netverdict
The packet capture says whether the problem is the network, the application or the host โ with the evidence, and a suggested fix.
๐ซ๐ท Version franรงaise : README.fr.md
No more "it's the network / it's the app / it's the server" blame game.
netverdict reads a pcap (plus, when available, a snapshot of the host state
taken at the same moment), extracts the TCP signals that don't lie, and returns
an argued verdict:
$ netverdict analyze capture.pcapng --lang en
18 packets read โ 18 TCP, 0 ICMP, 0 non-IP, 0 unreadable โ 1 conversations
โโโโโโโโโโ APP โ 10.0.0.42:51006 -> 10.0.0.5:5432 [high confidence] โโโโโโโโโโ
โ Slow application response, reception proven by a fast ACK โ
โ * 3 exchanges: server ACK in 5 ms but response in 800 ms (p50), 0 loss โ
โ โ
โ Suggested fix: โ
โ The network delivered the request (immediate ACK) and then waited for โ
โ the application. Look on the APPLICATION SIDE of 10.0.0.5:5432: โ
โ 1. Internal processing time (application logs at the same timestamp) โ
โ 2. Downstream dependencies: database, third-party API, DNS resolution โ
โ done BY the server โ the stall is often one hop further back โ
โ 3. Exhausted thread/connection pool (requests queuing up). โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
The reasoning is what an expert applies when reading a pcap in Wireshark โ encoded in a deterministic rule engine:
| Observed signature | Verdict |
|---|---|
| Repeated SYN with no answer | NETWORK (silent DROP or unreachable host) |
| ICMP admin-prohibited | NETWORK (explicit REJECT, the device is identified) |
| Immediate RST to SYN | APP (nothing listening on that port) |
| Massive retransmissions | NETWORK (loss on the path) |
| Zero window | HOST (the application stopped reading its socket) |
| Fast ACK but slow response | APP (the delay is inside the server, evidence attached) |
| ICMP fragmentation-needed | NETWORK (MTU/tunnel) |
| RST mid-session | AMBIGUOUS (firewall timeout, IPS, or crash โ who sent it?) |
Install
pip install netverdict # analysis: no system dependency
pip install "netverdict[explain]" # + narrative summary via the Claude API (optional)
pip install "netverdict[evtx]" # + direct reading of binary .evtx files
From source (to contribute):
git clone https://github.com/serytia/netverdict
cd netverdict
pip install -e ".[dev]"
pytest
100% Python (dpkt). No Wireshark/tshark needed, neither on the analysis machine nor on the servers.
Output language
Console output defaults to French (the tool's original audience). One flag โ or one environment variable, so you never have to repeat it โ switches everything a human reads to English:
netverdict analyze capture.pcap --lang en
export NETVERDICT_LANG=en # Windows: $env:NETVERDICT_LANG="en"
--lang translates verdict titles, evidence, suggested fixes, the timeline,
--help, error messages, and the language requested from the model by
--explain. --lang beats $NETVERDICT_LANG, which beats the default.
What --lang deliberately never changes: the verdict tokens (RESEAU, APP,
OS, HOTE, AMBIGU, RAS), confidence values and JSON keys. Those are
identifiers, not prose: they appear in user --rules files and in scripts
that filter the --json output. Translating them would break a
verdict == "RESEAU" check the day someone exports NETVERDICT_LANG=en โ
with no signal at all. The displayed console label follows the language
(NETWORK, HOST...); the data doesn't move.
Custom rules (--rules my-rules.yaml) accept sibling fields
title_en / evidence_en / remediation_en. A rule without a translation
falls back to its French text whatever the requested language, without error.
Usage
# Analyze an existing capture
netverdict analyze capture.pcapng
netverdict analyze capture.pcapng --json # machine output
netverdict analyze capture.pcapng --explain # + narrative summary (Claude API)
# Cross-reference with what changed in the infrastructure (timeline)
netverdict analyze capture.pcapng --events events.xml --syslog fw01.log
# --events : Windows events (.evtx with the [evtx] extra, or an XML export:
# wevtutil qe System /f:xml > events.xml)
# --syslog : flat syslog files (mixed RFC3164/RFC5424 accepted)
# Timezone of RFC3164 lines (the format carries NONE). Required whenever the
# syslog does not come from a machine set like the analysis host: otherwise
# events shift out of the window, silently.
netverdict analyze capture.pcapng --syslog central.log --syslog-tz UTC
netverdict analyze capture.pcapng --syslog fw01.log --syslog-tz Europe/Paris
netverdict analyze capture.pcapng --syslog fw01.log --syslog-tz +02:00
# UTC / IANA name / fixed offset. The IANA name handles DST.
# No effect on RFC5424 lines, which carry their own timezone.
# WHERE are packets getting lost? Two captures of the same traffic, two points.
netverdict compare upstream.pcap downstream.pcap
# upstream = near the client, downstream = near the server, captured
# SIMULTANEOUSLY. A segment seen upstream and missing downstream was lost
# BETWEEN the two points; if all are accounted for, the middle path is
# cleared and the search moves past it. It is the only way to settle the
# question without guessing. The two machines' clocks do not need to be
# synchronized: the offset is estimated, and the tool stays silent about
# latency rather than inventing one when it cannot estimate it.
# WHO owned the socket? The answer EVEN IF the process is already dead.
netverdict analyze capture.pcap --audit /var/log/audit/audit.log # Linux
netverdict analyze capture.pcapng --events sysmon.xml # Windows (Sysmon)
netverdict analyze capture.pcapng --events security.xml # Windows (native WFP)
# WFP = native Windows auditing, with NO agent to install:
# auditpol /set /subcategory:"Filtering Platform Connection" /success:enable
# wevtutil qe Security /f:xml > security.xml
# auditpol /set /subcategory:"Filtering Platform Connection" /success:disable
# (very verbose: enable only for the duration of the diagnosis. 5157 also
# names the process whose connection got BLOCKED โ Sysmon stays silent.)
# The host snapshot is taken at ONE instant: it misses a process that
# exited before the capture ended. A journal dates every connection at
# establishment time โ attribution becomes retroactive.
# Linux : rule to load (once) โ
# auditctl -a always,exit -F arch=b64 -S connect -k netverdict_connect
# (persistent: a file in /etc/audit/rules.d/)
# Windows: Sysmon with NetworkConnect enabled โ
# sysmon -c netverdict/capture/sysmon-netverdict.xml
# If the source is present but the rule is missing, the tool SAYS SO
# instead of returning a silent report.
# The report adds the changes from the 15 minutes before the capture
# (service installed, firewall rule reloaded, switch to battery power...)
# and flags those that closely precede the incident.
#
# Relevant changes are ALSO attached to the affected flow, inside its verdict
# panel, under "Check first". A `*` marks a change type that can produce that
# exact verdict (firewall rule -> NETWORK, service crash -> APP,
# battery -> OS). It is a RANKING of suspects, never a causality conclusion:
# unrelated changes stay listed, further down.
# Assisted capture: traffic + host state in one go (admin/root console)
netverdict capture --duration 60 # Windows: pktmon (native) / Linux: tcpdump
# List the verdict rules
netverdict rules
Exit code: 0 = nothing abnormal, 1 = at least one verdict, 2 = error.
Assisted capture is truncated by default (128 bytes/packet on Windows, 96 on Linux): enough for the analysis, and light.
This is NOT a guarantee of credential absence, contrary to what this README claimed before 2026-07-25. Truncation cuts at N bytes from the start of the frame โ a packet shorter than N is therefore captured IN FULL, payload included. Measured:
| Payload | -s 96 |
128 B |
|---|---|---|
PASS hunter2 (cleartext POP3/FTP) |
complete | complete |
USER admin + PASS ... |
complete | complete |
{"token":"eyJhbGciOi..."} |
complete | complete |
Authorization: Basic ... header (51 B) |
42/51 B | complete |
In other words: truncation removes large transfers, not short secrets โ and
cleartext authentication protocols are precisely short. Treat a bundle as
sensitive data: review it before sharing it, and reserve --full-packets
for when it is necessary and deliberate.
--explain never sends the pcap: only the JSON report (signals and verdicts).
How it works
Two strictly separated stages, like decoders/rules in Wazuh:
- Measurement (
pcap.py,flows.py,signals.py): reading the capture, rebuilding TCP conversations, computing the signals โ retransmissions (excluding capture duplicates and keepalives), RTT, zero window, application request->response delay, server ACK delay, attached ICMP. Facts only, no judgment. - Verdict (
rules/): declarative YAML rules โ conditions on the signals, verdict, confidence, interpolated evidence, written remediation. Every threshold is commented with its justification.
Add your own rules: netverdict analyze ... --rules my_rules.yaml
(same format as netverdict/rules/builtin.yaml).
Platforms
Analysis (analyze) |
Assisted capture | Process <-> flow join | |
|---|---|---|---|
| Linux | yes | capture.sh (tcpdump + ss) |
--audit (auditd) |
| Windows | yes | capture.ps1 (pktmon, native) |
--events: Sysmon EID 3, or WFP 5156/5157 with no agent |
| macOS | yes | no โ capture with tcpdump, then analyze |
no |
compare (two captures, two points) works on all three.
CI: Linux/Windows/macOS x Python 3.11-3.13, plus one job under a shifted timezone, one with the extras installed, one against the built package.
Validation status
- Validated: 323 automated tests, green on Linux, Windows and macOS (Python 3.11 to 3.13) and under a shifted timezone.
- Validated against a kernel: 8 failure scenarios reproduced by a real
Linux kernel (netem, iptables, real sockets โ
lab/), plus the auditd join against a real auditd journal. The resulting pcaps serve as fixtures. - Validated on a real incident: full Windows capture chain (pktmon -> analysis) against a slow service, a closed port and a filtered port โ all three verdicts exact.
- Not done yet: production incidents suffered (not provoked). Verdicts are an instrumented starting point, not an oracle โ AMBIGUOUS is an owned verdict, and the report says what it could not read.
What these validations cost, and why they are listed here: each one found
defects that tests on fabricated data could not see โ retransmission
detection broken by TSO/GSO, pktmon announcing one frame type and writing
another, auditd whose default format is not the one in its documentation,
and Windows failures triggered by Linux data. Hand-written fixtures describe
the tool you imagine; real execution describes the one that exists.
Known limits (v1)
- TCP/IPv4-IPv6 only (no UDP/QUIC, no fragment reassembly).
- RTT p95 polluted by delayed ACKs (~40-200 ms): min and p50 are reliable. No rule therefore returns a NETWORK verdict on p95 alone. A high p95 is not ignored either: a healthy median with a significant tail produces an explicit AMBIGUOUS verdict ("latency spikes the capture cannot attribute") that names both possible causes โ path jitter or delayed ACK โ and gives what is needed to separate them. Neither a false network verdict, nor a false "transport healthy".
- Client/server direction estimated heuristically if the capture starts mid-session (flagged in the report).
- The host snapshot comes from a single machine (the one where the capture was launched). It is taken at ONE instant: it misses a process already dead by the end of the capture. The Sysmon join (Event ID 3) is retroactive and recovers it.
- Process <-> flow join: match on the EXACT four-tuple (both directions tested), TCP only, with 60 s of clock tolerance between capture and journal. A client port reused during the capture yields several candidates: the closest to the flow start is kept, and the report flags the ambiguity rather than hiding it.
- RFC3164 syslog (no timezone): by default timestamps are interpreted in the
analysis machine's timezone, and the affected timestamps are marked
~in the report. A UTC source read from a machine on local time then shifts OUT of the window, and the report shows "no infrastructure changes detected" โ to be read as "nothing was retained", not "nothing changed". Fix with--syslog-tz(see Usage): timestamps become exact, the~disappears and the delay before the incident is given to the second. --syslog-tzwith a FIXED offset (+02:00) is wrong on either side of a DST switch: a file that crosses the fall-back transition will be misdated on one half. Prefer an IANA name (Europe/Paris), which handles DST. On an ambiguous hour (the one that exists twice at fall-back), the first occurrence is kept.
Roadmap
-
v1.1 (done): multi-source timeline โ Windows events (EVTX/XML) + syslog to answer "what changed in the infrastructure just before?".
-
v1.2 (done):
--syslog-tz, change->verdict correlation, retroactive process<->flow join via Sysmon Event ID 3. To enable the source (admin console):sysmon -i -accepteula <path>\netverdict\capture\sysmon-netverdict.xml
This configuration enables ONLY Event ID 3 (NetworkConnect), disabled by default in the Sysmon shipped with Windows 11 24H2. The 21 other event types are left
onmatch="include"with no rule, which keeps them off โ you don't turn on a full journal for one join. -
English output (
--lang en) โ done, see above. -
v2: capture driven from both sides (client AND server) and comparison.
License
GPL-2.0
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