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Suchakra Sharmac4970562015-08-03 19:22:22 -04001![BCC Logo](images/logo2.png)
Brendenc3c4fc12015-05-03 08:33:53 -07002# BPF Compiler Collection (BCC)
3
Brendan Gregg493fd622015-09-10 14:46:52 -07004BCC is a toolkit for creating efficient kernel tracing and manipulation
5programs, and includes several useful tools and examples. It makes use of eBPF
6(Extended Berkeley Packet Filters), a new feature that was first added to
7Linux 3.15. Much of what BCC uses requires Linux 4.1 and above.
Brendenc3c4fc12015-05-03 08:33:53 -07008
Brendan Gregg493fd622015-09-10 14:46:52 -07009eBPF was [described by](https://lkml.org/lkml/2015/4/14/232) Ingo Molnár as:
10
11> One of the more interesting features in this cycle is the ability to attach eBPF programs (user-defined, sandboxed bytecode executed by the kernel) to kprobes. This allows user-defined instrumentation on a live kernel image that can never crash, hang or interfere with the kernel negatively.
12
Brendan Gregg90b3ea52015-09-10 14:50:02 -070013BCC makes eBPF programs easier to write, with kernel instrumentation in C
14and a front-end in Python. It is suited for many tasks, including performance
15analysis and network traffic control.
Brendan Gregg493fd622015-09-10 14:46:52 -070016
17## Screenshot
18
19This example traces a disk I/O kernel function, and populates an in-kernel
20power-of-2 histogram of the I/O size. For efficiency, only the histogram
21summary is returned to user-level.
22
23```Shell
24# ./bitehist.py
25Tracing... Hit Ctrl-C to end.
26^C
Brendan Gregg8d70a882015-09-25 11:07:23 -070027 kbytes : count distribution
Brendan Gregg493fd622015-09-10 14:46:52 -070028 0 -> 1 : 3 | |
29 2 -> 3 : 0 | |
30 4 -> 7 : 211 |********** |
31 8 -> 15 : 0 | |
32 16 -> 31 : 0 | |
33 32 -> 63 : 0 | |
34 64 -> 127 : 1 | |
35 128 -> 255 : 800 |**************************************|
36```
37
38The above output shows a bimodal distribution, where the largest mode of
39800 I/O was between 128 and 255 Kbytes in size.
40
Dr.Zd978a0d2015-11-12 04:45:21 +090041See the source: [bitehist.c](examples/tracing/bitehist.c) and
42[bitehist.py](examples/tracing/bitehist.py). What this traces, what this stores, and how
Brendan Gregg493fd622015-09-10 14:46:52 -070043the data is presented, can be entirely customized. This shows only some of
44many possible capabilities.
Brendenc3c4fc12015-05-03 08:33:53 -070045
Brenden Blanco31518432015-07-07 17:38:30 -070046## Installing
47
48See [INSTALL.md](INSTALL.md) for installation steps on your platform.
49
Brendan Gregg493fd622015-09-10 14:46:52 -070050## Contents
51
52Some of these are single files that contain both C and Python, others have a
53pair of .c and .py files, and some are directories of files.
54
55### Tracing
56
57Examples:
58
Dr.Zd978a0d2015-11-12 04:45:21 +090059- examples/tracing/[bitehist.py](examples/tracing/bitehist.py) examples/tracing/[bitehist.c](examples/tracing/bitehist.c): Block I/O size histogram. [Examples](examples/tracing/bitehist_example.txt).
60- examples/tracing/[disksnoop.py](examples/tracing/disksnoop.py) examples/tracing/[disksnoop.c](examples/tracing/disksnoop.c): Trace block device I/O latency. [Examples](examples/tracing/disksnoop_example.txt).
Brendan Gregg493fd622015-09-10 14:46:52 -070061- examples/[hello_world.py](examples/hello_world.py): Prints "Hello, World!" for new processes.
Dr.Zd978a0d2015-11-12 04:45:21 +090062- examples/tracing/[tcpv4connect](examples/tracing/tcpv4connect): Trace TCP IPv4 active connections. [Examples](examples/tracing/tcpv4connect_example.txt).
63- examples/tracing/[trace_fields.py](examples/tracing/trace_fields.py): Simple example of printing fields from traced events.
64- examples/tracing/[vfsreadlat.py](examples/tracing/vfsreadlat.py) examples/tracing/[vfsreadlat.c](examples/tracing/vfsreadlat.c): VFS read latency distribution. [Examples](examples/tracing/vfsreadlat_example.txt).
Brendan Gregg493fd622015-09-10 14:46:52 -070065
66Tools:
67
Sasha Goldshtein6ae261e2016-02-14 08:32:54 -080068- tools/[argdist](tools/argdist.py): Display function parameter values as a histogram or frequency count. [Examples](tools/argdist_example.txt).
Brendan Greggaa879972016-01-28 22:43:37 -080069- tools/[bashreadline](tools/bashreadline.py): Print entered bash commands system wide. [Examples](tools/bashreadline_example.txt).
Brendan Gregg7bf0e492016-01-27 23:17:40 -080070- tools/[biolatency](tools/biolatency.py): Summarize block device I/O latency as a histogram. [Examples](tools/biolatency_example.txt).
Brendan Gregg6f075b92016-02-07 00:46:34 -080071- tools/[biotop](tools/biotop.py): Top for disks: Summarize block device I/O by process. [Examples](tools/biotop_example.txt).
Brendan Gregg7bf0e492016-01-27 23:17:40 -080072- tools/[biosnoop](tools/biosnoop.py): Trace block device I/O with PID and latency. [Examples](tools/biosnoop_example.txt).
Allan McAleavyeb3c9602016-02-06 12:06:18 +000073- tools/[bitesize](tools/bitesize.py): Show per process I/O size histogram. [Examples](tools/bitesize_example.txt).
Brendan Greggddce4db2016-02-15 22:24:02 -080074- tools/[btrfsdist](tools/btrfsdist.py): Summarize btrfs operation latency distribution as a histogram. [Examples](tools/btrfsdist_example.txt).
Brendan Greggee74c372016-02-15 22:22:19 -080075- tools/[btrfsslower](tools/btrfsslower.py): Trace slow btrfs operations. [Examples](tools/btrfsslower_example.txt).
unixtest57abe5b2016-01-31 10:47:03 +000076- tools/[cachestat](tools/cachestat.py): Trace page cache hit/miss ratio. [Examples](tools/cachestat_example.txt).
Brendan Gregg2757f0e2016-02-10 01:38:32 -080077- tools/[dcsnoop](tools/dcsnoop.py): Trace directory entry cache (dcache) lookups. [Examples](tools/dcsnoop_example.txt).
Brendan Gregg5bfadab2016-02-10 01:36:51 -080078- tools/[dcstat](tools/dcstat.py): Directory entry cache (dcache) stats. [Examples](tools/dcstat_example.txt).
Brendan Gregg3e4b7472016-02-14 18:16:06 -080079- tools/[execsnoop](tools/execsnoop.py): Trace new processes via exec() syscalls. [Examples](tools/execsnoop_example.txt).
Brendan Gregg157fee32016-02-14 23:31:14 -080080- tools/[ext4dist](tools/ext4dist.py): Summarize ext4 operation latency distribution as a histogram. [Examples](tools/ext4dist_example.txt).
Brendan Greggcd1cad12016-02-12 02:27:19 -080081- tools/[ext4slower](tools/ext4slower.py): Trace slow ext4 operations. [Examples](tools/ext4slower_example.txt).
Brendan Greggdc642c52016-02-09 00:32:51 -080082- tools/[filelife](tools/filelife.py): Trace the lifespan of short-lived files. [Examples](tools/filelife_example.txt).
Brendan Gregg75d3e9d2016-02-07 18:48:20 -080083- tools/[fileslower](tools/fileslower.py): Trace slow synchronous file reads and writes. [Examples](tools/fileslower_example.txt).
Brendan Gregg08c29812016-02-09 00:36:43 -080084- tools/[filetop](tools/filetop.py): File reads and writes by filename and process. Top for files. [Examples](tools/filetop_example.txt).
Brendan Gregg7bf0e492016-01-27 23:17:40 -080085- tools/[funccount](tools/funccount.py): Count kernel function calls. [Examples](tools/funccount_example.txt).
86- tools/[funclatency](tools/funclatency.py): Time kernel functions and show their latency distribution. [Examples](tools/funclatency_example.txt).
Brendan Gregg5a06c2c2016-01-28 23:00:00 -080087- tools/[gethostlatency](tools/gethostlatency.py): Show latency for getaddrinfo/gethostbyname[2] calls. [Examples](tools/gethostlatency_example.txt).
Brendan Gregg7bf0e492016-01-27 23:17:40 -080088- tools/[hardirqs](tools/hardirqs.py): Measure hard IRQ (hard interrupt) event time. [Examples](tools/hardirqs_example.txt).
89- tools/[killsnoop](tools/killsnoop.py): Trace signals issued by the kill() syscall. [Examples](tools/killsnoop_example.txt).
Brendan Gregga691c542016-02-14 18:22:57 -080090- tools/[mdflush](tools/mdflush.py): Trace md flush events. [Examples](tools/mdflush_example.txt).
Sasha Goldshtein56875792016-02-14 07:53:59 -080091- tools/[memleak](tools/memleak.py): Display outstanding memory allocations to find memory leaks. [Examples](tools/memleak_example.txt).
Brendan Gregg7bf0e492016-01-27 23:17:40 -080092- tools/[offcputime](tools/offcputime.py): Summarize off-CPU time by kernel stack trace. [Examples](tools/offcputime_example.txt).
Brendan Greggaf2b46a2016-01-30 11:02:29 -080093- tools/[offwaketime](tools/offwaketime.py): Summarize blocked time by kernel off-CPU stack and waker stack. [Examples](tools/offwaketime_example.txt).
Brendan Greggfe430e52016-02-10 01:34:53 -080094- tools/[oomkill](tools/oomkill.py): Trace the out-of-memory (OOM) killer. [Examples](tools/oomkill_example.txt).
Brendan Gregg7bf0e492016-01-27 23:17:40 -080095- tools/[opensnoop](tools/opensnoop.py): Trace open() syscalls. [Examples](tools/opensnoop_example.txt).
96- tools/[pidpersec](tools/pidpersec.py): Count new processes (via fork). [Examples](tools/pidpersec_example.txt).
Brendan Gregg3a391c22016-02-08 01:20:31 -080097- tools/[runqlat](tools/runqlat.py): Run queue (scheduler) latency as a histogram. [Examples](tools/runqlat_example.txt).
Brendan Gregg7bf0e492016-01-27 23:17:40 -080098- tools/[softirqs](tools/softirqs.py): Measure soft IRQ (soft interrupt) event time. [Examples](tools/softirqs_example.txt).
99- tools/[stackcount](tools/stackcount.py): Count kernel function calls and their stack traces. [Examples](tools/stackcount_example.txt).
100- tools/[stacksnoop](tools/stacksnoop.py): Trace a kernel function and print all kernel stack traces. [Examples](tools/stacksnoop_example.txt).
Brendan Greggad341c92016-02-09 00:31:24 -0800101- tools/[statsnoop](tools/statsnoop.py): Trace stat() syscalls. [Examples](tools/statsnoop_example.txt).
Brendan Gregg7bf0e492016-01-27 23:17:40 -0800102- tools/[syncsnoop](tools/syncsnoop.py): Trace sync() syscall. [Examples](tools/syncsnoop_example.txt).
103- tools/[tcpaccept](tools/tcpaccept.py): Trace TCP passive connections (accept()). [Examples](tools/tcpaccept_example.txt).
104- tools/[tcpconnect](tools/tcpconnect.py): Trace TCP active connections (connect()). [Examples](tools/tcpconnect_example.txt).
Brendan Gregg553f2aa2016-02-14 18:15:24 -0800105- tools/[tcpretrans](tools/tcpretrans.py): Trace TCP retransmits and TLPs. [Examples](tools/tcpretrans_example.txt).
Brendan Gregg7bf0e492016-01-27 23:17:40 -0800106- tools/[vfscount](tools/vfscount.py) tools/[vfscount.c](tools/vfscount.c): Count VFS calls. [Examples](tools/vfscount_example.txt).
107- tools/[vfsstat](tools/vfsstat.py) tools/[vfsstat.c](tools/vfsstat.c): Count some VFS calls, with column output. [Examples](tools/vfsstat_example.txt).
108- tools/[wakeuptime](tools/wakeuptime.py): Summarize sleep to wakeup time by waker kernel stack. [Examples](tools/wakeuptime_example.txt).
Brendan Gregg157fee32016-02-14 23:31:14 -0800109- tools/[xfsdist](tools/xfsdist.py): Summarize XFS operation latency distribution as a histogram. [Examples](tools/xfsdist_example.txt).
Brendan Gregg23c96fe2016-02-12 02:25:32 -0800110- tools/[xfsslower](tools/xfsslower.py): Trace slow XFS operations. [Examples](tools/xfsslower_example.txt).
Brendan Gregg157fee32016-02-14 23:31:14 -0800111- tools/[zfsdist](tools/zfsdist.py): Summarize ZFS operation latency distribution as a histogram. [Examples](tools/zfsdist_example.txt).
Brendan Greggbc54bb62016-02-14 23:13:13 -0800112- tools/[zfsslower](tools/zfsslower.py): Trace slow ZFS operations. [Examples](tools/zfsslower_example.txt).
Brendan Gregg493fd622015-09-10 14:46:52 -0700113
114### Networking
115
116Examples:
117
Dr.Zd978a0d2015-11-12 04:45:21 +0900118- examples/networking/[distributed_bridge/](examples/networking/distributed_bridge): Distributed bridge example.
119- examples/networking/[simple_tc.py](examples/networking/simple_tc.py): Simple traffic control example.
120- examples/networking/[simulation.py](examples/networking/simulation.py): Simulation helper.
121- examples/networking/neighbor_sharing/[tc_neighbor_sharing.py](examples/networking/neighbor_sharing/tc_neighbor_sharing.py) examples/networking/neighbor_sharing/[tc_neighbor_sharing.c](examples/networking/neighbor_sharing/tc_neighbor_sharing.c): Per-IP classification and rate limiting.
122- examples/networking/[tunnel_monitor/](examples/networking/tunnel_monitor): Efficiently monitor traffic flows. [Example video](https://www.youtube.com/watch?v=yYy3Cwce02k).
123- examples/networking/vlan_learning/[vlan_learning.py](examples/networking/vlan_learning/vlan_learning.py) examples/[vlan_learning.c](examples/networking/vlan_learning/vlan_learning.c): Demux Ethernet traffic into worker veth+namespaces.
Brendan Gregg493fd622015-09-10 14:46:52 -0700124
Brendenc3c4fc12015-05-03 08:33:53 -0700125## Motivation
126
127BPF guarantees that the programs loaded into the kernel cannot crash, and
Brenden Blanco452de202015-05-03 10:43:07 -0700128cannot run forever, but yet BPF is general purpose enough to perform many
129arbitrary types of computation. Currently, it is possible to write a program in
Brendenc3c4fc12015-05-03 08:33:53 -0700130C that will compile into a valid BPF program, yet it is vastly easier to
131write a C program that will compile into invalid BPF (C is like that). The user
Brenden Blanco452de202015-05-03 10:43:07 -0700132won't know until trying to run the program whether it was valid or not.
Brendenc3c4fc12015-05-03 08:33:53 -0700133
134With a BPF-specific frontend, one should be able to write in a language and
135receive feedback from the compiler on the validity as it pertains to a BPF
136backend. This toolkit aims to provide a frontend that can only create valid BPF
137programs while still harnessing its full flexibility.
138
Brenden Blanco46176a12015-07-07 13:05:22 -0700139Furthermore, current integrations with BPF have a kludgy workflow, sometimes
140involving compiling directly in a linux kernel source tree. This toolchain aims
141to minimize the time that a developer spends getting BPF compiled, and instead
142focus on the applications that can be written and the problems that can be
143solved with BPF.
144
Brendenc3c4fc12015-05-03 08:33:53 -0700145The features of this toolkit include:
146* End-to-end BPF workflow in a shared library
Brenden Blanco46176a12015-07-07 13:05:22 -0700147 * A modified C language for BPF backends
Brenden Blanco452de202015-05-03 10:43:07 -0700148 * Integration with llvm-bpf backend for JIT
Brendenc3c4fc12015-05-03 08:33:53 -0700149 * Dynamic (un)loading of JITed programs
150 * Support for BPF kernel hooks: socket filters, tc classifiers,
151 tc actions, and kprobes
152* Bindings for Python
153* Examples for socket filters, tc classifiers, and kprobes
Brenden Blanco32326202015-09-03 16:31:47 -0700154* Self-contained tools for tracing a running system
Brenden Blanco46176a12015-07-07 13:05:22 -0700155
156In the future, more bindings besides python will likely be supported. Feel free
157to add support for the language of your choice and send a pull request!
158
Brendan Gregg493fd622015-09-10 14:46:52 -0700159## Tutorial
Brenden Blanco46176a12015-07-07 13:05:22 -0700160
Brendan Gregg493fd622015-09-10 14:46:52 -0700161The BCC toolchain is currently composed of two parts: a C wrapper around LLVM,
162and a Python API to interact with the running program. Later, we will go into
163more detail of how this all works.
Brenden Blanco46176a12015-07-07 13:05:22 -0700164
165### Hello, World
166
167First, we should include the BPF class from the bpf module:
168```python
Brenden Blancoc35989d2015-09-02 18:04:07 -0700169from bcc import BPF
Brenden Blanco46176a12015-07-07 13:05:22 -0700170```
171
172Since the C code is so short, we will embed it inside the python script.
173
174The BPF program always takes at least one argument, which is a pointer to the
175context for this type of program. Different program types have different calling
176conventions, but for this one we don't care so `void *` is fine.
177```python
Yonghong Song13753202015-09-10 19:05:58 -0700178BPF(text='void kprobe__sys_clone(void *ctx) { bpf_trace_printk("Hello, World!\\n"); }').trace_print()
Brenden Blanco46176a12015-07-07 13:05:22 -0700179```
180
181For this example, we will call the program every time `fork()` is called by a
Yonghong Song13753202015-09-10 19:05:58 -0700182userspace process. Underneath the hood, fork translates to the `clone` syscall.
183BCC recognizes prefix `kprobe__`, and will auto attach our program to the kernel symbol `sys_clone`.
Brenden Blanco46176a12015-07-07 13:05:22 -0700184
185The python process will then print the trace printk circular buffer until ctrl-c
186is pressed. The BPF program is removed from the kernel when the userspace
187process that loaded it closes the fd (or exits).
Brenden Blanco46176a12015-07-07 13:05:22 -0700188
189Output:
190```
Yonghong Song13753202015-09-10 19:05:58 -0700191bcc/examples$ sudo python hello_world.py
Brenden Blanco46176a12015-07-07 13:05:22 -0700192 python-7282 [002] d... 3757.488508: : Hello, World!
193```
194
Brenden Blanco00312852015-09-04 00:08:19 -0700195For an explanation of the meaning of the printed fields, see the trace_pipe
196section of the [kernel ftrace doc](https://www.kernel.org/doc/Documentation/trace/ftrace.txt).
197
Brenden Blanco46176a12015-07-07 13:05:22 -0700198[Source code listing](examples/hello_world.py)
199
200### Networking
201
Alex Bagehot3b9679a2016-02-06 16:01:02 +0000202At Red Hat Summit 2015, BCC was presented as part of a [session on BPF](http://www.devnation.org/#7784f1f7513e8542e4db519e79ff5eec).
Brenden Blanco31518432015-07-07 17:38:30 -0700203A multi-host vxlan environment is simulated and a BPF program used to monitor
204one of the physical interfaces. The BPF program keeps statistics on the inner
205and outer IP addresses traversing the interface, and the userspace component
206turns those statistics into a graph showing the traffic distribution at
Dr.Zd978a0d2015-11-12 04:45:21 +0900207multiple granularities. See the code [here](examples/networking/tunnel_monitor).
Brenden Blanco31518432015-07-07 17:38:30 -0700208
209[![Screenshot](http://img.youtube.com/vi/yYy3Cwce02k/0.jpg)](https://youtu.be/yYy3Cwce02k)
Brenden Blanco46176a12015-07-07 13:05:22 -0700210
211### Tracing
Brendenc3c4fc12015-05-03 08:33:53 -0700212
Brenden Blanco31518432015-07-07 17:38:30 -0700213Here is a slightly more complex tracing example than Hello World. This program
214will be invoked for every task change in the kernel, and record in a BPF map
215the new and old pids.
216
217The C program below introduces two new concepts.
218The first is the macro `BPF_TABLE`. This defines a table (type="hash"), with key
219type `key_t` and leaf type `u64` (a single counter). The table name is `stats`,
220containing 1024 entries maximum. One can `lookup`, `lookup_or_init`, `update`,
221and `delete` entries from the table.
222The second concept is the prev argument. This argument is treated specially by
223the BCC frontend, such that accesses to this variable are read from the saved
224context that is passed by the kprobe infrastructure. The prototype of the args
225starting from position 1 should match the prototype of the kernel function being
226kprobed. If done so, the program will have seamless access to the function
227parameters.
228```c
229#include <uapi/linux/ptrace.h>
230#include <linux/sched.h>
231
232struct key_t {
233 u32 prev_pid;
234 u32 curr_pid;
235};
236// map_type, key_type, leaf_type, table_name, num_entry
237BPF_TABLE("hash", struct key_t, u64, stats, 1024);
Brenden Blanco00312852015-09-04 00:08:19 -0700238// attach to finish_task_switch in kernel/sched/core.c, which has the following
239// prototype:
240// struct rq *finish_task_switch(struct task_struct *prev)
Brenden Blanco31518432015-07-07 17:38:30 -0700241int count_sched(struct pt_regs *ctx, struct task_struct *prev) {
242 struct key_t key = {};
243 u64 zero = 0, *val;
244
245 key.curr_pid = bpf_get_current_pid_tgid();
246 key.prev_pid = prev->pid;
247
248 val = stats.lookup_or_init(&key, &zero);
249 (*val)++;
250 return 0;
251}
252```
Dr.Zd978a0d2015-11-12 04:45:21 +0900253[Source code listing](examples/tracing/task_switch.c)
Brenden Blanco31518432015-07-07 17:38:30 -0700254
255The userspace component loads the file shown above, and attaches it to the
Brenden Blanco00312852015-09-04 00:08:19 -0700256`finish_task_switch` kernel function.
257The [] operator of the BPF object gives access to each BPF_TABLE in the
258program, allowing pass-through access to the values residing in the kernel. Use
259the object as you would any other python dict object: read, update, and deletes
260are all allowed.
Brenden Blanco31518432015-07-07 17:38:30 -0700261```python
Brenden Blancoc35989d2015-09-02 18:04:07 -0700262from bcc import BPF
Brenden Blanco31518432015-07-07 17:38:30 -0700263from time import sleep
264
265b = BPF(src_file="task_switch.c")
Brenden Blancoc8b66982015-08-28 23:15:19 -0700266b.attach_kprobe(event="finish_task_switch", fn_name="count_sched")
Brenden Blanco31518432015-07-07 17:38:30 -0700267
268# generate many schedule events
269for i in range(0, 100): sleep(0.01)
270
Brenden Blancoc8b66982015-08-28 23:15:19 -0700271for k, v in b["stats"].items():
Brenden Blanco31518432015-07-07 17:38:30 -0700272 print("task_switch[%5d->%5d]=%u" % (k.prev_pid, k.curr_pid, v.value))
273```
Dr.Zd978a0d2015-11-12 04:45:21 +0900274[Source code listing](examples/tracing/task_switch.py)
Brenden Blanco31518432015-07-07 17:38:30 -0700275
Brenden Blanco452de202015-05-03 10:43:07 -0700276## Getting started
277
Brenden Blanco31518432015-07-07 17:38:30 -0700278See [INSTALL.md](INSTALL.md) for installation steps on your platform.
Suchakra Sharma09de7bb2015-09-24 13:16:26 -0400279
280## Contributing
Brendan Gregg87d2f692016-02-05 13:36:06 -0800281
Suchakra Sharma4949f1a2015-09-24 14:27:46 -0400282Already pumped up to commit some code? Here are some resources to join the
283discussions in the [IOVisor](https://www.iovisor.org/) community and see
284what you want to work on.
Suchakra Sharma09de7bb2015-09-24 13:16:26 -0400285
286* _Mailing List:_ http://lists.iovisor.org/mailman/listinfo/iovisor-dev
287* _IRC:_ #iovisor at irc.oftc.net
288* _IRC Logs:_ https://scrollback.io/iovisor/all
289* _BCC Issue Tracker:_ [Github Issues](https://github.com/iovisor/bcc/issues)
Brendan Gregg87d2f692016-02-05 13:36:06 -0800290* _A guide for contributing scripts:_ [CONTRIBUTING-SCRIPTS.md](CONTRIBUTING-SCRIPTS.md)