so a single repo's bar may not match its contribution to the corpus-wide ranking.
// KNOWN REPO · PACKAGE · LAUNCH · SITE SURFACES
GitHubVRSEN/OpenSwarm2.2k stars
Websitenot linkedhomepage not tracked yet
Docspendingdocs scanner pending
npmnoneno linked npm package
ProductHuntnoneno launch linked
Paper/modelpendingHF/arXiv resolver not attached yet
// 02
Growth
Today
2.2k
+103 last 24h
7d
+346
19% wow
30d
+346
19% mom
Spike
+1.8k/d
2d ago · peak day
// 03
Mentions
// last scanreddit 47mhn 25mbluesky 43mdevto 1hph 51mnpm 10h
- X→ OPEN
The agentic economy is here. OpenSwarm is running Worker/Reviewer loops on real Linear issues and it is a great look at agentic dev workflows. If AI agents are writing and reviewing your code, you need proof of what's under the hood. What's missing? Mathematical proof the outputs are legit ;)▶ Twitter2h ago - X→ OPEN
16/ OpenSwarm A centralized, natural language-controlled framework for orchestrating swarms of physical and simulated robots/agents, enabling efficient task delegation and real-time adaptation. Utilizes a centralized 'Queen' intelligence to coordinate multi-agent systems, addressing scalability issues of decentralized approaches. @adityabangde▶ Twitter2h ago - X→ OPEN
A developer just open-sourced a full autonomous AI dev team that runs 24/7 without a single human. It's called OpenSwarm. You give it a Linear issue. It writes the code, reviews it, fixes CI failures, resolves merge conflicts, and closes the ticket. All by itself. Here's what's wild: → Worker agent writes the code → Reviewer agent evaluates and requests changes → Tester and Documenter run after approval → StuckDetector fires when agents hit a wall → LanceDB vector memory lets it remember every past task → Controls your entire repo from a Discord message You don't touch it. It just ships. The memory system is insane. Hybrid retrieval scoring across belief, strategy, and system pattern memory types. It doesn't just complete tasks. It gets smarter after each one. It also monitors your open PRs, auto-fixes failing CI, auto-resolves merge conflicts, and retries until everything is green. MIT License. Built on Claude Code CLI.▶ Twitter2h ago - X→ OPEN
🌐 موقع OpenSwarm ليس مجرد أداة… بل “جيش” من وكلاء الذكاء الاصطناعي يعملون معك 🔥 💡 تخيّل هذا: تشغّل مئات (أو آلاف) الـ AI Agents في نفس الوقت… كل واحد منهم ينفذ مهمة مختلفة: بحث، كتابة، برمجة، نشر… وكلها بالتوازي 🔗 جرّبه بنفسك: openswarm.com @OpenSwarm_▶ Twitter2h ago - X→ OPEN
🔥 今日新鲜 Skills 精选 Top 10（4月3日） 由 agentskillshub.top 整理！发现 43000+ AI Agent 工具，每日更新 🚀 双Agent协作+安全审计+官方工具包密集上新！！！ 1️⃣ 🆕 motiful/cc-gateway ⭐ 2,056 | +563 AI API 统一网关，反向代理自动标准化设备指纹和身份头 🔗 github.com/motiful/cc-gatewa… 🌐 agentskillshub.top/skill/mot… 2️⃣ 🆕 alvinreal/awesome-openclaw ⭐ 545 | +545 OpenClaw 资源精选列表，官方项目、技能、插件、教程一网打尽 🔗 github.com/alvinreal/awesome… 🌐 agentskillshub.top/skill/alv… 3️⃣ Varietyz/Disciplined-AI-Software-Development ⭐ 390 | +390 AI 辅助软件开发方法论，覆盖架构、审查、测试，强调纪律性 🔗 github.com/Varietyz/Discipli… 🌐 agentskillshub.top/skill/Var… 4️⃣ unohee/OpenSwarm ⭐ 335 | +335 自主 AI 开发团队编排器，Claude Code CLI 驱动多 Agent 协作 🔗 github.com/unohee/OpenSwarm 🌐 agentskillshub.top/skill/uno… 5️⃣ bruc3van/agent-skills-guard ⭐ 323 | +323 Agent Skills 安全扫描桌面应用，可视化管理+恶意检测，Rust 打造 🔗 github.com/bruc3van/agent-sk… 🌐 agentskillshub.top/skill/bru… 6️⃣ 🆕 timwuhaotian/the-pair ⭐ 305 | +305 两个 AI Agent 自动配对编程，交叉审查代码，你去喝咖啡就行 🔗 github.com/timwuhaotian/the-… 🌐 agentskillshub.top/skill/tim… 7️⃣ 🆕 spool-lab/spool ⭐ 224 | +224 统一搜索 Claude Code 会话、Codex 历史、GitHub Star 等 50+ 来源 🔗 github.com/spool-lab/spool 🌐 agentskillshub.top/skill/spo… 8️⃣ webflow/mcp-server ⭐ 114 | +114 Webflow 官方 MCP Server，AI Agent 直接操作 Webflow Data API 🔗 github.com/webflow/mcp-serve… 🌐 agentskillshub.top/skill/web… 9️⃣ sanity-io/agent-toolkit ⭐ 109 | +109 Sanity 官方 AI Agent 工具包，帮 Agent 更好操作 CMS 内容 🔗 github.com/sanity-io/agent-t… 🌐 agentskillshub.top/skill/san… 🔟 noemuch/bridge ⭐ 92 | +92 Figma × Claude Code 桥接器，终端里直接操作 Figma 设计稿 🔗 github.com/noemuch/bridge 🌐 agentskillshub.top/skill/noe… 🎯 今日趋势：双 Agent 协作模式爆发，安全审计工具 Rust 化，Webflow+Sanity 官方工具包同日上新 🔍▶ Twitter2h ago - X→ OPEN
AI agents that never forget anything exist. Every other AI coding tool forgets everything the moment you close the session. OpenSwarm doesn't. It remembers every task it ran, every approach that failed, every pattern that worked. The longer it runs on your codebase, the better it gets at your codebase. On top of that it picks up Linear tickets automatically, writes and reviews its own code, fixes broken PRs, and reports everything to Discord. The agents learn. That's the part nobody else has built. 232 stars. MIT License. 100% Opensource. github.com/unohee/OpenSwarm▶ Twitter2h ago - X→ OPEN
github.com/unohee/OpenSwarm memory、StuckDetector（4 种卡死模式）、Pipeline Guards等都非常值得借鉴。 OpenSwarm 的 pipeline 是硬编码的： Worker → Reviewer → Tester → Documenter → Auditor 这是写死在 src/agents/pairPipeline.ts 里的固定流程，stage 是枚举，略傻▶ Twitter2h ago - X→ OPEN
一个完全开源的多智能体系统，通过 8 个专业 Agent 协作，用一条终端命令即可生成演示文稿、研究报告、数据可视化、文档、图片和视频。 github.com/VRSEN/OpenSwarm OpenSwarm 把用户需求分发给 8 个专业 Agent 协同处理——从研究、数据分析到出图出视频，互不越界。基于 Agency Swarm 框架，可接 Composio 联动 Gmail、Slack、GitHub 等外部工具。▶ Twitter2h ago - X→ OPEN
Si usas Claude Code, esto es lo que llevabas meses esperando. Este es un Mission Control open-source para enjambres de agentes IA. OpenSwarm te permite lanzar, ver y controlar cientos de agentes en un solo canvas infinito. • Arrastre y zoom libre (como Figma pero con IA) • Todas las aprobaciones de herramientas en un solo lugar • Cada agente aislado en su propio git worktree (adiós conflictos) REPOOO👇▶ Twitter2h ago - X→ OPEN
🚨 If you use Claude Code, this is exactly what you’ve been waiting for months. **OpenSwarm** is an open-source Mission Control for AI agent swarms. It lets you launch, monitor, and control hundreds of agents from a single infinite canvas. ✅ Free drag & zoom (Figma-st...▶ Twitter2h ago
// 04
Context
- https://agents.vrsen.ai/
- @__vrsen__
- 33 public repos
- 680 followers
- Imbad0202/academic-research-skillsPython · 6.3k stars
Academic Research Skills for Claude Code: research → write → review → revise → finalize
- romainsimon/paperassePython · 1.7k stars
🇫🇷 Skills pour agents IA spécialisés dans la bureaucratie française : Comptable, Notaire, ...
- yizhiyanhua-ai/fireworks-tech-graphPython · 6.5k stars
Generate production-quality SVG+PNG technical diagrams from natural language. 7 styles, UML support, and AI/Agent workflow patterns.
- luongnv89/claude-howtoPython · 32.5k stars
A visual, example-driven guide to Claude Code — from basic concepts to advanced agents, with copy-paste templates that bring immediate value.
- davila7/claude-code-templatesPython · 27.2k stars
CLI tool for configuring and monitoring Claude Code
- ogulcancelik/herdrRust · 698 stars
agent multiplexer that lives in your terminal.
// 05Deep dive
// STARS2.2k+216/ 7dJust updated
// FORKS551—/ 7dJust updated
// CONTRIBUTORS4—/ 30dJust updated
Open Issues9
Last Commit2h ago
Latest Release—
// TREND24h+487d+21630d0
X
Ranked confirmation layer for repo-specific X buzz in the last 24h.
Mentions 24h
54
Authors 24h
48
Engagement
729
Peak hour
18:27
Score
100.0
Meaningful X activity confirmed. 54 matched posts across 48 authors.
Top matched posts
- @aigleeson222 eng
A developer just open-sourced a full autonomous AI dev team that runs 24/7 without a single human. It's called OpenSwarm. You give it a Linear issue. It writes the code, reviews it, fixes CI failures, resolves merge conflicts, and closes the ticket. All by itself. Here's what's wild: → Worker agent writes the code → Reviewer agent evaluates and requests changes → Tester and Documenter run after approval → StuckDetector fires when agents hit a wall → LanceDB vector memory lets it remember every past task → Controls your entire repo from a Discord message You don't touch it. It just ships. The memory system is insane. Hybrid retrieval scoring across belief, strategy, and system pattern memory types. It doesn't just complete tasks. It gets smarter after each one. It also monitors your open PRs, auto-fixes failing CI, auto-resolves merge conflicts, and retries until everything is green. MIT License. Built on Claude Code CLI.
mediumphrase2h agoopenMatched through a repo-specific project phrase query.
- @KhaledHammadi32182 eng
🌐 موقع OpenSwarm ليس مجرد أداة… بل “جيش” من وكلاء الذكاء الاصطناعي يعملون معك 🔥 💡 تخيّل هذا: تشغّل مئات (أو آلاف) الـ AI Agents في نفس الوقت… كل واحد منهم ينفذ مهمة مختلفة: بحث، كتابة، برمجة، نشر… وكلها بالتوازي 🔗 جرّبه بنفسك: openswarm.com @OpenSwarm_
mediumphrase2h agoopenMatched through a repo-specific project phrase query.
- @QingQ77101 eng
一个完全开源的多智能体系统，通过 8 个专业 Agent 协作，用一条终端命令即可生成演示文稿、研究报告、数据可视化、文档、图片和视频。 github.com/VRSEN/OpenSwarm OpenSwarm 把用户需求分发给 8 个专业 Agent 协同处理——从研究、数据分析到出图出视频，互不越界。基于 Agency Swarm 框架，可接 Composio 联动 Gmail、Slack、GitHub 等外部工具。
highurl2h agoopenContains the canonical GitHub repository URL.
- @ambient_xyz53 eng
The agentic economy is here. OpenSwarm is running Worker/Reviewer loops on real Linear issues and it is a great look at agentic dev workflows. If AI agents are writing and reviewing your code, you need proof of what's under the hood. What's missing? Mathematical proof the outputs are legit ;)
mediumphrase2h agoopenMatched through a repo-specific project phrase query.
- @GoSailGlobal43 eng
🔥 今日新鲜 Skills 精选 Top 10（4月3日） 由 agentskillshub.top 整理！发现 43000+ AI Agent 工具，每日更新 🚀 双Agent协作+安全审计+官方工具包密集上新！！！ 1️⃣ 🆕 motiful/cc-gateway ⭐ 2,056 | +563 AI API 统一网关，反向代理自动标准化设备指纹和身份头 🔗 github.com/motiful/cc-gatewa… 🌐 agentskillshub.top/skill/mot… 2️⃣ 🆕 alvinreal/awesome-openclaw ⭐ 545 | +545 OpenClaw 资源精选列表，官方项目、技能、插件、教程一网打尽 🔗 github.com/alvinreal/awesome… 🌐 agentskillshub.top/skill/alv… 3️⃣ Varietyz/Disciplined-AI-Software-Development ⭐ 390 | +390 AI 辅助软件开发方法论，覆盖架构、审查、测试，强调纪律性 🔗 github.com/Varietyz/Discipli… 🌐 agentskillshub.top/skill/Var… 4️⃣ unohee/OpenSwarm ⭐ 335 | +335 自主 AI 开发团队编排器，Claude Code CLI 驱动多 Agent 协作 🔗 github.com/unohee/OpenSwarm 🌐 agentskillshub.top/skill/uno… 5️⃣ bruc3van/agent-skills-guard ⭐ 323 | +323 Agent Skills 安全扫描桌面应用，可视化管理+恶意检测，Rust 打造 🔗 github.com/bruc3van/agent-sk… 🌐 agentskillshub.top/skill/bru… 6️⃣ 🆕 timwuhaotian/the-pair ⭐ 305 | +305 两个 AI Agent 自动配对编程，交叉审查代码，你去喝咖啡就行 🔗 github.com/timwuhaotian/the-… 🌐 agentskillshub.top/skill/tim… 7️⃣ 🆕 spool-lab/spool ⭐ 224 | +224 统一搜索 Claude Code 会话、Codex 历史、GitHub Star 等 50+ 来源 🔗 github.com/spool-lab/spool 🌐 agentskillshub.top/skill/spo… 8️⃣ webflow/mcp-server ⭐ 114 | +114 Webflow 官方 MCP Server，AI Agent 直接操作 Webflow Data API 🔗 github.com/webflow/mcp-serve… 🌐 agentskillshub.top/skill/web… 9️⃣ sanity-io/agent-toolkit ⭐ 109 | +109 Sanity 官方 AI Agent 工具包，帮 Agent 更好操作 CMS 内容 🔗 github.com/sanity-io/agent-t… 🌐 agentskillshub.top/skill/san… 🔟 noemuch/bridge ⭐ 92 | +92 Figma × Claude Code 桥接器，终端里直接操作 Figma 设计稿 🔗 github.com/noemuch/bridge 🌐 agentskillshub.top/skill/noe… 🎯 今日趋势：双 Agent 协作模式爆发，安全审计工具 Rust 化，Webflow+Sanity 官方工具包同日上新 🔍
mediumphrase2h agoopenMatched through a repo-specific project phrase query.
- @ihtesham200529 eng
AI agents that never forget anything exist. Every other AI coding tool forgets everything the moment you close the session. OpenSwarm doesn't. It remembers every task it ran, every approach that failed, every pattern that worked. The longer it runs on your codebase, the better it gets at your codebase. On top of that it picks up Linear tickets automatically, writes and reviews its own code, fixes broken PRs, and reports everything to Discord. The agents learn. That's the part nobody else has built. 232 stars. MIT License. 100% Opensource. github.com/unohee/OpenSwarm
mediumphrase2h agoopenMatched through a repo-specific project phrase query.
- @ErickSky23 eng
Si usas Claude Code, esto es lo que llevabas meses esperando. Este es un Mission Control open-source para enjambres de agentes IA. OpenSwarm te permite lanzar, ver y controlar cientos de agentes en un solo canvas infinito. • Arrastre y zoom libre (como Figma pero con IA) • Todas las aprobaciones de herramientas en un solo lugar • Cada agente aislado en su propio git worktree (adiós conflictos) REPOOO👇
mediumphrase2h agoopenMatched through a repo-specific project phrase query.
- @i5ting14 eng
github.com/unohee/OpenSwarm memory、StuckDetector（4 种卡死模式）、Pipeline Guards等都非常值得借鉴。 OpenSwarm 的 pipeline 是硬编码的： Worker → Reviewer → Tester → Documenter → Auditor 这是写死在 src/agents/pairPipeline.ts 里的固定流程，stage 是枚举，略傻
mediumphrase2h agoopenMatched through a repo-specific project phrase query.
- @AlexReibman10 eng
16/ OpenSwarm A centralized, natural language-controlled framework for orchestrating swarms of physical and simulated robots/agents, enabling efficient task delegation and real-time adaptation. Utilizes a centralized 'Queen' intelligence to coordinate multi-agent systems, addressing scalability issues of decentralized approaches. @adityabangde
mediumphrase2h agoopenMatched through a repo-specific project phrase query.
- @santiagocaldeai10 eng
🚨 If you use Claude Code, this is exactly what you’ve been waiting for months. **OpenSwarm** is an open-source Mission Control for AI agent swarms. It lets you launch, monitor, and control hundreds of agents from a single infinite canvas. ✅ Free drag & zoom (Figma-st...
mediumphrase2h agoopenMatched through a repo-specific project phrase query.