
Someone else had been building the same thing for a year; he got 4× the stars by launching two days later: x64dbg-mcp-server
What it is An x64dbg debugger plugin that lets AI agents like Claude Code set breakpoints, single-step, and read memory on their own, for reverse engineering and malware analysis.
Why it took off IDA and Ghidra's MCPs both have over ten thousand stars, while the x64dbg slot stayed empty; it was the easiest to install, the author's launch post spread, and Chinese AI accounts retold it every few weeks, riding the AI reverse-engineering wave.
BHow you can follow Stop building x64dbg. Find a professional desktop tool whose neighbors all have top MCPs but which has none itself, build it as a single-file plugin you can drag in and use, write the launch post as a checklist, and hand it to Chinese AI accounts to repost.
- Data (updated daily) · Repo created 2026-08-22 · 2,802 stars · 7 days +163
GitHub · stars Data 2026-09-01 → 2026-11-08 (69 days, 32 observations). Points before 10-28 come from deeply / archive backfill, not every day has one
A red-team researcher spent two days wiring x64dbg, the most common Windows debugger, into Claude Code. At least four people had done the same thing before him, the biggest at 747 stars; he reached 2,795 stars in 76 days. He won mainly not on features but on three things: he took an empty slot, made installation zero-barrier, and wrote a launch post that people liked to repost. Anyone wanting star growth for an open-source project can copy all three, but the x64dbg slot is gone, so the tool has to be a different one.
A tweet with 590k views
On Aug 2026 20, GitHub user duty1g forked AgentSmithers/x64DbgMCPServer, a C# x64dbg plugin that had been around for over a year and needed .NET to run. Two days later, in the afternoon of Aug 22 (UTC; it was already the early morning of the 23th in Beijing), he posted his Zig rewrite on X with an introduction:
🚀 x64dbg-MCP Server — fully automated, dynamic, agentic reverse engineering for x64dbg. 🧠 71 MCP tools … ⚡ Native Zig plugin — zero dependencies … 📦 x32 + x64
The post has reached 591k views and about 3,400 likes (X post page, 11-06). duty1g's real name is Marouane Belabbassi, and his bio says he is a Synack red team researcher who has been doing CTFs since 2011. His account isn't big: four days earlier he posted another tool, jspacket, which got only 10 likes and 1,400 views. So this one spread on the strength of the content itself, not borrowed followers.
The top reply in the comments reads: "Years ago, people would pay millions for this. Around 1999 years ago."
What it is
x64dbg is the most widely used open-source dynamic debugger on Windows, with 50k stars, and almost everyone doing malware analysis, CTFs, or game cracking uses it. This plugin exposes the debugger's operations (setting breakpoints, stepping, reading and writing memory, disassembly, PE analysis, finding the entry point, dumping modules) as 84 MCP tools, and also provides 22 kinds of debug event callbacks. Once an agent like Claude Code or Codex connects, it can debug programs on its own.
The most straightforward recap came from the Chinese account @lifcc in Oct 6: "Reverse engineering used to be: set breakpoints by hand ➡️ F7/F8 to step over ➡️ eyeball for the encryption function ➡️ dig through memory and the stack. Now: just tell Claude, 'Load the malware sample, break at the entry point, step 5 times, and extract the decrypted strings from memory.'"
Installation is a single step: copy the dist directory into the x64dbg directory, open x64dbg, and the service starts. No .NET, no Python, and no separate bridge process.
Four people had already done the same thing
| Project | Implementation | Launched | Stars (11-06) |
|---|---|---|---|
| AgentSmithers/x64DbgMCPServer | C#, requires .NET | 2025-04 | 747 |
| Wasdubya/x64dbgMCP | C++ plugin + Python bridge | 2025-04 | 610 |
| SetsunaYukiOvO/x64dbg-mcp | C++,HTTP/SSE | 2025-11 | 554 |
| bromoket/x64dbg_mcp | C++, 153 endpoints | 2026-02 | 138 |
| duty1g/x64dbg-mcp-server | Zig, single file, zero dependencies | 2026-08 | 2,795 |
(GitHub,11-06)
Adjacent slots already had leaders: IDA's MCP (mrexodia/ida-pro-mcp) with 13.4k stars, and Ghidra's (LaurieWired/GhidraMCP) with 11.8k stars. For the most-used Windows dynamic debugger slot, no project had passed a thousand stars in over a year. When he arrived, the spot had been shown to have demand, but nobody had yet taken hold of it.
The bromoket project is worth a closer look: it has more endpoints than duty1g (153), but only 138 stars. It shows that more features isn't enough; people also have to see it and be able to install it.
How the stars came
GitHub doesn't publish full daily curves. Trendshift recorded Sep 7 to Nov 6, 61 days, for +899 stars in total. Working backward, the first 16 days picked up roughly 1,900 stars (estimate), and about 70% of the stars came within two weeks of release.
| Timeline | What happened | Where the reach came from |
|---|---|---|
| 8/22 | Author's launch post, 590k views | Main engines |
| 8/23–8/29 | Chinese @LinearUncle (87k views) and @NFTCPS (66k); relayed by Japanese author Takashi Yoshikawa of the "Malware Bible"; security reposter @Dinosn; AI news site hermes-ai.net coverage | Part of the roughly 1,900 stars in the first two weeks |
| 10/6 | Chinese @lifcc "Just tried this amazing open-source GitHub project", 58k views | +114 that day, +80 the next day |
| 11/1 | Chinese @dandanetha "Reverse engineering has entered the AI Agent era too", 41k views | +81 that day; +154 over the last 7 days, while the first 7 days had only 38 |
(Star increments: Trendshift and GitHub daily data; views: X post pages)
Two points are worth remembering.
First, Chinese AI tool accounts dig the same project back up and write it up again every few weeks, and each write-up makes a small spike. These accounts like the launch-post format: one emoji per line, one selling point per line, with a picture.
Second, Zig is a niche language. Zig repos are few, and this one sat in the top 25 of Trendshift's Zig chart almost every day, ranking #1 on October 6 and 7. Similar tools written in C++ or C# get lost among the big-language charts and basically never chart. Choosing Zig wasn't necessarily about gaming the charts, but the result was a spot that people kept looking at.
It never made Hacker News, and there's no sign of paid promotion.
There was also a broader wave behind it: the aggregator reverse-engineering MCP morluto/rea, launched in April 2026, climbed to 437k stars, and from October on X was full of lists like "20 repos that let AI do reverse engineering." Those lists confirmed x64dbg itself, but I haven't verified whether they listed this plugin directly. Its second surge, through 10 and into November, lined up with this wave.
Why it held up
Reposts bring people in, but what keeps them depends on the thing itself. The release was downloaded 9,839 times in total, and v1.6 alone had 3,430 downloads (GitHub, 11-06), which shows plenty of people actually installed it, not just starred it. Over two and a half months it shipped 8 releases, with 0 open issues.
The Japanese author's relay specifically noted: there are several MCPs for x64dbg, and this one stresses Zig's single file and no runtime requirement. The biggest pain point with similar tools is that they're hard to install, and it turned that pain point directly into its selling point.
What happened to the copycats
Starting in late August, a batch of same-named small libraries appeared: Zekiog/z-x64dbg-mcp (8/27), Evelynkaz/x64dbg-mcp (8/30), yangshun2005/x64dbg-mcp-server-cn (9/15, Chinese version), each with only single-digit stars. Once the leader was established, doing the same thing for the same tool got almost no attention.
If it were you
B. Building an x64dbg tool now is already late. The playbook is worth copying, but you have to find the next empty slot yourself, and bet that the slot hasn't been absorbed by an aggregator project like REA.
Who it's for: developers who know one specialized desktop tool well (reverse engineering, security, hardware, audio/video, CAD all count) and can write native plugins; ideally someone already inside that community, with a place to launch.
Who it's not for: anyone who wants to build yet another x64dbg, IDA, or Ghidra MCP (those three slots already have leaders); anyone who only writes Python glue and needs users to install a separate runtime (exactly the approach this plugin beat); anyone who wants to make money from it (this category earns stars and reputation).
How to do it: find a tool where the MCPs for adjacent tools each have over ten thousand stars, but the tool itself has no project with a thousand stars yet. In reverse engineering you could look at dnSpy/ILSpy, Frida, Cutter, ImHex; WinDbg's largest existing one is 1.7k (svnscha/mcp-windbg), so there's still room (inference). It must be a single-file plugin you can drag in and use right away, and the tool set should cover the full loop: set breakpoints, run, wait for a stop, read state, so an agent can get through the whole thing on its own. Put a sample conversation in the README so people can see at a glance what the AI is doing. Writing in a niche language like Zig or Odin also gets you onto the language charts.
How to get users: write the launch post in list style, starting with an emoji, one number per line, with a demo image, and tag it #MCP #ReverseEngineering. Once it's out, actively send the link to Chinese AI tool accounts and Japanese security accounts, and they'll write it up again every few weeks. At the same time, submit to Reddit r/MCPservers and the various MCP directories.
When to launch: the earlier the better. The "AI reverse engineering" heat has been peaking since October, and every backend an aggregator like REA adds removes one empty slot. Ideally you launch before the heat fades, i.e., before the first quarter of 2027 (inference).
Signs you misjudged it: ① the tool you picked already has a good backend in REA, or the vendor has released an official MCP (IDA already has an official one, HexRaysSA/ida-mcp); ② the launch post passes 100k views but the stars are still under 300 two weeks later, meaning the tool's users aren't on X; ③ after November, no Chinese accounts relay this plugin anymore and the daily stars drop to single digits, meaning the heat has passed.
Data and sources
- GitHub: duty1g/x64dbg-mcp-server repo page, README, releases (11-06:2,795 stars, 319 forks, 8 releases, 9,839 downloads); star counts and creation dates of similar repos (11-06).
- Trendshift: trendshift.io/repositories/176409 (daily stars from 9/7 to 11/6 and Zig chart ranking); growth before 9/7 is back-calculated.
- X: @duty_1g launch post (2026-08-22; views and likes from the post page), reposts by @LinearUncle, @NFTCPS, @mylifcc, @dandanetha, @MalwareBibleJP, @Dinosn.
- Web: hermes-ai.net (2026-08-24), Reddit r/MCPservers, mcpmarket, SourceForge mirror.
- Unverified: whether the REA list posts directly listed this plugin; who drove the small wave of growth from September 26 to 28.
Research notes: competitor table, acquisition evidence, full research report
- Competitors
Name Where Launched Scale How it differs from this one AgentSmithers/x64DbgMCPServer Open source 2025-04-03 747 stars Implemented in C#, requires .NET. The author forked it 8/20, and two days later shipped a Zig rewrite. Wasdubya/x64dbgMCP Open source 2025-04-06 610 stars C++ plugin plus Python MCP bridge, an extra layer to install; no updates after 2026-06 SetsunaYukiOvO/x64dbg-mcp Open source 2025-11-20 554 stars Similar shape (HTTP/SSE JSON-RPC), but no breakout launch and no zero-dependency pitch bromoket/x64dbg_mcp Open source 2026-02-18 138 stars More endpoints (153), weak distribution, showing features alone aren't enough dariushoule/x64dbg-automate + pyclient MCP + x64dbg-skills Open source 2025-01 / 2026-02 211 / 57 / 210 stars Python client automation framework aimed at people writing scripts, not a drag-in-and-use plugin mrexodia/ida-pro-mcp, LaurieWired/GhidraMCP Open source 2025-03 13.4k / 11.8k stars MCPs for static decompilers; it fills the dynamic debugging slot instead svnscha/mcp-windbg Open source 2025-05 1.7k stars WinDbg (kernel-oriented, crash dumps), Python implementation morluto/rea(Reverse Engineer Anything) Open source 2026-04-14 437K stars An aggregator platform that exposes one MCP over many reverse-engineering backends; this one is a single point of depth on x64dbg - Where users come from
- Verified Author's X launch: @duty_1g 2026-08-23 post, 591k views, 3,398 likes, 478 reposts; the author's previous jspacket post had only 10 likes, showing the reach came from outside their followers
- Verified Chinese AI tool account relays (X): @LinearUncle 8/23 (87k views), @NFTCPS 8/29 (66k), @mylifcc 10/6 (58k, +114 stars that day), @dandanetha 11/1 (41k, +81 stars that day)
- Verified Japanese and security reposting accounts: @MalwareBibleJP 8/24, @opensourcelab9 8/27 weekly chart #1, @Dinosn 8/25, @KitPloit
- Verified Trendshift / GitHub Zig language chart: on Trendshift's Zig chart 9/7–11/6 it sat in the top 25,10/6 almost daily, ranking #1 on 10/7
- Verified AI news sites, MCP directories, Reddit: hermes-ai.net 8/24 coverage; r/MCPservers "OpenSource MCP of the week"; mcpmarket, glama, SourceForge mirror; YouTube AI podcast breakdown
- Inferred REA-driven AI reverse-engineering list posts: from 10 to November, a flood of X posts titled "20 reverse-engineering repos" appeared, each getting 4–5k likes. Confirmed: the lists name x64dbg/x64dbg itself. Whether any of them directly listed this repo is unverified.
- Inferred HN: the hackernews database has no record of it at all.
duty1g/x64dbg-mcp-server: why it took off
Research date 2026-11-06. Sources: our GitHub database (repo_profile / data cards), the GitHub API, Trendshift pages, X (live search via x-radar), and Jina/Exa web search.
One line
It's a native x64dbg plugin written in Zig that exposes 70–84 debugger operations (breakpoints, stepping, memory reads, disassembly, PE analysis, dumps) as MCP tools, so agents like Claude Code and Codex can run dynamic debugging directly. Within 76 days of launch it had 2,795 stars and 319 forks (GitHub API, 2026-11-06). The same thing already had at least 4 earlier open-source implementations, the largest with only 747 stars. This one came later, yet it got 4 times more than the rest.
1. Competitors: someone had already built this
"x64dbg + MCP" isn't a new idea. In 2025, when MCP first took off in 3–April, nearly every reverse-engineering tool got an MCP wrapper:
| Project | Form | Launched | Stars (2026-11) | How it differs |
|---|---|---|---|---|
| AgentSmithers/x64DbgMCPServer | Open source, C# plugin | 2025-04-03 | 747 | Needs the .NET runtime; few features; the author duty1g forked it 2026-08-20, then published his own Zig version two days later |
| Wasdubya/x64dbgMCP | Open source, C++ plugin + Python MCP bridge | 2025-04-06 | 610 | Requires installing a Python bridge; largely unmaintained after 2026-06 |
| SetsunaYukiOvO/x64dbg-mcp | Open source, C++, JSON-RPC over HTTP/SSE | 2025-11-20 | 554 | Closest in form; no author-driven X launch, and no "zero dependencies" pitch |
| bromoket/x64dbg_mcp | Open source, C++, 23 large tools / 153 endpoints | 2026-02-18 | 138 | More features in fact, but weak distribution |
| dariushoule/x64dbg-automate (+ pyclient MCP, x64dbg-skills) | Open source, automation framework with MCP and Claude Code skills | 2025-01 / 2026-02 | 211 / 57 / 210 | Python client, aimed at people who script |
| A pile of small knockoffs (DNLINYJ/better-x64dbg-mcp, ouonet, chensiling, Zekiog/z-x64dbg-mcp, etc.) | Open source | From ¥2026-04 | 1–9 | Nobody noticed |
| Adjacent space: mrexodia/ida-pro-mcp, LaurieWired/GhidraMCP, bethington/ghidra-mcp, svnscha/mcp-windbg, miscusi-peek/cheatengine-mcp-bridge, HexRaysSA/ida-mcp (official) | Open source | From ¥2025-03 | 13.4k / 11.8k / 6.1k / 1.7k / 1.8k / 1.5k | Static decompilers or other debuggers; none of the x64dbg ones had passed 1,000 stars |
| Aggregator: morluto/rea ("Reverse Engineer Anything") | Open source, one MCP that connects to every reverse-engineering backend | 2026-04-14 | 437k | Broad in scope; it kicked off the "AI reverse engineering" wave that started in 2026-10 |
(Star counts: GitHub database repo_profile and the GitHub API, 2026-11-06.)
Verdict: the category is already proven, and x64dbg itself has a 50k-star user base. But nobody has ever built a clear leader in this niche, x64dbg. It fills the gap where IDA has an MCP with 13k stars and Ghidra has one with 12k stars, yet the most widely used Windows dynamic debugger has no decent one.
2. How the stars came: one X launch post, plus three waves of Chinese AI accounts reposting
Trendshift logged the daily increase from 9/7 to 11/6, over 61 days: +899 stars. Working backward, the first 16 days before 9/7 had already brought in about 1,900 stars, so roughly 70% of the stars arrived within two weeks of release.
- Author's X launch (main engine): @duty_1g posted the intro on 2026-08-23. 591k views, 3,398 likes, 478 reposts (pulled live via x-radar). The author's own account was small: his post about jspacket from 4 days earlier had only 10 likes and 1.4k views, so this post broke out on its own, not on the strength of his followers. It uses the standard list-plus-emoji format: 71 MCP tools, 22 event callbacks, native Zig with zero dependencies, x32+x64, with a demo.
- Cross-language reposts in the first week: Chinese @LinearUncle 8/23 (87k views, 1,095 likes), @NFTCPS 8/29 (66k, 680 likes), @grgerwcwetwet 8/27 (38k); Japanese @MalwareBibleJP (author of "The Malware Bible") 8/24, @opensourcelab 9 8/27 ranked it #1 on their weekly list; security repost account @Dinosn 8/25; English AI news site hermes-ai.net 8/24 wrote it up.
- Wave two, 10/6 (+114,10/7, then +80): Chinese @mylifcc 10/6 posted "Just tried this amazing open-source GitHub project" (58k views, 1,005 likes), and @realfxw followed the same day. Over those two days it ranked #1 on Trendshift's Zig chart.
- Wave three, 11/1 (+81): Chinese @dandanetha 11/1 posted "Reverse engineering has entered the AI Agent era" (41k views, 1,136 likes). The acceleration in the data card, "+7 in the last 154 days, only 7 in the prior 38," comes from this post. 11/3 posted v1.7 and it ticked up a bit more.
- Long tail: about +9/25 from 9/28–88 (@KitPloit 9/25 shared a related tool, and the author 9/27 posted about CVE-2026-74849, which got 8.9k views; I haven't verified which was the main driver). Also: Reddit r/MCPservers "OpenSource MCP of the week", mirrors on mcpmarket / glama / SourceForge, AI-generated podcast explainers on YouTube, an Instagram reel, and Korean reposts on Threads.
- The wider wave: starting 2026-10, REA (Reverse Engineer Anything) took off, and X filled with "this is getting dangerous… 20 reverse-engineering repos" list posts (@0xDeniAi, @robiartec, @cabbitar and others, each getting 4–5k likes). Those lists confirmed x64dbg/x64dbg itself (for example in posts by @tekari0 and @nataliexbz). Whether any listed duty1g's repo directly is unverified. Still, the wave raised overall search and attention for "AI + reverse engineering," and the 10–November second surge happened during the same period.
- Zig niche chart: Zig has few repos, and this one ranked near the top of Trendshift's Zig chart almost daily, at #25,10/6, #10/7, #1,11/1 and #3. That's steady passive exposure. Similar projects written in C++/C# compete on the big-language charts, where they had almost no chance of ranking.
- None: never on HN (hackernews database search for the repo and "x64dbg" returned nothing), and no sign of paid promotion.
3. Why users came and why they stayed
- Why now: in the second half of 2026, long-running agents like Claude Code and Codex became common, and "have the AI reverse-engineer for you" went from demo to something people actually use (REA's 430k stars prove it). Static analysis had IDA and Ghidra MCPs, but dynamic debugging lacked a good one. This filled that gap.
- Why they stayed: release assets have 9,839 total downloads (GitHub API, 8 releases; v1.6 alone had 3,430 downloads). That means people actually install it, not just star it. Over two and a half months it shipped 8 releases (8/27 to 11/3), with 0 open issues.
- Audience: malware analysis, CTF players, game cracking and cheating, red teams. Fans of Chinese AI-tool accounts that push "free reverse-engineering superweapons" fit this need well.
4. Differentiation: real, but not the main reason it took off
What actually sets it apart from the competition:
- Native Zig, zero dependencies, single file: no .NET, no Python bridge. Copy dist into the x64dbg directory and it works. It avoids the install barriers of all three competitors above. (The Japanese author @MalwareBibleJP's repost specifically highlighted that "there are several MCPs for x64dbg, but this one emphasizes a single Zig file with no runtime needed.")
- Full tool coverage: 71 → 84 tools, 22 event callbacks, WaitForEvent long-polling, OEP detection, module dumps, PEB/SEH. An agent can run a whole loop on its own: set a breakpoint → run → wait for the stop → read state.
- Security details: mandatory Bearer token, a configuration dialog, and both Streamable HTTP and SSE transports.
- Packaging: the README has a logo, badges, and conversation examples. The launch post is a list, so it's instantly clear and easy to repost.
Verdict: the technical differences (zero dependencies, broader tool coverage) explain why it held up once people tried it. But the direct cause of the surge was distribution: the author's launch post broke out, three waves of Chinese AI-tool accounts reposted it, and long-term exposure on the Zig niche chart kept it visible. bromoket has more endpoints (153) and still has only 138 stars, so feature count alone isn't enough. It also landed right as the "AI reverse engineering" wave was starting.
5. Visibility and copycats
- Visibility: it circulated in small circles and spilled over into Chinese AI accounts. It never reached HN and had no major media coverage. It appeared on AI news aggregators, Reddit subforums, and O'Reilly / Udemy "AI reverse engineering" courses (I haven't verified whether any course specifically teaches this library). As an open-source project, it has no revenue.
- Copycats: starting in late August, a batch of similarly named small repos appeared: Zekiog/z-x64dbg-mcp (Zig + TS, 8/27,2 stars), Zekiog/x64dbg-mcp-x, Evelynkaz/x64dbg-mcp (8/30), and yangshun2005/x64dbg-mcp-server-cn (9/15, a Chinese edition). All have single-digit stars.
6. What others can borrow
- Pick a spot where adjacent tools have leaders but this slot is still empty: IDA and Ghidra MCPs have tens of thousands of stars, while x64dbg doesn't. Following the same logic, the remaining open slots include dnSpy/ILSpy, Frida GUI, Cutter, ImHex, and WinDbg (the largest existing one is 1.7k).
- Make "hard to install" the main selling point and solve it: the pain points of competitors were .NET and the Python bridge. This project solved them with a single-file plugin, and the copy repeatedly emphasizes "zero dependencies."
- Write in an obscure language to ride the small-language charts: languages like Zig and Odin have low trending thresholds, so projects can sit on the charts for a long time.
- Write the launch post as a list so Chinese AI repost accounts want to share it: these accounts (丹丹爱学习, lifcc, LinearUncle, 鸟哥) each bring dozens to hundreds of stars per post, and they resurface the same tool every few weeks to write it up again.
VII. Uncertain
- 9/7 and earlier daily growth (the stargazers API this time 404). The "about 1,900 stars in the first two weeks" figure is backed out from Trendshift's 61-day total.
- Whether any REA list post directly named duty1g's repo.
- Whether O'Reilly's "AI Reverse Engineering" course uses this implementation.
- Who drove the 9/26–9/28 surge.
Sources
- GitHub API: repos/duty1g/x64dbg-mcp-server (2,795 stars / 319 forks, created 2026-08-22), releases (8 releases, 9,839 downloads), users/duty1g (174 followers, X @duty_1g)
- github repo_profile: star counts and creation dates of similar repos
- Trendshift: trendshift.io/repositories/176409 (daily star counts, Zig chart rank)
- X: x.com/duty_1g/status/2091195144863158517; x.com/LinearUncle/status/2091384853594034677; x.com/NFTCPS/status/2093571849452245093; x.com/mylifcc/status/2107335290352546158; x.com/dandanetha/status/2116664264018796830; x.com/MalwareBibleJP/status/2091688697498570860; x.com/Dinosn/status/2091929988568068156; x.com/0xDeniAi/status/2114847015091794206 (REA list-post example)
- Web: hermes-ai.net/news/x64dbg-mcp-server-lets-ai-agents-drive-wi… (2026-08-24); www.reddit.com/r/MCPservers/comments/1w16xjd/; mcpmarket.com/server/x64dbg-3; sourceforge.net/projects/x64dbg-mcp-server.mirror/; www.youtube.com/watch?v=uQIcuvPTbYM
- hackernews repo: no related records